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WO2025225358A1 - Information processing device, information processing method, information processing system, and program - Google Patents

Information processing device, information processing method, information processing system, and program

Info

Publication number
WO2025225358A1
WO2025225358A1 PCT/JP2025/013976 JP2025013976W WO2025225358A1 WO 2025225358 A1 WO2025225358 A1 WO 2025225358A1 JP 2025013976 W JP2025013976 W JP 2025013976W WO 2025225358 A1 WO2025225358 A1 WO 2025225358A1
Authority
WO
WIPO (PCT)
Prior art keywords
irrigation
test
ridges
conditions
field
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
PCT/JP2025/013976
Other languages
French (fr)
Japanese (ja)
Inventor
象 村越
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Sony Group Corp
Original Assignee
Sony Group Corp
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Sony Group Corp filed Critical Sony Group Corp
Publication of WO2025225358A1 publication Critical patent/WO2025225358A1/en
Pending legal-status Critical Current
Anticipated expiration legal-status Critical

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Classifications

    • AHUMAN NECESSITIES
    • A01AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
    • A01GHORTICULTURE; CULTIVATION OF VEGETABLES, FLOWERS, RICE, FRUIT, VINES, HOPS OR SEAWEED; FORESTRY; WATERING
    • A01G27/00Self-acting watering devices, e.g. for flower-pots
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/02Agriculture; Fishing; Forestry; Mining

Definitions

  • This disclosure relates to an information processing device, an information processing method, an information processing system, and a program, and in particular to an information processing device, an information processing method, an information processing system, and a program that enable appropriate control of irrigation in a farm field.
  • Irrigation control is essential for the proper growth of plants grown in fields with little rainfall during the growing season. If the plants are irrigated too much, they may suffer from root rot, and conversely, if they are not irrigated enough, they may wither due to lack of moisture.
  • managing the amount of irrigation water used can result in a huge amount of wasted water being supplied to the entire field, even if only a small amount is wasted per unit area, which can lead to unnecessary increases in costs, increased costs for maintaining irrigation channels, and environmental problems such as land subsidence caused by pumping groundwater for irrigation.
  • Patent Document 1 It is therefore conceivable to apply the technology described in Patent Document 1 to control irrigation based on the difference from the water stress standard.
  • irrigation control is required to increase the amount of water just before harvest, thereby increasing yield. Also, if the focus is on improving quality, such as the acidity or sweetness of the taste, irrigation control is required to increase the acidity or sweetness by deliberately reducing the amount of water according to the cultivation stage, thereby increasing water stress during specific periods.
  • An information processing device, information processing system, and program include an irrigation control unit that irrigates a plurality of test rows in a field in which plants are planted, each under different irrigation conditions; a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions; and a presentation unit that presents the sensing results of the growth status of the plants in the plurality of test rows.
  • An information processing method includes an irrigation control process for irrigating a plurality of test rows in a field, in which plants are planted, under different irrigation conditions, a sensing result acquisition process for acquiring sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions, and a presentation process for presenting the detected sensing results of the growth status of the plants in the plurality of test rows.
  • a plurality of test rows in a field in which plants are planted are irrigated under different irrigation conditions, sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are obtained, and the sensing results of the growth status of the plants in the plurality of test rows are presented.
  • FIG. 1 is a diagram illustrating a basic method for determining the amount of irrigation water.
  • FIG. 1 is a diagram illustrating whether plants cultivated in a field can grow or cannot grow depending on the amount of irrigation water.
  • FIG. 1 is a diagram illustrating an overview of the present disclosure.
  • FIG. 1 is a diagram illustrating the configuration of a farm field management system according to the present disclosure.
  • FIG. 5 is a diagram illustrating an example of the configuration of the control device of FIG. 4 .
  • FIG. 5 is a diagram illustrating an example of the configuration of the user terminal of FIG. 4.
  • FIG. 1 is a diagram illustrating an example of the configuration of a farm field.
  • FIG. 10 is a diagram illustrating the evaluation of test ridges by capturing an image of a farm field.
  • FIG. 10 is a diagram illustrating the evaluation of test ridges by capturing an image of a farm field.
  • 10 is a diagram illustrating an example of determining the amount of irrigation water from a growth index.
  • 10 is a flowchart illustrating a field registration process.
  • FIG. 10 is a diagram illustrating a farm field registration image.
  • 10 is a flowchart illustrating the inspection furrow position display and registration process.
  • FIG. 10 is a diagram illustrating an inspection furrow position display image.
  • 10 is a flowchart illustrating the process of registering initial irrigation conditions for a test furrow.
  • FIG. 10 is a diagram illustrating an example of an initial irrigation condition registration image.
  • 10A and 10B are diagrams illustrating other examples of the initial irrigation condition registration image.
  • 10 is a flowchart illustrating an initial irrigation control process.
  • 10 is a flowchart illustrating the non-test furrow irrigation process.
  • FIG. 10 is a diagram illustrating a growth status presentation image.
  • FIG. 10 is a diagram illustrating a display example of a rating input popup.
  • FIG. 10 is a diagram illustrating a contribution degree setting display image.
  • FIG. 10 is a diagram illustrating another example of the evaluation input popup.
  • FIG. 1 is a diagram illustrating an example of the configuration of a general-purpose computer.
  • the imbalance in water potential within a plant can be determined by measuring tree water tension (leaf water potential). Knowing this tree water tension makes it possible to determine the timing of irrigation for the plant.
  • tree water tension must be measured in advance by covering the leaves with a bag and leaving them for a certain period of time, then cutting the leaves, applying pressure, and measuring in the daytime when fluctuations in tree water tension have settled.
  • the measurement is often carried out outdoors to minimize the time between cutting the leaves and measuring, which places a significant burden on the measurement process.
  • Tree water tension can be estimated from the soil moisture content, which is related to the water potential between the soil and roots, and the amount of evapotranspiration, which is related to the water potential between the stomata and the atmosphere.
  • soil moisture can be detected using a soil moisture sensor or similar.
  • Temperature, humidity, wind speed, and solar radiation can be measured at a weather station equipped with the respective sensors, so evapotranspiration can be estimated based on the Penman-Monteith equation.
  • the timing of irrigation in a field can basically be determined based on the tree water tension estimated from the soil moisture content detected by a soil moisture sensor, and the temperature, humidity, wind speed, and solar radiation detected by a weather station.
  • some of the ridges in which plants are planted within field F are set as test ridge groups, and initial irrigation is actually carried out under different irrigation conditions for each of the multiple test ridges that make up the test ridge group, allowing the plants to grow.
  • aerial photographs of the field F are taken using a drone D or a satellite, and a plant growth index map for each test row is generated based on the aerial photographs and presented to the user, the producer.
  • the user evaluates the growth conditions for each irrigation condition of the test rows using aerial images and growth index maps, and sets the irrigation conditions for the entire field from the initial irrigation onwards based on the evaluation results and the irrigation conditions for each test row set for the initial irrigation.
  • the irrigation conditions for the entire field are set to the irrigation conditions that minimize the amount of irrigation among the irrigation conditions for test rows where the growth conditions are higher than a specified threshold, based on the growth index map, and the irrigation amount and timing are controlled semi-automatically.
  • test ridges Ft1 to Ft4 have been set up in field F, and initial irrigation is performed under irrigation conditions 1 to 4, respectively.
  • the irrigation conditions may not be optimal, for example, when using conventional methods for determining irrigation conditions, but they are assumed to be normally irrigated under conditions that allow growth.
  • Farm field F in Figure 3 is shown as a growth index map created after being photographed from the air by drone D. Furthermore, Figure 3 shows that, among test ridges Ft1 to Ft4, the growth index is high in the area of test ridge Ft3. For this reason, in Figure 3, for example, the third irrigation conditions set for test ridge Ft3 may be set as the irrigation conditions for the entire field.
  • the growth index map presented to the user may be able to select and present a growth index map suitable for checking the growth status of target plants, such as the quality (acidity, sugar content, etc.) and yield of plants grown in the field.
  • target plants such as the quality (acidity, sugar content, etc.) and yield of plants grown in the field.
  • appropriate irrigation conditions for the quality and yield of target plants such as the quality (acidity, sugar content, etc.) and yield of plants grown in the field, based on the various growth index maps presented.
  • the aerial images of field F taken by drone D may be converted into high-resolution RGB images, for example, and based on such high-resolution RGB aerial images, the irrigation conditions for the test rows preferred by the producer may be set as the irrigation conditions for the entire field F, based on the size and color of the leaves and flowers.
  • the weighted average of the irrigation conditions for the multiple test rows according to the superior or inferior may be set as the irrigation conditions for the entire field F.
  • a test ridge group consisting of multiple test ridges is set out from the ridges in the entire field, and each test ridge is irrigated under different irrigation conditions. After growing for a specified period of time, the ridges are photographed from the air using a drone or similar device, and a growth index map can be generated and presented from the aerial images.
  • the farm field management system 11 in Figure 4 is composed of a farm field 31, a control device 32, a network 33, a weather database 34, and a user terminal 35.
  • the field 31 is a place where agricultural crops (plants) are cultivated by producers.
  • the field 31 is equipped with an irrigation device 41 that waters the cultivated plants, and a sensor unit 42 that detects various conditions to set the amount and timing of irrigation performed by the irrigation device 41.
  • the irrigation device 41 is controlled by the control device 32, which controls the amount and timing of irrigation for each furrow, and irrigates through irrigation tubes 203 ( Figure 7) buried as underdrains.
  • the sensor unit 42 consists of a group of various sensors for controlling the amount of irrigation water applied to the field 31, and is composed of a growth status sensor 51, a weather station 52, and a soil sensor 53.
  • Growth status sensor 51 is an image sensor mounted on a drone or satellite that captures images of the entire field 31 in various wavelength bands, and transmits the sensing results, images captured (aerial photographs) by the imaging device mounted on the drone or satellite, to control device 32. Note that since growth status sensor 51 is only required to be able to sense the growth status, it may not only be an image sensor mounted on a drone or satellite, but may also be mounted on a patrol robot that moves autonomously within the field.
  • the growth status sensor 51 captures visible light images such as general RGB images, as well as near-infrared light images and red light images required to generate growth index maps such as NDVI (Normalized Difference Vegetation Index), and images in multiple wavelength bands required to generate other growth index maps.
  • NDVI Normalized Difference Vegetation Index
  • growth indices other than NDVI can be used, such as PRI (Photochemical Reflectance Index), SIF (Solar-Induced Chlorophyll Fluorescence), NDRE (Normalized Difference Red Edge Index), VARI (Visible Atmospherically Resistant Index), TGI (Triangular Greenness Index), SIPI2 (Structure Intensity Index), etc.
  • the vegetation index may be at least one of the following: Forest Dense Pigment Index 2 (LCI), LCI (Leaf Chlorophyll Index), BNDVI (Blue Normalized Difference Vegetation Index), GNDVI (Green Normalized Difference Vegetation Index), and MCARI (Modified Chlorophyll Absorption in Reflective Index).
  • the weather station 52 detects various weather-related data such as temperature, humidity, wind speed, and solar radiation in the field 31, and transmits the detected weather information, including the temperature, humidity, wind speed, and solar radiation in the field 31, to the control device 32.
  • various weather-related data such as temperature, humidity, wind speed, and solar radiation in the field 31
  • transmits the detected weather information including the temperature, humidity, wind speed, and solar radiation in the field 31, to the control device 32.
  • the soil sensor 53 consists of a group of sensors that detect various information related to the soil of the field 31, including, for example, a moisture sensor that detects soil moisture, an EC sensor that detects porewater conductivity (EC), and a soil temperature sensor that detects soil temperature.
  • the soil sensor 53 supplies soil information consisting of the detected moisture, porewater conductivity (EC), soil temperature, etc. to the control device 32.
  • the control device 32 manages field information registered by users operating the user terminal 35.
  • Field information includes the location of each field 31, the type of plant (crop species name) cultivated in each field 31, the amount and timing of irrigation for each, as well as the location of test rows set within each field 31 and the amount and timing of irrigation for each test row.
  • the control device 32 calculates the standard evapotranspiration (ETc) for each type of plant under standard conditions, i.e., when there is no water stress or pests, from weather data in the weather database 34, which can be obtained via the network 33, and sensor data from the sensor unit 42, and determines the standard irrigation amount, which is the standard amount of irrigation water, based on the standard evapotranspiration (ETc).
  • Ec standard evapotranspiration
  • the control device 32 determines a test irrigation amount, which is a different test irrigation amount for each of the multiple test ridges in the test ridge group, based on the standard irrigation amount, and controls the irrigation device 41 to irrigate the test ridges at the test irrigation amount.
  • control device 32 controls the irrigation device 41 to initially irrigate with the standard irrigation volume. Furthermore, hereafter, irrigation based on the standard irrigation volume that is performed on these initial non-test ridges will also be referred to as initial irrigation.
  • the control device 32 acquires image information (aerial images) of the entire field 31, which serves as sensor data supplied from the growth status sensor 51, and supplies this to the user terminal 35 for display.
  • image information (aerial images) of the entire field 31, which serves as sensor data supplied from the growth status sensor 51, and supplies this to the user terminal 35 for display.
  • the images captured by the growth status sensor 51 are visible light images
  • the visible light images are divided into test rows and supplied to the user terminal 35 for display.
  • the control device 32 generates a growth index map consisting of NDVI, divides it into test rows, and supplies it to the user terminal 35.
  • the user terminal 35 When the user terminal 35 acquires the aerial photographs and growth index maps divided into test rows after initial irrigation supplied by the control device 32, it presents them to the user (producer). Furthermore, when the user (producer) operates the user terminal 35, it accepts input of an evaluation of the growth status of each test row based on the presented aerial photographs and growth index maps divided into test rows, and supplies this to the control device 32.
  • the evaluation of the growth status of each test row may be, for example, selected by the user from three levels of evaluation such as "good,” “average,” or “poor” for each test row, or a score may be assigned according to the evaluation, or a circle, triangle, or cross may be selected.
  • test ridge A the amount of irrigation for the entire field to be the same as test ridge A, or somewhere between test ridges A and B, or that test ridges A, B, and C are all comparable, so you want to leave it to the discretion of the irrigation system, or that you want to avoid a situation like test ridge C.
  • the control device 32 determines the amount of irrigation water to be applied to the entire field based on the evaluation of the test rows, and controls the irrigation device 41 to irrigate the entire field 31.
  • control device 32 may control the irrigation of the entire field 31 using the irrigation conditions of test ridge B, which has the lowest irrigation amount of test ridges A and B and has the highest evaluation.
  • control device 32 may determine the amount of irrigation water for the entire field 31 based on the producer's evaluation of each test row, the growth index, and the amount of irrigation water.
  • the overall amount and timing of irrigation water for the field 31 will be heavily influenced by the evaluation of the growth index manually input by the user, and will be determined almost entirely by manual operation (manually) by the user.
  • the control device 32 may, for example, set the irrigation amount to the test ridge with the smallest irrigation amount among those test ridges with a growth index higher than a predetermined value. Similarly, if the user wishes to avoid test ridges being evaluated as test ridge C, the control device 32 may set the irrigation amount for the entire field 31 to the smallest irrigation amount among those test ridges with a growth index higher than the irrigation amount for test ridge C.
  • control device 32 may determine the irrigation amount for the entire field 31 based on the growth index and irrigation amount for each test row, rather than on the producer's evaluation of the test row.
  • the overall irrigation amount and timing for the field 31 are determined semi-automatically (automatically), with the growth index itself taking a stronger influence than an evaluation manually entered by the user.
  • the user terminal 35 is owned by the user (producer), and is, for example, a smartphone or tablet.
  • An application program (field management app 171 ( Figure 6)) for controlling the field management system is installed on the user terminal 35, and by executing the application program on the user terminal 35, the user communicates with the control device 32 and edits field information for managing the field, such as the location within the field 31, the type of plant, and the location and irrigation amount of the test furrow group.
  • the user terminal 35 also acquires and presents sensor data supplied by the control device 32 via the farm field management app 171 ( Figure 6), and accepts input of an evaluation of the presented sensor data and transmits it to the control device 32.
  • the control device 32 is composed of a control unit 101, an input unit 102, an output unit 103, a storage unit 104, a communication unit 105, a drive 106, and a removable storage medium 107, which are interconnected via a bus 108 and can send and receive data and programs.
  • the control unit 101 is composed of a processor and memory, and controls the overall operation of the control device 32.
  • the control unit 101 also includes a weather information acquisition unit 131, a soil information acquisition unit 132, a growth status acquisition unit 133, a field information management unit 134, and an irrigation control unit 135.
  • the weather information acquisition unit 131 acquires weather information such as the temperature, humidity, wind speed, and solar radiation of the field 31 supplied from the weather station 52.
  • the soil information acquisition unit 132 acquires soil information consisting of soil moisture, pore water conductivity (EC), and soil temperature supplied by the soil sensor 53.
  • soil information consisting of soil moisture, pore water conductivity (EC), and soil temperature supplied by the soil sensor 53.
  • the growth status acquisition unit 133 acquires, for example, RGB images captured by drones or satellites, and images of various wavelength bands used to generate growth index maps, and generates growth index maps using images of various wavelength bands as needed.
  • the aerial images consisting of RGB images acquired by the growth status acquisition unit 133 and images of various wavelength bands used to generate other growth indices are captured in chronological order at predetermined intervals by drones or satellites, and the images are stored in chronological order as they are supplied.
  • multiple aerial images captured at predetermined time intervals and multiple images of various wavelength bands are output together.
  • the field information management unit 134 stores and manages in the memory unit 104 as field information 141, the location of each field among multiple fields, the type of plant (crop species name) cultivated in each field, the amount of irrigation water for non-test ridges in each field, as well as the location of each test ridge that makes up the test ridge group in each field and the amount of irrigation water for each test ridge, etc., which are edited by operating the user terminal 35.
  • the irrigation amount information included in the field information 141 managed by the field information management unit 134 is the irrigation amount determined by the irrigation control unit 135 based on information edited by operating the user terminal 35.
  • the irrigation control unit 135 sets the standard irrigation amount based on the standard evapotranspiration (ETc) for each plant type, and after the initial irrigation, sets the irrigation amount based on the evaluation by the producer user.
  • Ec standard evapotranspiration
  • the irrigation control unit 135 calculates the standard irrigation amount based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the meteorological information, calculates the irrigation amount for non-test rows based on the standard irrigation amount, and updates the irrigation amount in the field information 141.
  • the irrigation control unit 135 estimates the tree water tension based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the meteorological information, and sets a threshold value for each test furrow that determines when to start irrigation and a threshold value that determines when to stop irrigation based on the water stress value calculated from the tree water tension.
  • the threshold value that determines when to start irrigation will also be referred to as the irrigation start threshold
  • the threshold value that determines when to stop irrigation will also be referred to as the irrigation stop threshold.
  • the watering initiation threshold may be set to the same value for all test rows, for example, as a threshold for water stress determined from the tree water tension at which the plant will not wither.
  • the irrigation stop threshold is set to a different value for each test row, which changes the threshold for the water stress value calculated from the tree water tension, making it possible to set different irrigation amounts for each test row.
  • the watering stop threshold is high, watering will be stopped even when the water stress value calculated from the tree water tension is high, so the amount of watering will be set low.
  • the watering initiation threshold can be set to any value within the range that does not cause root rot due to excessive humidity, as long as it is lower than the water stress value calculated from the tree water tension at a level that will not cause the plant to wither.
  • the lower the watering start threshold is set below the water stress value calculated from the tree water tension at a level that will not cause the plant to wither, the more watering will begin even when there is no water stress, and the higher the overall amount of watering will be set.
  • the threshold for the water stress value calculated from the tree water tension changes, making it possible to set different irrigation amounts for each test furrow.
  • the irrigation control unit 135 sets the irrigation start threshold and irrigation stop threshold so that at least four different irrigation amounts can be set for each test furrow.
  • the irrigation control unit 135 sets the irrigation start threshold for each test row to a constant value equal to the maximum water stress that minimizes the amount of irrigation.
  • the irrigation control unit 135 also sets at least four or more irrigation stop thresholds for each test row, between the maximum water stress that becomes the irrigation start threshold and the minimum water stress that is considered sufficient for plant growth.
  • the irrigation control unit 135 calculates the amount of irrigation water for each test furrow for initial irrigation during the initial irrigation period as a percentage (e.g., a percentage) of the standard irrigation amount based on the standard evapotranspiration rate (ETc), which is commonly used among users (producers and experts).
  • Ec evapotranspiration rate
  • irrigation start threshold and irrigation stop threshold for each test row may be set differently, as long as the irrigation amount for each test row is set to vary as described above.
  • an irrigation stop threshold may be set so that the irrigation amount is greater than the standard irrigation amount, to the extent that root rot or the like does not occur, allowing the growth conditions at an irrigation amount that is excessive compared to the standard irrigation amount to be compared with the growth conditions when plants are grown at the standard irrigation amount or even less. In this way, it is possible to confirm the growth conditions when plants are intentionally made blistered to increase yield, or when the growth conditions are confirmed when a shortfall in irrigation amount is compensated for in anticipation of a possible decrease in the standard evapotranspiration (ETc).
  • ETc standard evapotranspiration
  • the irrigation control unit 135 estimates tree water tension based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the meteorological information, and controls the irrigation device 41 based on the water stress value calculated from the tree water tension and the irrigation start threshold and irrigation stop threshold in the field information 141, thereby controlling the irrigation amount by controlling the start and stop timing of irrigation supplied to each irrigation tube 203 ( Figure 7) for each test furrow for only the period set as initial irrigation.
  • the irrigation control unit 135 also controls the irrigation device 41 to calculate the irrigation amount for initial irrigation for each test furrow by multiplying the irrigation amount per unit time by the time from the irrigation start timing to the irrigation stop timing for each test furrow.
  • the irrigation control unit 135 controls the irrigation amount at a standard irrigation amount based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the weather information.
  • the period during which initial irrigation is carried out will also be simply referred to as the initial irrigation period.
  • the irrigation control unit 135 controls the growth status acquisition unit 133 after a predetermined time (initial irrigation period) has passed during which the plants cultivated in the field 31 have grown to a predetermined level based on the initial irrigation, and acquires an RGB image and growth index map showing the growth status of the plants for each test row in the field 31.
  • the irrigation control unit 135 supplies RGB images and growth index maps showing the growth status of each test row to the user terminal 35, which then presents them to the producer user and obtains the user's evaluation of the images.
  • the irrigation control unit 135 determines the amount of irrigation water to be applied to the non-test rows in the entire field 31 based on the user's evaluation of the RGB image and growth index map showing the growth status of each test row, and controls the irrigation device 41 to irrigate.
  • the input unit 102 is composed of input devices such as a keyboard, mouse, and touch panel for inputting various information, and supplies various signals corresponding to the input information to the control unit 101.
  • the output unit 103 is controlled by the control unit 101 and includes a display (not shown) and an audio output unit (not shown).
  • the display displays various processing results.
  • the audio output unit consists of an audio output device such as a speaker, and outputs various sounds, music, sound effects, etc. as audio.
  • the storage unit 104 consists of a hard disk drive (HDD), solid state drive (SSD), or semiconductor memory, and is controlled by the control unit 101 to write and read various data and programs.
  • HDD hard disk drive
  • SSD solid state drive
  • semiconductor memory volatile and non-volatile memory
  • the communication unit 105 is controlled by the control unit 101, and realizes wired or wireless communications such as those typified by LAN (Local Area Network) and Bluetooth (registered trademark), and transmits and receives various data and programs to and from other information processing devices via the network as necessary.
  • LAN Local Area Network
  • Bluetooth registered trademark
  • the drive 106 reads and writes data from and to removable storage media 107, such as magnetic disks (including flexible disks), optical disks (including CD-ROMs (Compact Disc-Read Only Memory) and DVDs (Digital Versatile Discs)), magneto-optical disks (including MDs (Mini Discs)), or semiconductor memories.
  • removable storage media 107 such as magnetic disks (including flexible disks), optical disks (including CD-ROMs (Compact Disc-Read Only Memory) and DVDs (Digital Versatile Discs)), magneto-optical disks (including MDs (Mini Discs)), or semiconductor memories.
  • control device 32 in Figure 5 shows an example configuration implemented by an information processing device such as a personal computer, other configurations are possible as long as the same functions are provided. For example, it may be implemented by multiple servers on a network, or it may be implemented by cloud computing.
  • the user terminal 35 is composed of a control unit 151, an input unit 152, an output unit 153, a memory unit 154, a communication unit 155, a drive 156, a removable storage medium 157, and a GPS 159, all of which are interconnected via a bus 158, allowing the transmission and reception of data and programs.
  • control unit 81 control unit 151, input unit 152, output unit 153, memory unit 154, communication unit 155, drive 156, removable storage medium 157, and bus 158 correspond to the input unit 102, output unit 103, memory unit 104, communication unit 105, drive 106, removable storage medium 107, and bus 108, respectively, and therefore descriptions will be omitted where appropriate.
  • the input unit 152 and output unit 153 function as a user interface 181 consisting of a touch panel that has both functions.
  • the control unit 151 is equipped with a farm field management app (application program) 171.
  • the field management application 171 is installed by the user and registers information such as the location of the field, the type of crop being cultivated, the location of the test furrows, and the amount of irrigation water as field information 141 based on information input by the user operating the user interface 181.
  • the field management application 171 acquires RGB images and growth index maps for each test row in the field 31 sent from the control device 32, it displays them on the user interface 181, and also accepts evaluation input for each test row based on operation input from the user (producer) on the user interface 181, and supplies this to the control device 32.
  • the GPS (Global Positioning System) 159 acquires information about the user terminal 35's location on Earth based on radio waves from satellites (not shown) and outputs this information to the control unit 151.
  • the field 31 has ridges on which crops are planted at predetermined intervals to form horizontal rows, and irrigation tubes 203 that function as irrigation channels are provided below each ridge (toward the back of this page).
  • the irrigation tubes 203 are represented by multiple rectangular frames extending horizontally with dashed lines, each connected to an irrigation device 41 and buried as culverts at the bottom of the ridges.
  • the irrigation tube 203 has holes at predetermined intervals that drain water into the soil, and is designed as an underdrain, so that irrigation water supplied from the irrigation device 41 is supplied to the soil through the holes on a furrow-by-furrow basis.
  • the irrigation tubes 203 are arranged in units of ridges, so that the irrigation device 41 can adjust the amount of irrigation water supplied to the irrigation tubes 203, thereby making it possible to adjust the amount of irrigation water on a ridge-by-ridge basis.
  • test ridges 201 and non-test ridges 202 are divided into test ridges 201 and non-test ridges 202, and in Figure 7, for the purpose of explanation, test ridge 201-1, non-test ridge 202-1, test ridge 201-2, non-test ridge 202-2, test ridge 201-3, non-test ridge 202-3, test ridge 201-4, and non-test ridge 202-4 are set from top to bottom.
  • test ridges 201-1 to 201-4 and the non-test ridges 202-1 to 202-4 they will simply be referred to as test ridges 201 and non-test ridges 202, and the same will be used for other configurations.
  • each test ridge 201 is made up of one row of ridges
  • each non-test ridge 202 is made up of two rows of ridges, but this is not limited to this. In other words, it is sufficient that the test ridges 201 have several rows of test ridges arranged in part for every predetermined number of non-test ridges 202.
  • the number of ridges that make up the non-test ridges relative to the number of ridges that make up the test ridge 201 is generally set to be greater than that shown in Figure 7, but here, to simplify the explanation, we will assume that the number of ridges in the test ridge 201 and the non-test ridge 202 is one row and two rows, respectively.
  • Each of the test ridges 201-1 to 201-4 has a test tree 201a-1 to 201a-4 at the left end in the figure, and soil sensors 53-1 to 53-4 are installed below each of the test trees 201a-1 to 201a-4.
  • the soil information detected by the soil sensor 53 is only information about the test tree 201a in the test ridge 201, but the soil in the same ridge can be considered to have almost the same soil information, and the same irrigation control can be performed using the same irrigation tube 203.
  • the soil information detected by the soil sensor 53 in the test tree 201a is applied to the same ridge.
  • the soil information detected by the soil sensor 53 on the test tree 201a of the test furrow 201 is treated as a representative value for the test furrow 201, and multiple plants planted in the same test furrow 201 are managed in the same way.
  • the irrigation control unit 135 calculates the standard evapotranspiration (ETc) under standard conditions, i.e., when there is no water stress or pests, from the soil moisture information detected by the soil sensor 53, the weather information supplied by the weather station 52, the weather data in the weather database 34 obtainable via the network 33, and the sensor data from the sensor unit 42, and determines the amount of water to be irrigated during the initial irrigation based on the standard evapotranspiration (ETc).
  • Ec standard evapotranspiration
  • the irrigation control unit 135 determines the amount of irrigation water for each test ridge according to the allocation of irrigation water amounts set via the field management app 171 by the producer operating the user interface 181 on the user terminal 35.
  • the allocation of irrigation water amounts set via the field management app 171 means, for example, setting four or more different irrigation stop thresholds for each test ridge. If the irrigation start threshold is the same for all test ridges, as in this embodiment, for example, four different irrigation stop thresholds are set for the four irrigation ridges, and four different irrigation amounts are set for each test ridge during initial irrigation.
  • the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 100% of the standard evapotranspiration rate (ETc); for test ridge 201-2, the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 83% of the standard evapotranspiration rate (ETc); for test ridge 201-3, the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 66% of the standard evapotranspiration rate (ETc); and for test ridge 201-4, the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 50% of the standard evapotranspiration rate (ETc).
  • the irrigation control unit 135 supplies the irrigation start threshold and irrigation stop threshold for the test ridges 201-2 to 202-4 for initial irrigation determined in this manner to the field information management unit 134.
  • the field information management unit 134 registers the irrigation start threshold and irrigation stop threshold for the initial irrigation of the test ridges 201-2 to 202-4. Furthermore, the field information management unit 134 determines that the irrigation amount for the non-test ridges 202-1 to 202-4 for initial irrigation is the irrigation amount when the amount is 100% of the reference evapotranspiration rate (ETc).
  • the irrigation control unit 135 controls the irrigation device 41 so that, during initial irrigation, irrigation is performed at the irrigation start threshold and irrigation stop threshold set for each of the test ridges 201-1 to 202-4.
  • the irrigation start threshold is the same for all test rows, so the irrigation amount is essentially set by the irrigation stop threshold. Furthermore, while the above explanation has been given that the irrigation start threshold and irrigation stop threshold are set so that the irrigation amount is a predetermined ratio to the reference irrigation amount, it is difficult to set a specific irrigation amount from the irrigation start threshold and irrigation stop threshold, and it is difficult to control a specific irrigation amount from the irrigation start threshold and irrigation stop threshold. However, as will be described in detail later, it is sufficient to be able to set four or more different irrigation amounts.
  • the irrigation start threshold is set to the same for all test rows
  • four different irrigation stop thresholds are set for the four or more test rows between the minimum and maximum water stress levels at which plants can grow, and the four different actual irrigation amounts for each initial irrigation can be measured as a ratio to the reference irrigation amount.
  • the threshold for stopping watering based on the water stress value obtained from tree water tension may be set to a value that satisfies four of the five conditions of withering, low, moderate, standard, and high, excluding withering.
  • the amount of irrigation water for each test ridge 201 and the amount of irrigation water for the non-test ridges 202 during initial irrigation is set, and irrigation is performed for a predetermined period of time at the set amount of irrigation water.
  • the growth status acquisition unit 133 of the control device 32 controls the growth status sensor 51, which may be a drone or satellite, as shown in FIG. 8, to acquire RGB images of the field 31 captured by the camera 51a of the growth status sensor 51, as well as images in a predetermined wavelength band for generating various growth indices.
  • the growth status acquisition unit 133 generates a growth index map P1, such as that shown in Figure 8, based on the RGB image or an image in a specified wavelength band.
  • Growth index map P1 in Figure 8 is a growth index map consisting of NDVI calculated from, for example, an infrared image and a red image. Note that when checking leaf attachment and leaf color based on an RGB image, the RGB image itself can be used in the same way as growth index map P1.
  • the irrigation control unit 135 divides the growth index map P1 thus acquired into ranges Z1 to Z4 corresponding to the test rows 201-1 to 201-4, and sets the amount of irrigation water for normal irrigation after the initial irrigation.
  • the growth condition is lowest at the irrigation amount of 50% of the standard irrigation amount at the standard evapotranspiration (ETc), which is in range Z4, followed by the growth condition at the irrigation amount of 66% of the standard irrigation amount at the standard evapotranspiration (ETc), and the growth conditions are almost identical and highest at the irrigation amounts of 83% of the standard irrigation amount at the standard evapotranspiration (ETc) and 100% of the standard irrigation amount at the standard evapotranspiration (ETc).
  • the irrigation control unit 135 sets the irrigation amount for the entire field 31 to the irrigation amount when the growth condition is the highest and the irrigation amount is the lowest, that is, 83% of the standard irrigation amount for the standard evapotranspiration rate (ETc).
  • This process makes it possible to set the amount of water used for regular irrigation almost automatically, without requiring evaluation by the producer user.
  • the irrigation control unit 135 may set the irrigation amount for the entire field 31 to the irrigation amount when it is 66% of the standard irrigation amount for the standard evapotranspiration (ETc), which is the irrigation condition set for the test furrow corresponding to range Z3.
  • Ec evapotranspiration
  • the amount of water for normal irrigation will be set manually based on the evaluation of the user (producer).
  • the irrigation control unit 135 may set the irrigation amount for the entire field 31 to a value that is greater than the irrigation amount when the irrigation amount is 50% of the standard evapotranspiration rate (ETc) for range Z4, and is the lowest irrigation amount when the irrigation amount is 66% of the standard evapotranspiration rate (ETc).
  • ETc standard evapotranspiration rate
  • step S31 the farm field management app 171, which is controlled by the control unit 151 of the user terminal 35, determines whether the user interface 181 has been operated to instruct the farm field information registration process.
  • step S31 If it is determined in step S31 that a command to register farm field information has been issued, processing proceeds to step S32.
  • step S32 the field management app 171 controls the communication unit 155 to request field information from the control device 32.
  • step S51 the field information management unit 134, which is controlled by the control unit 101 of the control device 32, controls the communication unit 105 to determine whether field information has been requested by the user terminal 35.
  • step S51 If a request for field information is made in step S51, processing proceeds to step S52.
  • step S52 the field information management unit 134 reads the field information 141 registered in the memory unit 104 and controls the communication unit 105 to send it to the user terminal 35. Note that if no field information is registered, empty field information may be sent to the user terminal 35.
  • step S51 If no request for field information is made in step S51, processing in step S52 is skipped.
  • step S33 the farm field management app 171 controls the communication unit 155 to acquire the farm field information transmitted from the control device 32.
  • step S34 the field management application 171 displays a field information registration image on the user interface 181 based on the field information.
  • the field information registration image is, for example, a display image such as that shown in the user interface 181 in Figure 11.
  • fields are set in areas Z1 to Z3, each surrounded by a dashed line, and field information display columns 251-1 to 251-3 are provided and displayed in each area.
  • area Z1 is displayed in the field information display column 251-1, with "Field A,” “XXX,” and “Soybean” written from top to bottom, indicating that the field name is “Field A,” the soil type is “XXX,” and the crop species name is “Soybean.”
  • area Z2 is written from top to bottom as “Field B,” “XXX,” and “Soybean,” indicating that the field name is “Field B,” the soil type is “XXX,” and the crop species name is “Soybean.”
  • area Z3 is written as "Field C,” “YYY,” and “Corn” from top to bottom, indicating that the field name is “Field C,” the soil type is “YYY,” and the crop species name is "Corn.”
  • the user operates the user interface 181 to set the area on the map that they want to register, similar to the areas Z1 to Z3 surrounded by dashed lines, and then edits and registers the field name, soil type, and crop species name displayed in the field information display area 251.
  • the user can update it by editing the shape of the modified dashed lines in areas Z1 to Z3 on the map displayed on the user interface 181. Furthermore, if the user wishes to change the field name, soil type, and crop species name, the user can update them by editing the field name, soil type, and crop species name displayed in the field information display area 251.
  • the information displayed in the field information display field 251 is the field name, soil type, and crop species name, but other information may also be displayed and registered.
  • step S35 the field management app 171 determines whether the field information has been edited.
  • step S35 If the field information is edited in step S35, processing proceeds to step S36.
  • step S36 the field management application 171 accepts edited input for the field information and temporarily stores it in the memory unit 154.
  • step S35 If no edits to the field information are made in step S35, the processing in step S36 is skipped.
  • steps S32 to S36 are skipped.
  • step S37 the field management app 171 determines whether the user interface 181 has been operated to instruct the end of the field information registration process.
  • step S37 If an instruction to end the field information registration process is not given in step S37, processing returns to step S31, and the subsequent steps are repeated.
  • step S37 If an instruction to end the field information registration process is given in step S37, processing proceeds to step S38.
  • step S38 the field management app 171 determines whether the field information has been edited.
  • step S38 If it is determined in step S38 that the field information has been edited, processing proceeds to step S39.
  • step S39 the field management app 171 controls the communication unit 155 to transmit the edited field information, which is temporarily stored in the memory unit 154, to the control device 32.
  • step S53 the field information management unit 134 controls the communication unit 105 to determine whether the edited field information has been transmitted from the user terminal 35.
  • step S53 If it is determined in step S53 that the edited field information has been sent from the user terminal 35, processing proceeds to step S54.
  • step S54 the field information management unit 134 controls the communication unit 105 to acquire the edited field information that has been transmitted, and then updates and registers the pre-update field information 141 stored in the memory unit 104 with the acquired field information.
  • step S53 If it is not determined in step S53 that the edited field information has been sent from the user terminal 35, the processing of step S54 is skipped.
  • step S55 it is determined whether an instruction to end the process has been issued, and if an instruction to end the process has not been issued, the process returns to step S51 and subsequent steps are carried out.
  • step S55 if an instruction to end the process is given, the process ends.
  • the above process allows the producer user to register new field information or edit already registered field information by operating the user interface 181 of the user terminal 35.
  • step S71 the farm field management app 171 determines whether the user interface 181 has been operated to instruct the inspection ridge position display and registration process.
  • step S71 If it is determined in step S71 that the inspection furrow position display and registration process has been instructed, processing proceeds to step S72.
  • step S72 the field management application 171 controls the user interface 181 to present an image requesting the user to specify the name of the crop species to be subject to the test row position display and registration process, and accepts input of the crop species name.
  • step S73 the field management application 171 controls the communication unit 155 to notify the control device 32 of the name of the crop species that is the subject of the inspection furrow position display and registration process.
  • step S91 the field information management unit 134, which is controlled by the control unit 101 of the control device 32, controls the communication unit 105 to determine whether the name of the crop species to be subject to the test row position display and registration process has been specified by the user terminal 35.
  • step S91 If the name of the crop species to be subject to the test row position display and registration process is specified in step S91, processing proceeds to step S92.
  • step S92 the field information management unit 134 reads out the field information for the crop species name that is the target of the specified test row position display registration process from the field information 141 registered in the memory unit 104.
  • step S93 the field information management unit 134 determines whether or not a test furrow has been set in the field information for the specified crop species name.
  • step S93 If it is determined in step S93 that the test furrow has not been set, processing proceeds to step S94.
  • step S94 the field information management unit 134 sets a recommended layout for the test ridge, using the ridge in which the test tree on which the soil sensor 53 is located and planted as a reference, and then places (re-locates) the test ridge.
  • the recommended layout referred to here is a layout in which a minimum number of ridges (for example, four) on which soil sensors 53 are placed are randomly selected within the field 31 of the specified crop species.
  • the reason the minimum number is four is because, as explained with reference to Figure 9, it becomes difficult to select appropriate conditions unless there are four or more types of test ridge conditions. In other words, for example, if there are three types of test ridges, it becomes difficult to select appropriate conditions if any one of them exhibits an outlier.
  • the minimum number of test ridges is not limited to four, as long as it is four or more.
  • test ridge position display and registration process is repeated when the position of the test ridge has not yet been set, a different ridge may be set as the recommended placement of the test ridge, as long as a ridge on which another soil sensor 53 is present can be selected.
  • step S95 the field information management unit 134 controls the communication unit 105 to transmit to the user terminal 35 the layout information of the test ridges in which the specified crop species name is registered, and the positions of the ridges in which the soil sensors 53 are set to identify the positions of ridges that can be selected as test ridges.
  • the recommended placement information set by the processing in step S94 is sent to the user terminal 35 as the position of the test ridge. If the placement information for the test ridge has been set, the placement information for the registered test ridge is sent.
  • step S91 If the name of the crop species to be subject to the test ridge position display and registration process is not specified in step S91, steps S92 to S95 are skipped. Also, if test ridge position information is registered in step S93, step S94 is skipped.
  • step S74 the field management application 171 controls the communication unit 155 to acquire the test ridge placement information for the specified crop species name sent from the control device 32, as well as the location of the ridge where the soil sensor 53 is set to identify the location of the ridge that can be selected as the test ridge.
  • step S34 the field management application 171 generates a test ridge position display image showing the registered test ridge placement information or the recommended test ridge placement based on the test ridge placement information for the acquired crop species name, and displays it on the user interface 181.
  • the test ridge position display image is, for example, a display image such as that shown in the user interface 181 of Figure 13.
  • fields are set in areas Z1 and Z2, each surrounded by a dashed line, and test ridges are set in areas Z11 and Z12, each surrounded by a dot-dash line, within each field, and test ridge registration information display fields 261-1 and 261-2 are provided and displayed, respectively.
  • test ridges are set for each field 31, but in the notation of Figure 13, for simplicity of explanation, an example is shown in which only one test ridge is displayed in each of ranges Z1 and Z2 representing field 31. Therefore, in reality, four or more test ridges are set in each of ranges Z1 and Z2 representing field 31, and four or more areas similar to areas Z11 and Z12 surrounded by dashed lines are set in each of ranges Z1 and Z2 representing one field 31.
  • area Z11 is labeled "Test Ridge P” and "Irrigation Amount Lv1/4" from top to bottom, as shown in the test ridge registration information display field 261-1, indicating that the test ridge name is "Test Ridge P" and that the irrigation stop threshold is set to "Irrigation Amount Lv1/4" so that the irrigation amount is the smallest of the four irrigation amounts.
  • the "x/4" in “Irrigation Amount Lvx/4" is the irrigation stop threshold that sets the xth smallest irrigation amount of the four irrigation stop thresholds used to set the four irrigation amounts; in other words, it is the (5-x)th largest irrigation stop threshold.
  • test ridge registration information display field 261-2 area Z12 is labeled “Test Ridge Q” and “Irrigation Amount Level 3/4" from top to bottom, indicating that the test ridge name is “Test Ridge Q” and that the irrigation stop threshold is set to "Irrigation Amount Level 3/4," which is the third lowest irrigation amount among the four types of irrigation amounts.
  • buttons 271 to 273 labeled “Display,” “Confirm,” and “Relocate.”
  • the button 271 labeled "Display” is pressed (tapped) by the user to display the placement information of registered test ridges, or the recommended placement when test ridges have not yet been registered.
  • the button 272 labeled "Decide” is pressed (tapped) by the user when editing of the placement information of the test ridge is completed and the placement information of the test ridge is decided based on the editing results.
  • the button 273 labeled "Re-arrangement” is pressed (tapped) by the user when the test ridge has not been set and other recommended layouts are to be displayed.
  • the farm field management app 171 randomly selects the positions of the other four ridges where soil sensors 53 are shown to be installed, and displays them as recommended layouts.
  • test ridges displayed as recommended placements such as areas Z11 and Z12 in Figure 13, by pressing within the area indicated by the dashed dotted line, it may be displayed as grayed out, for example, to indicate that it has been provisionally selected as a test ridge.
  • the field management app 171 may treat the grayed-out provisionally determined ridges as having been set as test ridges, and may randomly change the positions of the remaining test ridges that have not been provisionally determined to other ridge positions that indicate that soil sensors 53 are located, and display them as recommended placements.
  • ridges on which soil sensors 53 are located may be displayed as candidate test ridges, for example, all in white, and the user may operate the user interface 181 to select four of these as test ridges, with the selected ridges then displayed in gray as provisionally determined test ridges.
  • step S75 the farm field management application 171 determines whether the placement of the test ridges has been set.
  • step S75 If the placement is set in step S75, such as by temporarily determining the test furrows, processing proceeds to step S76.
  • step S76 the farm field management application 171 registers the placement information of the test ridges whose placement has been set, such as by performing a provisional determination operation for the test ridges, and temporarily stores this information in the memory unit 154.
  • step S77 the farm field management app 171 determines whether a confirmation operation has been performed by operating the user interface 181, for example, by operating the button 272 labeled "Confirm" as described above.
  • step S77 If it is determined in step S77 that a confirmation operation has not been performed, processing returns to step S75, and the subsequent processing is repeated.
  • step S77 If it is determined in step S77 that a confirmation operation has been performed, processing proceeds to step S78.
  • step S78 the farm field management application 171 reads the layout information of the test ridges for which layout settings have been made from the memory unit 154, and controls the communication unit 105 to send it to the control device 32.
  • step S78 may be skipped.
  • steps S72 to S78 are skipped.
  • step S79 the farm field management application 171 determines whether the user interface 181 has been operated to instruct the end of the inspection ridge position display and registration process.
  • step S79 If an instruction to end the inspection furrow position display and registration process is not given in step S79, processing returns to step S71.
  • step S79 If an instruction to end the inspection furrow position display and registration process is issued in step S79, the process ends.
  • step S96 the field information management unit 134 controls the communication unit 105 to determine whether or not the placement information of the test ridges has been transmitted from the user terminal 35.
  • step S96 If it is determined in step S96 that the placement information for the test ridges has been sent from the user terminal 35, processing proceeds to step S97.
  • step S97 the field information management unit 134 controls the communication unit 105 to acquire the transmitted test ridge layout information, and then updates and registers it with the test ridge layout information before the update stored in the memory unit 104.
  • step S96 If it is not determined in step S96 that the placement information for the test ridges has been sent from the user terminal 35, the processing of step S97 is skipped.
  • step S98 it is determined whether an instruction to end the process has been issued, and if an instruction to end the process has not been issued, the process returns to step S91 and subsequent steps are carried out.
  • step S98 if an instruction to end the process is given, the process ends.
  • the above process allows the producer user to display and check or edit the placement information of test ridges by operating the user interface 181 of the user terminal 35, and also allows the user to register the placement of unset test ridges. Furthermore, when registering the placement information of test ridges, if there are unset test ridges, a recommended placement will be presented, so the producer user can set the placement without having to set the placement of each test ridge individually, thereby reducing the burden on the user associated with setting test ridges.
  • the field 31 is large and contains areas with different soil characteristics, geology, topography, weather conditions, etc., it is possible to divide the fields 31 into areas with different soil characteristics, geology, topography, weather conditions, etc. in advance, and present recommended placements of test furrow groups for each divided area.
  • the irrigation control unit 135 controls the irrigation of the test ridges for each area using the initial irrigation conditions set by the test ridge group set for each area.
  • the irrigation control unit 135 sets normal irrigation conditions based on the growth index obtained by irrigating under the initial irrigation conditions for each area, and controls the irrigation of the non-test ridges.
  • step S111 the field management application 171 determines whether the user interface 181 has been operated to instruct the test ridge initial irrigation condition registration process.
  • step S111 If it is determined in step S111 that the test furrow initial irrigation condition registration process has been instructed, processing proceeds to step S112.
  • step S112 the field management application 171 controls the user interface 181 to present an image requesting the user to specify the name of the crop species to be targeted for the test furrow initial irrigation condition registration process, and accepts input of the crop species name.
  • step S113 the field management application 171 controls the communication unit 155 to notify the control device 32 of the name of the crop species that is the subject of the test furrow initial irrigation condition registration process.
  • step S131 the field information management unit 134, which is controlled by the control unit 101 of the control device 32, controls the communication unit 105 to determine whether the name of the crop species to be subject to the test furrow initial irrigation condition registration process has been specified from the user terminal 35.
  • step S131 If the name of the crop species to be subject to the test row position display and registration process is specified in step S131, processing proceeds to step S132.
  • step S132 the field information management unit 134 reads out the field information for the crop species name that is the target of the specified test ridge initial irrigation condition registration process from the field information 141 registered in the memory unit 104.
  • step S133 the field information management unit 134 determines whether the initial irrigation conditions for the test ridge in the field information for the specified crop species name that is the target of the test ridge initial irrigation condition registration process are unregistered.
  • step S133 If it is determined in step S133 that the initial irrigation conditions for the test furrow are not registered, processing proceeds to step S134.
  • step S134 the field information management unit 134 sets recommended initial irrigation conditions for the test furrow placement information.
  • the recommended initial irrigation conditions referred to here are randomly set irrigation conditions that are different for each of the multiple test rows set within the field 31 of the specified crop species.
  • the irrigation conditions set for multiple test ridges may basically be changed randomly.
  • step S135 the field information management unit 134 controls the communication unit 105 to transmit to the user terminal 35 the registered initial irrigation conditions if they have been registered for the specified crop species, or the initial irrigation conditions set as recommended conditions if they have not been registered.
  • step S131 If the name of the crop species to be subject to the test row position display and registration process is not specified in step S131, steps S132 to S135 are skipped. Furthermore, if the initial irrigation conditions are not unregistered in step S133, step S134 is skipped.
  • step S134 the field management application 171 controls the communication unit 155 to acquire the registered initial irrigation conditions or the initial irrigation conditions consisting of recommended conditions for the test rows of the specified crop species name transmitted from the control device 32, and generates an initial irrigation condition registration image and displays it on the user interface 181.
  • the initial irrigation condition registration image is, for example, a display image such as that shown in the user interface 181 of Figure 15.
  • fields are set in areas Z1 and Z2, each surrounded by a dashed line, and test ridges are set in areas Z11 and Z12, each surrounded by a dot-dash line, with test ridge registration information display fields 281-1 and 281-2 provided and displayed for each.
  • the test ridge registration information display fields 281-1 and 281-2 are basically the same as the test ridge registration information display fields 261-1 and 261-2 of Figure 13.
  • area Z11 is labeled "Test Ridge P” and "Irrigation Amount Level 1/4" from top to bottom, as shown in the test ridge registration information display field 281-1, indicating that the test ridge name is "Test Ridge P" and that the initial irrigation conditions are set to the smallest irrigation amount of the four types of irrigation amounts.
  • test ridge registration information display field 281-2 area Z12 is labeled “Test ridge Q” and “ETc 75%” from top to bottom, indicating that the test ridge name is "Test ridge Q” and that the initial irrigation conditions are set to the third-lowest irrigation amount of the four types of irrigation amounts.
  • the button 291 labeled "Display” is pressed (tapped) by the user to display the initial irrigation conditions for the registered test furrows, or the initial irrigation conditions as recommended conditions.
  • the button 272 labeled "Decide” is pressed (tapped) by the user when editing of the initial irrigation conditions for the test furrow is completed and the initial irrigation conditions for the test furrow are determined based on the editing results.
  • the button 273 labeled "Re-set conditions" is pressed (tapped) by the user when the initial irrigation conditions for the test ridge have not been registered and other recommended conditions are to be displayed.
  • the farm field management app 171 randomly selects different initial irrigation conditions from the initial irrigation conditions for the multiple test ridges that have been set, and displays these as recommended initial irrigation conditions.
  • the field management app 171 may treat the grayed-out ridges for which initial irrigation conditions have been provisionally determined as having registered initial irrigation conditions, and may randomly change the initial irrigation conditions for the remaining test ridges so that they are different, and display them as re-set recommended conditions.
  • test ridges for which initial irrigation conditions have not been registered all may be displayed in white, for example, so that test ridges for which initial irrigation conditions are to be set and provisionally determined can be selected, and the selected ridge may be displayed in gray as a provisionally determined test ridge.
  • a pull-down menu 281b is displayed, and the user may be able to set the irrigation amount by selecting a value in the pull-down menu 281b.
  • the pull-down menu 281b lists, from top to bottom, "Irrigation Amount Level 1/4," “Irrigation Amount Level 2/4,” “Irrigation Amount Level 3/4,” and “Irrigation Amount Level 4/4,” with “Irrigation Amount Level 1/4" selected and displayed in gray. Also, since the irrigation amount can be selected directly in Figure 16, the button 291 labeled "Re-set conditions" has been omitted.
  • step S115 the field management application 171 determines whether the initial irrigation conditions for the test furrow have been set.
  • step S115 If the initial irrigation conditions for the test furrow are set in step S115, processing proceeds to step S116.
  • step S116 the farm field management application 171 registers the set initial irrigation conditions and temporarily stores them in the memory unit 154.
  • step S117 the farm field management app 171 determines whether a confirmation operation has been performed by operating the user interface 181, for example, by operating the button 292 labeled "Confirm" as described above.
  • step S117 If it is determined in step S117 that a confirmation operation has not been performed, processing returns to step S115, and steps S115 to S117 are repeated.
  • step S117 If it is determined in step S117 that a confirmation operation has been performed, processing proceeds to step S118.
  • step S118 the farm field management application 171 reads the registered initial irrigation conditions for the test furrow from the memory unit 154 and controls the communication unit 105 to transmit them to the control device 32.
  • step S118 may be skipped.
  • step S111 if the test furrow initial irrigation condition registration process is not instructed in step S111, steps S112 to S118 are skipped.
  • step S119 the field management application 171 determines whether the user interface 181 has been operated to instruct the end of the test furrow initial irrigation condition registration process.
  • step S119 If an instruction to end the test furrow initial irrigation condition registration process is not given in step S119, processing returns to step S111, and subsequent processing is repeated.
  • step S119 If an instruction to end the test furrow initial irrigation condition registration process is issued in step S119, the process ends.
  • step S136 the field information management unit 134 controls the communication unit 105 to determine whether the initial irrigation conditions for the test furrow have been transmitted from the user terminal 35.
  • step S136 If it is determined in step S136 that the initial irrigation conditions for the test furrow have been transmitted from the user terminal 35, processing proceeds to step S137.
  • step S137 the field information management unit 134 controls the communication unit 105 to acquire the initial irrigation conditions for the test ridge that have been transmitted, and then updates and registers the initial irrigation conditions for the test ridge in the pre-update field information 141 stored in the memory unit 104.
  • step S136 If it is not determined in step S136 that the initial irrigation conditions for the test furrow have been transmitted from the user terminal 35, processing in step S137 is skipped.
  • step S138 it is determined whether an instruction to end the process has been issued, and if an instruction to end the process has not been issued, the process returns to step S131 and subsequent steps are carried out.
  • step S138 if an instruction to end the process is given, the process ends.
  • the above process allows the producer user to display, confirm, or edit the initial irrigation conditions for the test rows by operating the user interface 181 of the user terminal 35, and also allows the producer user to register the initial irrigation conditions for unregistered test rows.
  • the conditions that must be set for the initial irrigation conditions are not the specific amount of irrigation water, which would be impossible to know without knowledge and experience, but rather the user simply selects one of four irrigation amounts from Level 1/4 to Level 4/4 to set four irrigation stop thresholds based on the water stress value obtained from the tree water tension. This makes it possible to set four different initial irrigation conditions within a safe range that will not cause the plants being cultivated to wither, regardless of the knowledge or experience of the user/producer.
  • step S151 the irrigation control unit 135 reads the field information 141 registered in the memory unit 104 and reads the initial irrigation conditions.
  • step S152 the irrigation control unit 135 sets the unprocessed test ridge as the ridge to be processed.
  • step S153 the irrigation control unit 135 controls the soil information acquisition unit 132 to measure the soil moisture content using the soil sensor 53 of the test tree in the treatment target ridge.
  • step S154 the irrigation control unit 135 controls the weather information acquisition unit 131 to detect and acquire various weather-related data, such as temperature, humidity, wind speed, and solar radiation in the field 31, from the weather station 52.
  • various weather-related data such as temperature, humidity, wind speed, and solar radiation in the field 31, from the weather station 52.
  • step S155 the irrigation control unit 135 estimates the tree water tension of the test tree based on various meteorological data such as soil moisture content, temperature, humidity, wind speed, and solar radiation.
  • step S156 the irrigation control unit 135 determines the amount and timing of irrigation for the test tree in the processing target furrow based on the tree water tension and the weather database 34. That is, if irrigation has not started, the irrigation control unit 135 compares the water stress value calculated from the tree water tension with the irrigation start threshold to determine whether it is higher than the irrigation start threshold, and if it is higher than the irrigation start threshold, it determines that it is time to start irrigation. Also, if irrigation has started, the irrigation control unit 135 compares the water stress value calculated from the tree water tension with the irrigation stop threshold to determine whether it is lower than the irrigation stop threshold, and if it is lower than the irrigation stop threshold, it determines that it is time to stop irrigation.
  • step S157 the irrigation control unit 135 adjusts various parameters of the irrigation device 41 to adjust the irrigation amount and timing of the entire treatment target ridge based on the irrigation amount and timing of the test trees in the treatment target ridge.
  • step S158 the irrigation control unit 135 controls the irrigation device 41 using the adjusted parameters to start or stop irrigation of the test ridge that is the target ridge for treatment.
  • the start time is stored, and when stopping irrigation, the irrigation time is calculated from the elapsed time from the stop time to the start time, and the irrigation amount for each test ridge is calculated based on the irrigation amount per unit time.
  • step S159 the irrigation control unit 135 determines whether there are any unprocessed test rows, and if there are any unprocessed test rows, the process returns to step S151 and repeats the subsequent steps.
  • step S159 If it is determined in step S159 that there are no unprocessed test rows and that all test rows have been irrigated, processing proceeds to step S160.
  • step S160 the irrigation control unit 135 sets the standard irrigation amount for all non-test ridges, i.e., ridges other than the test ridge, to, for example, a standard irrigation amount based on the maximum standard evapotranspiration (ETc) of all test ridges, and controls the irrigation device 41 to irrigate.
  • Ec maximum standard evapotranspiration
  • step S161 the irrigation control unit 135 determines whether the initial irrigation period, during which initial irrigation is performed for a predetermined time, has ended. If the initial irrigation period has not ended, processing returns to step S152. In other words, steps S152 to S161 are repeated until the initial irrigation period ends, and irrigation control is repeated for each test furrow based on a comparison of the water stress value calculated from the tree water tension with the set irrigation start threshold and irrigation stop threshold, and the irrigation amount according to the irrigation time is accumulated. Then, if it is determined in step S161 that the initial irrigation period has ended, processing proceeds to step S162.
  • step S162 the irrigation control unit 135 calculates the ratio of the irrigation amount to the standard irrigation amount from the integrated value of the irrigation amount during the initial irrigation for each test ridge.
  • the irrigation amount for each test ridge during the initial irrigation period is calculated as a ratio to the standard irrigation amount.
  • irrigation treatment will be carried out based on the initial irrigation conditions set for each test row.
  • tree water tension is affected not only by soil moisture but also by weather; for example, if the temperature is high and the sun is strong, more soil moisture is needed to maintain tree water tension; conversely, if the temperature is low and the sun is weak, less soil moisture is needed to maintain tree water tension; and because the actual amount of water irrigation depends on weather conditions, it will not be the same every year.
  • the initial irrigation control process described above makes it possible to appropriately determine the amount of irrigation in a realistic plant cultivation environment by practically controlling irrigation using four types of irrigation stop thresholds for water stress values calculated from tree water tension, which are set in correspondence with the four types of irrigation amounts selected as initial irrigation conditions: irrigation amount Lv1/4 to irrigation amount Lv4/4.
  • Non-test furrow irrigation treatment ⁇ Non-test furrow irrigation treatment>
  • This process is a normal irrigation process that is performed after the initial irrigation control process has been performed and irrigation has been performed under the initial irrigation conditions set for each test ridge.
  • step S171 the irrigation control unit 135 determines whether a predetermined time has elapsed since the previous processing. Initially, the predetermined time is the period from when irrigation control based on the initial irrigation conditions begins until the plants cultivated in the field 31 have grown to a predetermined level.
  • step S171 If it is determined in step S171 that a predetermined amount of time has elapsed since the previous processing, processing proceeds to step S172.
  • step S172 the irrigation control unit 135 controls the growth status acquisition unit 133 to acquire growth indices based on images of various wavelength bands, including RGB images, captured by drones or satellites, and information obtained from the images.
  • the irrigation control unit 135 controls the growth status acquisition unit 133 to generate and acquire growth index maps, such as NDVI images, from near-infrared images and red images.
  • growth index maps such as NDVI images
  • step S173 the irrigation control unit 135 registers the acquired growth index in chronological order, along with previously acquired growth indexes, etc., as necessary.
  • step S174 the irrigation control unit 135 divides the growth index detection results by the position of the test furrow.
  • step S175 the irrigation control unit 135 sets a default irrigation amount based on the growth index, for example, as described with reference to Figure 9. That is, as in the case of Figure 9, for example, the irrigation amount for the initial irrigation condition, in which the growth status is higher than a predetermined value and the irrigation amount is the lowest, may be set as the default irrigation amount.
  • the irrigation condition with the least amount of irrigation among the irrigation conditions that result in a yield greater than a predetermined yield based on a predetermined growth index may be set as the default irrigation amount.
  • the irrigation condition with the lowest irrigation amount among the irrigation conditions that result in a sweetness or sourness that is stronger than a predetermined value based on a predetermined growth index may be set as the default irrigation amount.
  • step S176 the irrigation control unit 135 generates presentation information on the growth status of each test row based on the growth index.
  • step S177 the irrigation control unit 135 controls the communication unit 105 to send presentation information on the growth status of each test row to the user terminal 35.
  • step S201 the farm field management application 171 of the user terminal 35 controls the communication unit 155 to determine whether or not information presenting the growth status for each test row has been transmitted.
  • step S201 If information presenting the growth status for each test row is transmitted in step S201, processing proceeds to step S202.
  • step S202 the farm field management application 171 controls the communication unit 155 to receive the transmitted information presenting the growth status of each test row.
  • step S203 the farm field management application 171 controls the user interface 181 to generate and present a growth status presentation image based on the transmitted presentation information on the growth status for each test row.
  • the growth status presentation image is, for example, as shown in Figure 19.
  • test row presentation columns 301-1 to 301-4 are set from top to bottom, with the test row name written on the left side of each column, and growth index representative value columns 311-1 to 311-4 and growth index map columns 312-1 to 312-4 provided to the right.
  • test ridge presentation column 301-1 the test ridge name is displayed as "Test ridge P," and to the right of that, in the growth index representative value column 311-1, "23" is displayed, indicating that the growth index representative value for "Test ridge P" is 23. Further to the right of that, there is a growth index map column 312-1, in which the growth status of "Test ridge P" is displayed using a growth index map.
  • test ridge presentation column 301-2 the test ridge name is displayed as "Test ridge Q," and to the right of that, in the representative growth index value column 311-2, "70” is displayed, indicating that the representative growth index value for "Test ridge Q" is 70. Further to the right of that, there is a growth index map column 312-2, where the growth status of "Test ridge Q" is displayed using a growth index map.
  • test ridge presentation column 301-3 the test ridge name is displayed as "Test ridge R,” and to the right of that, in the representative growth index column 311-3, "50” is displayed, indicating that the representative growth index value for "Test ridge R" is 50. Further to the right of that, there is a growth index map column 312-3, in which the growth status of "Test ridge R" is displayed as a growth index map.
  • test ridge presentation column 301-4 the test ridge name is displayed as "Test ridge S,” and to the right of that, in the representative growth index column 311-4, "45” is displayed, indicating that the representative growth index value for "Test ridge S" is 45. Further to the right of that, there is a growth index map column 312-4, in which the growth status of "Test ridge S" is displayed as a growth index map.
  • test row presentation fields 301-1 to 301-4 you can display an evaluation input pop-up by pressing (tapping) the test row display field 301 where you want to enter the evaluation.
  • evaluation input popups 331-1 to 331-3 are displayed.
  • the desired evaluation can be entered by pressing (tapping) one of the three levels of evaluation from top to bottom: "Good ⁇ ,” “Average ⁇ ,” and "Bad ⁇ .”
  • the user can enter the corresponding rating by pressing (tapping) the rating input pop-up 331-2.
  • a time series slider 302 is provided below the test furrow presentation columns 301-1 to 301-4, and by moving the slider left or right in the figure, the representative growth index values and growth index maps can be displayed in a time series.
  • Switch radio buttons 303-1 and 303-2 are provided on the right side of each, allowing the display of growth index map fields 312-1 to 312-4 to be switched between an aerial photo image consisting of an RGB image and a growth index map.
  • switch radio button 303-1 is turned on and switch radio button 303-2 is turned off, indicating that the display of growth index map fields 312-1 to 312-4 has been switched to the growth index map.
  • a contribution setting display switch button 304 is provided below the time series slider 302, which is operated to switch back to the contribution setting display for setting the contribution degree.
  • a contribution setting display image such as that shown in the user interface 181 of FIG. 21 is displayed.
  • the contribution setting display image in Figure 21 is a display image for setting the contribution to the evaluation for each test ridge.
  • sliders 351-1 to 351-4 for setting the contribution are provided. To increase the contribution, move the slider up; to decrease it, move it down.
  • a button 352 labeled "Back” is provided, which can be operated to return to the growth status presentation images of Figures 19 and 20.
  • step S204 the farm field management application 171 controls the user interface 181 to determine whether an evaluation has been entered for any of the test rows.
  • step S204 for example, as described with reference to FIG. 20, if it is determined that one of the test ridge presentation fields 301-1 to 301-4 is tapped, evaluation input popups 331-1 to 331-3 are displayed, one of the fields is pressed (tapped), and an evaluation of the test ridge is entered, processing proceeds to step S205.
  • step S205 the farm field management application 171 registers the evaluation input corresponding to the selected evaluation input pop-up 331-1 to 331-3 as the evaluation of the corresponding test ridge.
  • step S204 If no evaluations for any test ridges are entered in step S204, the processing of step S205 is skipped.
  • step S206 the field management application 171 controls the user interface 181 to determine whether the contribution of any test furrow has been entered.
  • step S206 if the contribution is set, for example, by operating sliders 351-1 to 351-4 on the contribution setting display image described with reference to Figure 21, it is determined that the contribution of the test furrow has been entered, and processing proceeds to step S207.
  • step S207 the field management application 171 registers the contribution rate entered for each test row as the contribution rate of the corresponding test row.
  • step S207 If the contribution of any test furrows is not entered in step S206, the processing of step S207 is skipped.
  • step S208 the field management application 171 controls the user interface 181 to determine whether the evaluation and contribution rate for each test row have been determined.
  • step S208 If it is determined in step S208 that the evaluation and contribution rate for each test furrow have not been determined, processing returns to step S203, and the subsequent processing is repeated. In other words, steps S203 to S208 are repeated until the evaluation and contribution rate for each test furrow have been determined.
  • step S208 If it is determined in step S208 that the evaluation and contribution rate for each test furrow have been determined, processing proceeds to step S209.
  • step S209 the field management application 171 controls the communication unit 155 to transmit the evaluation and contribution rate information for each test row determined to the control device 32.
  • step S178 the irrigation control unit 135 of the control device 32 controls the communication unit 105 to obtain evaluation and contribution information for each test furrow from the user terminal 35.
  • step S179 the irrigation control unit 135 determines the amount and timing of irrigation for non-test rows throughout the field 31 based on the evaluation and contribution of each test row from the user terminal 35 and the initial irrigation conditions for each test row.
  • test ridges P, Q, R, and S are set in order of decreasing irrigation volume, and the evaluations are "good,” “good,” “good,” and “poor,” respectively, and the contribution levels are all the same, all non-test ridges in field 31 may be irrigated with the irrigation volume and timing of test ridge R, which has a good evaluation and the lowest irrigation volume.
  • test ridge Q when all evaluations are "normal" but the contribution of test ridge Q is the highest, all non-test ridges in field 31 may be irrigated with the same amount and timing as test ridge Q.
  • step S178 may be skipped.
  • all non-test ridges in field 31 can be irrigated with an irrigation amount that is a weighted average using the evaluation and contribution rate as weights.
  • step S180 the irrigation control unit 135 controls the irrigation device 41 to irrigate all non-test rows in the field 31 at the irrigation amount and timing set in step S179.
  • steps S181 and S210 it is determined whether an instruction to end the process has been issued. If an instruction to end the process has not been issued, the process returns to steps S171 and S201, respectively, and the subsequent steps are repeated.
  • growth indices for plants grown in the field 31 are acquired sequentially at predetermined time intervals, and maps and images relating to the growth indices for each test row can be presented to the user on the user terminal 35.
  • actual irrigation control is performed using four types of irrigation stop thresholds for water stress values calculated from tree water tension, which are set in correspondence with the four types of irrigation amounts selected as initial irrigation conditions, from irrigation amount Lv1/4 to irrigation amount Lv4/4. This allows for initial irrigation processing with an appropriate irrigation amount that is in line with actual weather conditions, which change every year.
  • irrigation control is based on the amount of irrigation water required in the initial irrigation treatment, making it possible to achieve appropriate irrigation control across the entire field in accordance with actual weather conditions.
  • test rows may also be irrigated with the same amount and timing as the non-test rows, so that the test rows may also be irrigated with the appropriate amount and timing.
  • this disclosure makes it possible to appropriately control irrigation in a field according to targets such as the quality and yield of plants cultivated in the field.
  • the user's location information is acquired by the GPS 159 built into the user terminal 35, and when the acquired location information is transmitted to the control device 32, the control device 32 identifies the location of the nearest test furrow from the location information of the user terminal 35 and may display, for example, an evaluation display image consisting of evaluation input pop-ups 371-1 to 371-3 as shown in FIG. 22.
  • Rating input popups 371-1 to 371-3 correspond to rating input popups 331-1 to 331-3 in Figure 20, respectively, and users can enter their desired rating by tapping one of the three levels from top to bottom: “Good ⁇ ,” “Average ⁇ ,” and “Bad ⁇ .”
  • This type of processing allows the user to visually confirm the actual growth conditions in the test rows before entering an evaluation, making it possible to achieve a more accurate evaluation of the test rows.
  • Example of execution by software>> The above-described series of processes can be executed by hardware, but can also be executed by software.
  • the programs constituting the software are installed from a recording medium into a computer incorporated in dedicated hardware, or into, for example, a general-purpose computer that can execute various functions by installing various programs.
  • FIG 23 shows an example configuration of a general-purpose computer.
  • This computer has a built-in CPU (Central Processing Unit) 1001.
  • An input/output interface 1005 is connected to the CPU 1001 via a bus 1004.
  • a ROM (Read Only Memory) 1002 and a RAM (Random Access Memory) 1003 are connected to the bus 1004.
  • an input unit 1006 consisting of input devices such as a keyboard and mouse through which the user inputs operation commands
  • an output unit 1007 which outputs processing operation screens and images of processing results to a display device
  • a storage unit 1008 consisting of a hard disk drive or the like which stores programs and various data
  • a communication unit 1009 consisting of a LAN (Local Area Network) adapter or the like which performs communication processing via a network such as the Internet.
  • LAN Local Area Network
  • a drive 1010 which reads and writes data from/to removable storage media 1011 such as magnetic disks (including flexible disks), optical disks (including CD-ROMs (Compact Disc-Read Only Memory) and DVDs (Digital Versatile Discs)), magneto-optical disks (including MDs (Mini Discs)), or semiconductor memories.
  • removable storage media 1011 such as magnetic disks (including flexible disks), optical disks (including CD-ROMs (Compact Disc-Read Only Memory) and DVDs (Digital Versatile Discs)), magneto-optical disks (including MDs (Mini Discs)), or semiconductor memories.
  • the CPU 1001 executes various processes in accordance with programs stored in the ROM 1002, or programs read from a removable storage medium 1011 such as a magnetic disk, optical disk, magneto-optical disk, or semiconductor memory, installed in the storage unit 1008, and loaded from the storage unit 1008 into the RAM 1003.
  • the RAM 1003 also stores data necessary for the CPU 1001 to execute various processes, as appropriate.
  • the CPU 1001 loads a program stored in the storage unit 1008, for example, into the RAM 1003 via the input/output interface 1005 and bus 1004, and executes the program, thereby performing the series of processes described above.
  • the program executed by the computer (CPU 1001) can be provided by being recorded on a removable storage medium 1011, such as a packaged medium.
  • the program can also be provided via a wired or wireless transmission medium, such as a local area network, the Internet, or digital satellite broadcasting.
  • a program can be installed in the storage unit 1008 via the input/output interface 1005 by inserting the removable storage medium 1011 into the drive 1010.
  • the program can also be received by the communication unit 1009 via a wired or wireless transmission medium and installed in the storage unit 1008.
  • the program can be pre-installed in the ROM 1002 or storage unit 1008.
  • the program executed by the computer may be a program in which processing is performed chronologically in the order described in this specification, or a program in which processing is performed in parallel or at the required timing, such as when called.
  • a system refers to a collection of multiple components (devices, modules (parts), etc.), regardless of whether all of the components are contained in the same housing. Therefore, multiple devices housed in separate housings and connected via a network, and a single device with multiple modules housed in a single housing, are both systems.
  • this disclosure can be configured as a cloud computing system in which a single function is shared and processed collaboratively by multiple devices via a network.
  • each step described in the above flowchart can be performed by a single device, or can be shared and executed by multiple devices.
  • one step includes multiple processes
  • the multiple processes included in that one step can be executed by one device, or they can be shared and executed by multiple devices.
  • the present disclosure can also be configured as follows. ⁇ 1> An irrigation control unit that irrigates a plurality of test furrows in a field in which plants are planted under different irrigation conditions; a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions; a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
  • the irrigation control unit determines irrigation conditions for non-test ridges, which are ridges other than the test ridges throughout the field, based on the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions, and irrigates the non-test ridges under the determined irrigation conditions.
  • the irrigation control unit determines irrigation conditions for the non-test ridges, which are ridges other than the test ridges, based on an evaluation set by a user of the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions presented by the presentation unit, and irrigates the non-test ridges under the determined irrigation conditions.
  • the irrigation control unit determines irrigation conditions for the non-test ridges, which are ridges other than the test ridges, based on an evaluation set by the user of the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions presented by the presentation unit and a contribution set by the user for each irrigation condition of the multiple test ridges, and irrigates the non-test ridges under the determined irrigation conditions.
  • the irrigation control unit sets a weight based on the user's evaluation for each of the plurality of test rows irrigated under the different irrigation conditions and a weight based on the contribution degree, and irrigates the non-test rows with an irrigation amount that is a weighted average of the irrigation amounts under the irrigation conditions for each of the plurality of test rows.
  • the irrigation amount under different irrigation conditions for each of the plurality of test rows is the irrigation amount actually measured in irrigation in which the irrigation start timing and the irrigation stop timing are controlled by different threshold values of the water stress value for each of the plurality of test rows.
  • the sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are based on images captured by an image sensor mounted on a device that images the entire field.
  • the image is an RGB image and a plurality of wavelength band images.
  • ⁇ 11> The information processing device described in ⁇ 10>, wherein the sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are a growth index map in which growth indices are mapped based on the plurality of wavelength band images.
  • the presentation unit presents the RGB image and the growth index map as a result of sensing the growth state.
  • the growth indexes include NDVI, PRI, SIF, NDRE, VARI, TGI, SIPI2, LCI, BNDVI, GNDVI, and MCARI.
  • the information processing device according to ⁇ 11>, wherein the device that captures the image of the entire farm field is a drone, a satellite, or a patrol robot that moves autonomously within the farm field.
  • the plurality of test ridges form a test ridge group for setting one irrigation condition for the non-test ridges,
  • the test ridge groups are set in each area of the field that has different soil characteristics, geology, topography, and weather conditions,
  • the irrigation control unit determines irrigation conditions for the non-test ridges for each area based on the sensing results of the growth status obtained by initial irrigation of the test ridge group set for each area, and irrigates the non-test ridges under the irrigation conditions determined for each area.
  • ⁇ 16> The information processing device according to ⁇ 1>, wherein the plurality of test ridges are a portion of ridges set in the field and are fewer than non-test ridges that are not the test ridges.
  • An irrigation control process in which a plurality of test rows in which plants are planted in a field are irrigated under different irrigation conditions; a sensing result acquisition process for acquiring sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions; and a presentation process of presenting the detected sensing results of the growth conditions of the plants in the plurality of test rows.
  • An irrigation control unit that irrigates a plurality of test furrows in which plants are planted in a field under different irrigation conditions, a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions; a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
  • An irrigation control unit that irrigates a plurality of test rows in which plants are planted in a field under different irrigation conditions, a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions; a program that causes a computer to function as a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
  • Field management system 31. Field, 32. Control device, 35. User terminal, 41. Irrigation device, 42. Sensor unit, 51. Growth condition sensor, 52. Weather station, 53. Soil sensor, 131. Weather information acquisition unit, 132. Soil information acquisition unit, 133. Growth condition acquisition unit, 134. Field information management unit, 135. Irrigation control unit, 159. GPS, 171. Field management application, 181. User interface, 201, 201-1 to 201-4. Test rows, 201a, 201a-1 to 201a-4. Test trees, 202, 202-1 to 202-4. Non-test rows, 203. Irrigation tube

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Abstract

The present disclosure relates to an information processing device, an information processing method, an information processing system, and a program that enable appropriate control of irrigation of a field. A plurality of test ridges in which plants are planted in a field are each irrigated under different irrigation conditions, sensing results of growth conditions of the plants of the plurality of test ridges irrigated under different irrigation conditions are acquired, the sensing results of the growth conditions of the plants of the plurality of test ridges that are detected are presented, and irrigation conditions of non-test ridges of the entire field are determined on the basis of evaluation by a user with respect to the sensing results that are presented. This can be applied to a field management system.

Description

情報処理装置、および情報処理方法、情報処理システム、並びにプログラムInformation processing device, information processing method, information processing system, and program

 本開示は、情報処理装置、および情報処理方法、情報処理システム、並びにプログラムに関し、特に、圃場の潅水を適切に制御できるようにした情報処理装置、および情報処理方法、情報処理システム、並びにプログラムに関する。 This disclosure relates to an information processing device, an information processing method, an information processing system, and a program, and in particular to an information processing device, an information processing method, an information processing system, and a program that enable appropriate control of irrigation in a farm field.

 栽培期間において降雨が少ない気候の圃場において栽培される植物を適切に生育させる上で、潅水の制御は必須となる。潅水が過多になれば、植物は、根腐れなどを発生させる恐れがあり、逆に、潅水が不足すれば、植物は、水分不足により枯れてしまう恐れがある。 Irrigation control is essential for the proper growth of plants grown in fields with little rainfall during the growing season. If the plants are irrigated too much, they may suffer from root rot, and conversely, if they are not irrigated enough, they may wither due to lack of moisture.

 また、特に、広大な圃場を管理する上で、潅水量の管理は、単位面積当たりの潅水量の無駄が僅かであっても、圃場全体に供給する潅水量の無駄は膨大なものとなる恐れがあり、不要なコストアップや潅水用の用水路の維持のためのコストアップ、あるいは潅水のための地下水汲み上げによる地盤沈下などの環境問題を引き起こす恐れがある。 Furthermore, particularly when managing large farm fields, managing the amount of irrigation water used can result in a huge amount of wasted water being supplied to the entire field, even if only a small amount is wasted per unit area, which can lead to unnecessary increases in costs, increased costs for maintaining irrigation channels, and environmental problems such as land subsidence caused by pumping groundwater for irrigation.

 圃場管理技術には様々な提案がなされており、例えば、圃場を複数の領域に分割し、潤沢に潅水量を与えて水ストレスが基本的に生じることのない領域における水ストレスを基準として、潅水量を様々に変化させた他の領域の水ストレスとの差分を求める技術(特許文献1参照)が提案されている。 Various proposals have been made for field management technologies, including a technology that divides a field into multiple areas, uses the water stress in an area where water is irrigated abundantly and water stress does not generally occur as a standard, and calculates the difference in water stress between that and other areas where the amount of irrigation is varied (see Patent Document 1).

 そこで、この特許文献1に係る技術を応用し、水ストレスの基準に対する差分に基づいて、潅水を制御することが考えられる。 It is therefore conceivable to apply the technology described in Patent Document 1 to control irrigation based on the difference from the water stress standard.

国際公開第2018/150691号International Publication No. 2018/150691

 しかしながら、圃場で栽培される植物は、収量を多くすることに主眼を置く栽培では、収穫の直前に潅水量を多くすることで収量が多くなるような潅水制御が必要であり、また、味の酸味や甘味など品質を高めることに主眼を置く栽培では、栽培のステージにあわせてあえて潅水量を少なくすることで特定の期間における水ストレスを高くすることにより酸味や甘味を高めるような潅水制御が必要となる。 However, when it comes to plants grown in fields, if the focus is on increasing yield, irrigation control is required to increase the amount of water just before harvest, thereby increasing yield. Also, if the focus is on improving quality, such as the acidity or sweetness of the taste, irrigation control is required to increase the acidity or sweetness by deliberately reducing the amount of water according to the cultivation stage, thereby increasing water stress during specific periods.

 このため、圃場で栽培される植物の生育状況が栽培の主眼に沿っているかどうかの良否は、水ストレスだけで判断できないため、基準となる水ストレスとの差分だけでは潅水を適切に制御できない。 For this reason, whether the growth conditions of plants grown in a field are in line with the main objectives of cultivation cannot be determined by water stress alone, and irrigation cannot be appropriately controlled based solely on the difference from a baseline water stress.

 本開示は、このような状況に鑑みてなされたものであり、特に、圃場の潅水を、適切に制御できるようにするものである。 This disclosure has been made in light of these circumstances, and in particular, enables appropriate control of irrigation in farm fields.

 本開示の一側面の情報処理装置、情報処理システムおよびプログラムは、圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御部と、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得部と、前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示部とを備える情報処理装置、情報処理システムおよびプログラムである。 An information processing device, information processing system, and program according to one aspect of the present disclosure include an irrigation control unit that irrigates a plurality of test rows in a field in which plants are planted, each under different irrigation conditions; a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions; and a presentation unit that presents the sensing results of the growth status of the plants in the plurality of test rows.

 本開示の一側面の情報処理方法は、圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御処理と、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得処理と、検出された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示処理とを含む情報処理方法である。 An information processing method according to one aspect of the present disclosure includes an irrigation control process for irrigating a plurality of test rows in a field, in which plants are planted, under different irrigation conditions, a sensing result acquisition process for acquiring sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions, and a presentation process for presenting the detected sensing results of the growth status of the plants in the plurality of test rows.

 本開示の一側面においては、圃場において植物が植えられる複数の検定畝が、それぞれ異なる潅水条件で潅水され、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果が取得され、前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果が提示される。 In one aspect of the present disclosure, a plurality of test rows in a field in which plants are planted are irrigated under different irrigation conditions, sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are obtained, and the sensing results of the growth status of the plants in the plurality of test rows are presented.

潅水量の基本的な決定方法を説明する図である。FIG. 1 is a diagram illustrating a basic method for determining the amount of irrigation water. 潅水量に応じて圃場で栽培される植物が生育可または生育不可となることを説明する図である。FIG. 1 is a diagram illustrating whether plants cultivated in a field can grow or cannot grow depending on the amount of irrigation water. 本開示の概要を説明する図である。FIG. 1 is a diagram illustrating an overview of the present disclosure. 本開示の圃場管理システムの構成を説明する図である。FIG. 1 is a diagram illustrating the configuration of a farm field management system according to the present disclosure. 図4の制御装置の構成例を説明する図である。FIG. 5 is a diagram illustrating an example of the configuration of the control device of FIG. 4 . 図4のユーザ端末の構成例を説明する図である。FIG. 5 is a diagram illustrating an example of the configuration of the user terminal of FIG. 4. 圃場の構成例を説明する図である。FIG. 1 is a diagram illustrating an example of the configuration of a farm field. 圃場を撮像し、検定畝の評価を説明する図である。FIG. 10 is a diagram illustrating the evaluation of test ridges by capturing an image of a farm field. 生育指標から潅水量を決定する例を説明する図である。FIG. 10 is a diagram illustrating an example of determining the amount of irrigation water from a growth index. 圃場登録処理を説明するフローチャートである。10 is a flowchart illustrating a field registration process. 圃場登録画像を説明する図である。FIG. 10 is a diagram illustrating a farm field registration image. 検定畝位置表示登録処理を説明するフローチャートである。10 is a flowchart illustrating the inspection furrow position display and registration process. 検定畝位置表示画像を説明する図である。FIG. 10 is a diagram illustrating an inspection furrow position display image. 検定畝初期潅水条件登録処理を説明するフローチャートである。10 is a flowchart illustrating the process of registering initial irrigation conditions for a test furrow. 初期潅水条件登録画像の例を説明する図である。FIG. 10 is a diagram illustrating an example of an initial irrigation condition registration image. 初期潅水条件登録画像のその他の例を説明する図である。10A and 10B are diagrams illustrating other examples of the initial irrigation condition registration image. 初期潅水制御処理を説明するフローチャートである。10 is a flowchart illustrating an initial irrigation control process. 非検定畝潅水処理を説明するフローチャートである。10 is a flowchart illustrating the non-test furrow irrigation process. 生育状況提示画像を説明する図である。FIG. 10 is a diagram illustrating a growth status presentation image. 評価入力ポップアップの表示例を説明する図である。FIG. 10 is a diagram illustrating a display example of a rating input popup. 寄与度設定表示画像を説明する図である。FIG. 10 is a diagram illustrating a contribution degree setting display image. 評価入力ポップアップのその他の例を説明する図である。FIG. 10 is a diagram illustrating another example of the evaluation input popup. 汎用のコンピュータの構成例を説明する図である。FIG. 1 is a diagram illustrating an example of the configuration of a general-purpose computer.

 以下に添付図面を参照しながら、本開示の好適な実施の形態について詳細に説明する。なお、本明細書及び図面において、実質的に同一の機能構成を有する構成要素については、同一の符号を付することにより重複説明を省略する。 Preferred embodiments of the present disclosure will be described in detail below with reference to the accompanying drawings. Note that in this specification and drawings, components having substantially the same functional configuration will be assigned the same reference numerals, and redundant explanations will be omitted.

 以下、本技術を実施するための形態について説明する。説明は以下の順序で行う。 The following describes how to implement this technology. The explanation will be given in the following order:

 1.本開示の概要
 2.好適な実施の形態
 3.変形例
 4.ソフトウェアにより実行させる例
1. Overview of the present disclosure 2. Preferred embodiment 3. Modifications 4. Examples of implementation by software

 <<1.本開示の概要>>
 本開示は、特に、圃場の潅水を、適切に制御できるようにするものである。そこで、まず、本開示の概要として、潅水量の基本的な決定方法について説明する。
<<1. Overview of the Disclosure>>
The present disclosure is particularly directed to enabling appropriate control of irrigation in a farm field. Therefore, as an overview of the present disclosure, a basic method for determining the amount of irrigation water will first be described.

 図1で示されるように、圃場の植物では、主に葉の気孔から水分が大気中に蒸発散することと、根が土壌の水分を吸収することによって葉と根における水ポテンシャルの不均衡を生じ、そのことが原動力となって水が導管内を移動している。 As shown in Figure 1, in field plants, water evaporates into the atmosphere mainly through the stomata in the leaves, and roots absorb water from the soil, creating an imbalance in water potential between the leaves and roots, which acts as the driving force behind the movement of water through the xylem.

 このため、例えば、日中に日が当たり気温が上昇すれば蒸発散が増えて不均衡が大きくなるので、土壌水分の吸水量が増える。一方、例えば、夜間になり気孔が閉じれば蒸発散が減少し、植物内の水ポテンシャルが均衡状態になるので土壌水分の吸水量が減少する。このように昼夜において植物は蒸発散を繰り返し、水ポテンシャルの均衡状態も変化する。 For example, if the sun shines and the temperature rises during the day, evapotranspiration increases, causing a greater imbalance, and the amount of water absorbed by the soil increases. On the other hand, if the stomata close at night, evapotranspiration decreases, and the water potential within the plant returns to equilibrium, causing a decrease in the amount of water absorbed by the soil. In this way, plants repeat evapotranspiration between day and night, and the equilibrium state of water potential also changes.

 植物体内の水ポテンシャルの不均衡は、樹水分張力(葉の水ポテンシャル)を測定することで求めることができる。この樹水分張力が分かれば、植物に必要な潅水タイミングを決定することができる。しかしながら、樹水分張力の測定は、事前に葉に袋を被せて一定時間放置した上で、葉をカットし、圧力を掛け、樹水分張力の変動が落ち着く昼に計測する必要がある。また葉をカットしてから計測までの時間をなるべく短くするために屋外で計測するなど計測に係る負担が大きい。 The imbalance in water potential within a plant can be determined by measuring tree water tension (leaf water potential). Knowing this tree water tension makes it possible to determine the timing of irrigation for the plant. However, tree water tension must be measured in advance by covering the leaves with a bag and leaving them for a certain period of time, then cutting the leaves, applying pressure, and measuring in the daytime when fluctuations in tree water tension have settled. Furthermore, the measurement is often carried out outdoors to minimize the time between cutting the leaves and measuring, which places a significant burden on the measurement process.

 樹水分張力は、土壌と根の間の水ポテンシャルに関連する土壌水分量と、気孔と大気の間の水ポテンシャルに関連する蒸発散量とから推定することができる。 Tree water tension can be estimated from the soil moisture content, which is related to the water potential between the soil and roots, and the amount of evapotranspiration, which is related to the water potential between the stomata and the atmosphere.

 ここで、土壌水分量は、土壌水分センサなどで検出することができる。温度、湿度、風速、および日射量は、それぞれのセンサを備えた気象ステーションで測定することができるので、Penman-Monteithの方程式に基づいて蒸発散量を推定することができる。 Here, soil moisture can be detected using a soil moisture sensor or similar. Temperature, humidity, wind speed, and solar radiation can be measured at a weather station equipped with the respective sensors, so evapotranspiration can be estimated based on the Penman-Monteith equation.

 従って圃場の潅水タイミングは、基本的に、土壌水分センサなどで検出された土壌水分量と、気象ステーションで検出された温度、湿度、風速、および日射量とに基づいて、推定される樹水分張力に基づいて決定することができる。 Therefore, the timing of irrigation in a field can basically be determined based on the tree water tension estimated from the soil moisture content detected by a soil moisture sensor, and the temperature, humidity, wind speed, and solar radiation detected by a weather station.

 また、図2で示されるように、潅水量は、不足すれば、圃場の植物が、土壌水分量不足により枯れてしまう。また、潅水量は、多過ぎれば、多湿による病気等により、圃場の植物が適切に育成できない状態となる。すなわち、潅水量は、不足しても、多過ぎても、圃場の植物が、育成不可の状態となり得る。 Furthermore, as shown in Figure 2, if the amount of irrigation is insufficient, the plants in the field will wither due to a lack of soil moisture. On the other hand, if the amount of irrigation is too much, the plants in the field will be unable to grow properly due to diseases caused by high humidity. In other words, whether the amount of irrigation is insufficient or too much, the plants in the field may be unable to grow.

 すなわち、潅水量が、過不足なく適切に設定されることで、圃場の植物の適切な生育状態が維持されることになる。 In other words, by setting the amount of irrigation water appropriately, neither too much nor too little, the plants in the field will be maintained in an appropriate state of growth.

 しかしながら、同一の植物であっても、生育のターゲットとなる品質や収量に応じて、適切な生育状態を維持するための潅水量やタイミングは異なり、換言すれば、生育可能な範囲内で、ある程度幅があるため、適切な潅水量を設定する上では、圃場で育成する植物のターゲットとなる品質や収量に応じた調整が必要である。 However, even for the same plant, the amount and timing of irrigation required to maintain appropriate growth conditions varies depending on the target quality and yield. In other words, there is a certain degree of variation within the range in which growth is possible, so when setting the appropriate amount of irrigation, adjustments must be made according to the target quality and yield of the plant being grown in the field.

 そこで、本開示においては、図3で示されるように、圃場F内において生育する植物が植えられている畝の一部を検定畝群に設定し、検定畝群を構成する複数の検定畝毎に異なる潅水条件で実際に初期潅水を実施して植物を生育させる。 In this disclosure, as shown in Figure 3, some of the ridges in which plants are planted within field F are set as test ridge groups, and initial irrigation is actually carried out under different irrigation conditions for each of the multiple test ridges that make up the test ridge group, allowing the plants to grow.

 次に、初期潅水による植物の生育状況がある程度確認可能な所定の時間が経過した後、ドローンDや衛星などで圃場Fを空撮するなどし、空撮画像に基づいて、検定畝毎の植物の生育指標マップなどを生成し、ユーザである生産者に提示する。 Next, after a certain amount of time has passed during which the plant growth status following the initial irrigation can be confirmed to a certain extent, aerial photographs of the field F are taken using a drone D or a satellite, and a plant growth index map for each test row is generated based on the aerial photographs and presented to the user, the producer.

 そして、ユーザである生産者が、空撮画像や生育指標マップから検定畝群の潅水条件毎の生育状況を評価し、その評価結果と、初期潅水に設定された検定畝毎の潅水条件とに基づいて、初期潅水以降の圃場全体の潅水条件が設定されるようにする。 Then, the user, the producer, evaluates the growth conditions for each irrigation condition of the test rows using aerial images and growth index maps, and sets the irrigation conditions for the entire field from the initial irrigation onwards based on the evaluation results and the irrigation conditions for each test row set for the initial irrigation.

 この際、ユーザである生産者による生育指標に基づいた評価などがなく、例えば、単に、潅水量を最小にした潅水制御が要望されるときには、生育指標マップに基づいて、所定の閾値よりも高い条件の生育状況となっている検定畝の潅水条件のうち、潅水量が最小となる潅水条件を圃場全体の潅水条件に設定するようにして、半自動的に潅水量とタイミングが制御される。 In this case, there is no evaluation based on growth indices by the user (producer). For example, when irrigation control that minimizes the amount of irrigation is simply desired, the irrigation conditions for the entire field are set to the irrigation conditions that minimize the amount of irrigation among the irrigation conditions for test rows where the growth conditions are higher than a specified threshold, based on the growth index map, and the irrigation amount and timing are controlled semi-automatically.

 図3においては、圃場Fに、検定畝Ft1~Ft4が設定されており、それぞれが第1潅水条件~第4潅水条件で初期潅水がなされていることが表現されている。 In Figure 3, test ridges Ft1 to Ft4 have been set up in field F, and initial irrigation is performed under irrigation conditions 1 to 4, respectively.

 尚、検定畝Ft1~Ft4以外の畝については、例えば、従来の潅水条件決定方法で、潅水条件としては最適ではない可能性があるが、生育可能な条件で通常潅水がなされているものとする。 Furthermore, for ridges other than test ridges Ft1 to Ft4, the irrigation conditions may not be optimal, for example, when using conventional methods for determining irrigation conditions, but they are assumed to be normally irrigated under conditions that allow growth.

 そして、図3においては、初期潅水による植物の生育状況がある程度確認可能な所定の時間が経過した後、ドローンDや衛星などで圃場F全体が空撮され、空撮画像から生育指標マップが生成されて、提示されていることが表現されている。 In Figure 3, after a certain amount of time has passed during which the plant growth status following initial irrigation can be confirmed to a certain extent, the entire field F is photographed from the air using a drone D or a satellite, and a growth index map is generated from the aerial images and presented.

 尚、図3の圃場Fは、ドローンDにより空撮された後、生育指標マップとされた状態として表現されている。さらに、図3においては、検定畝Ft1~Ft4のうち、検定畝Ft3の領域における生育指標が高いことが表現されている。このため、図3においては、例えば、検定畝Ft3に設定された第3潅水条件が、圃場全体の潅水条件とされるようにしてもよい。 Farm field F in Figure 3 is shown as a growth index map created after being photographed from the air by drone D. Furthermore, Figure 3 shows that, among test ridges Ft1 to Ft4, the growth index is high in the area of test ridge Ft3. For this reason, in Figure 3, for example, the third irrigation conditions set for test ridge Ft3 may be set as the irrigation conditions for the entire field.

 また、ユーザに提示される生育指標マップは、圃場で育成される植物の品質(酸度、糖度など)や収量といったターゲットとする植物の生育状況を確認するのに適した生育指標マップを選択して提示できるようにしてもよい。このようにすることで、提示される様々な生育指標マップに基づいて、圃場で育成される植物の品質(酸度、糖度など)や収量といったターゲットとする植物の品質や収量に対して適切な潅水条件を設定することが可能となる。 Furthermore, the growth index map presented to the user may be able to select and present a growth index map suitable for checking the growth status of target plants, such as the quality (acidity, sugar content, etc.) and yield of plants grown in the field. In this way, it becomes possible to set appropriate irrigation conditions for the quality and yield of target plants, such as the quality (acidity, sugar content, etc.) and yield of plants grown in the field, based on the various growth index maps presented.

 さらに、ドローンD(や衛星)により空撮された圃場Fの空撮画像は、例えば、高精細なRGB画像とするようにしてもよく、このように高精細なRGB画像からなる空撮画像に基づいて、葉や花の大きさや色などに基づいて、生産者が好む検定畝の潅水条件を、圃場F全体の潅水条件として設定できるようにしてもよい。 Furthermore, the aerial images of field F taken by drone D (or satellite) may be converted into high-resolution RGB images, for example, and based on such high-resolution RGB aerial images, the irrigation conditions for the test rows preferred by the producer may be set as the irrigation conditions for the entire field F, based on the size and color of the leaves and flowers.

 また、複数の検定畝における生育指標に対する生産者の評価に優劣があるときには、優劣に応じた、複数の検定畝の潅水条件の重み付け平均値を、圃場F全体の潅水条件に設定してもよい。 Furthermore, if the producer's evaluation of the growth indexes for multiple test rows is superior or inferior, the weighted average of the irrigation conditions for the multiple test rows according to the superior or inferior may be set as the irrigation conditions for the entire field F.

 このように本開示においては、圃場全体の畝のうち、複数の検定畝からなる検定畝群が設定され、検定畝毎に異なる潅水条件で潅水し、所定時間だけ育成した後、ドローンなどで空撮し、空撮画像から生育指標マップを生成して提示することが可能となる。 In this way, with this disclosure, a test ridge group consisting of multiple test ridges is set out from the ridges in the entire field, and each test ridge is irrigated under different irrigation conditions. After growing for a specified period of time, the ridges are photographed from the air using a drone or similar device, and a growth index map can be generated and presented from the aerial images.

 結果として、複数の潅水条件で潅水された検定畝における植物の生育指標マップに基づいて、圃場で生育される植物のターゲットとなる品質や収量に応じた適切な潅水条件を、自動、または、手動で設定することが可能となる。 As a result, it becomes possible to automatically or manually set appropriate irrigation conditions according to the target quality and yield of plants grown in the field, based on a growth index map of plants in test rows irrigated under multiple irrigation conditions.

 <<2.好適な実施の形態>>
 次に、図4を参照して、本開示の圃場管理システムの構成例について説明する。
<<2. Preferred embodiment>>
Next, a configuration example of a farm land management system according to the present disclosure will be described with reference to FIG. 4 .

 図4の圃場管理システム11は、圃場31、制御装置32、ネットワーク33、気象データベース34、およびユーザ端末35から構成される。 The farm field management system 11 in Figure 4 is composed of a farm field 31, a control device 32, a network 33, a weather database 34, and a user terminal 35.

 圃場31は、生産者により生育される農作物(植物)を栽培する場所である。圃場31には、栽培されている植物への水やりを実施する潅水装置41と、潅水装置41によりなされる潅水の潅水量やタイミングを設定するための各種の状態を検出するセンサ部42とが設けられている。 The field 31 is a place where agricultural crops (plants) are cultivated by producers. The field 31 is equipped with an irrigation device 41 that waters the cultivated plants, and a sensor unit 42 that detects various conditions to set the amount and timing of irrigation performed by the irrigation device 41.

 潅水装置41は、制御装置32により制御され、畝を単位として潅水量とタイミングを制御して、暗渠として埋設される潅水チューブ203(図7)を介して潅水を実施する。 The irrigation device 41 is controlled by the control device 32, which controls the amount and timing of irrigation for each furrow, and irrigates through irrigation tubes 203 (Figure 7) buried as underdrains.

 センサ部42は、圃場31への潅水量を制御するための各種のセンサ群からなり、生育状況センサ51、気象ステーション52、および土壌センサ53より構成される。 The sensor unit 42 consists of a group of various sensors for controlling the amount of irrigation water applied to the field 31, and is composed of a growth status sensor 51, a weather station 52, and a soil sensor 53.

 生育状況センサ51は、ドローンや衛星などに搭載された、圃場31全体を様々な波長帯の画像を撮像するイメージセンサであり、ドローンや衛星などに搭載された撮像装置により撮像(空撮)されたセンシング結果となる画像を制御装置32に送信する。尚、生育状況センサ51は、生育状況をセンシングできればよいので、ドローンや衛星などに搭載されるイメージセンサのみならず、圃場内を自走する巡回型のロボットに搭載されるようにしてもよい。 Growth status sensor 51 is an image sensor mounted on a drone or satellite that captures images of the entire field 31 in various wavelength bands, and transmits the sensing results, images captured (aerial photographs) by the imaging device mounted on the drone or satellite, to control device 32. Note that since growth status sensor 51 is only required to be able to sense the growth status, it may not only be an image sensor mounted on a drone or satellite, but may also be mounted on a patrol robot that moves autonomously within the field.

 生育状況センサ51は、例えば、一般的なRGB画像のような可視光画像を撮像する他、例えば、NDVI(Normalized Difference Vegetation Index)などの生育指標マップの生成に必要とされる近赤外光画像と赤色光画像とを撮像したり、その他の生育指標マップの生成に必要な複数の波長帯の画像を撮像する。 The growth status sensor 51 captures visible light images such as general RGB images, as well as near-infrared light images and red light images required to generate growth index maps such as NDVI (Normalized Difference Vegetation Index), and images in multiple wavelength bands required to generate other growth index maps.

 また、生育指標は、NDVI以外でもよく、例えば、PRI(Photochemical Reflectance Index)、SIF(Solar-Induced chlorophyll Fluorescence)、NDRE(Normalized Difference Red Edge Index:正規化レッドエッジ指数)、VARI(Visible Atmospherically Resistant Index:可視大気抵抗植生指数)、TGI(Triangular Greenness Index:三角緑色度指数)、SIPI2(Structure Intensive Pigment Index 2:森林密集色素指数2)、LCI(Leaf Chlorophyll Index:葉クロロフィル指数)、BNDVI(Blue Normalized Difference Vegetation Index:青正規化植生指数)、GNDVI(Green Normalized Difference Vegetation Index:緑正規化植生指数)、およびMCARI(Modified Chlorophyll Absorption in Reflective Index:改良クロロフィル吸収反射率指数)のうちの少なくともいずれかでもよい。 In addition, growth indices other than NDVI can be used, such as PRI (Photochemical Reflectance Index), SIF (Solar-Induced Chlorophyll Fluorescence), NDRE (Normalized Difference Red Edge Index), VARI (Visible Atmospherically Resistant Index), TGI (Triangular Greenness Index), SIPI2 (Structure Intensity Index), etc. The vegetation index may be at least one of the following: Forest Dense Pigment Index 2 (LCI), LCI (Leaf Chlorophyll Index), BNDVI (Blue Normalized Difference Vegetation Index), GNDVI (Green Normalized Difference Vegetation Index), and MCARI (Modified Chlorophyll Absorption in Reflective Index).

 気象ステーション52は、圃場31における温度、湿度、風速、および日射量等の気象に係る各種のデータを検出し、検出結果となる圃場31の温度、湿度、風速、および日射量等からなる気象情報を制御装置32に送信する。 The weather station 52 detects various weather-related data such as temperature, humidity, wind speed, and solar radiation in the field 31, and transmits the detected weather information, including the temperature, humidity, wind speed, and solar radiation in the field 31, to the control device 32.

 土壌センサ53は、圃場31の土壌に係る各種の情報を検出するセンサ群からなり、例えば、土壌水分を検出する水分センサ、間隙水伝導率(EC)を検出するECセンサ、および土中温度を検出する土中温度センサ等を含む。土壌センサ53は、検出結果となる水分、間隙水伝導率(EC)、および土中温度等からなる土壌情報を制御装置32に供給する。 The soil sensor 53 consists of a group of sensors that detect various information related to the soil of the field 31, including, for example, a moisture sensor that detects soil moisture, an EC sensor that detects porewater conductivity (EC), and a soil temperature sensor that detects soil temperature. The soil sensor 53 supplies soil information consisting of the detected moisture, porewater conductivity (EC), soil temperature, etc. to the control device 32.

 制御装置32は、ユーザによりユーザ端末35が操作されることで登録される圃場情報を管理する。圃場情報とは、圃場31毎の位置、圃場31毎に栽培される植物の種類(作物種名)、それぞれの潅水量およびタイミング、並びに、各圃場31内において設定される検定畝群の位置や、検定畝毎の潅水量およびタイミングの情報である。 The control device 32 manages field information registered by users operating the user terminal 35. Field information includes the location of each field 31, the type of plant (crop species name) cultivated in each field 31, the amount and timing of irrigation for each, as well as the location of test rows set within each field 31 and the amount and timing of irrigation for each test row.

 制御装置32は、ネットワーク33を介して取得可能な気象データベース34の気象データと、センサ部42からのセンサデータとから、水ストレスや害虫などがない標準状態における植物の種別毎の基準蒸発散量(ETc)を求め、基準蒸発散量(ETc)に基づいて、基準となる潅水量である基準潅水量を決定する。 The control device 32 calculates the standard evapotranspiration (ETc) for each type of plant under standard conditions, i.e., when there is no water stress or pests, from weather data in the weather database 34, which can be obtained via the network 33, and sensor data from the sensor unit 42, and determines the standard irrigation amount, which is the standard amount of irrigation water, based on the standard evapotranspiration (ETc).

 制御装置32は、検定畝群における複数の検定畝については、それぞれ異なる検定用の潅水量である検定用潅水量を、基準潅水量に基づいて決定し、検定畝については、検定用潅水量で、潅水するように潅水装置41を制御する。 The control device 32 determines a test irrigation amount, which is a different test irrigation amount for each of the multiple test ridges in the test ridge group, based on the standard irrigation amount, and controls the irrigation device 41 to irrigate the test ridges at the test irrigation amount.

 尚、制御装置32は、検定畝ではない畝(非検定畝)については、初期においては、基準潅水量で潅水を行うように潅水装置41を制御する。また、以降において、この初期の非検定畝に対して行う、基準潅水量に基づいた潅水を初期潅水とも称する。 In addition, for ridges that are not test ridges (non-test ridges), the control device 32 controls the irrigation device 41 to initially irrigate with the standard irrigation volume. Furthermore, hereafter, irrigation based on the standard irrigation volume that is performed on these initial non-test ridges will also be referred to as initial irrigation.

 そして、制御装置32は、所定期間だけ初期潅水を行った後、生育状況センサ51より供給されるセンサデータとなる圃場31全体の画像情報(空撮画像)を取得すると、ユーザ端末35に供給し提示する。この際、生育状況センサ51により撮像される画像が、可視光画像であれば可視光画像を検定畝毎に分割してユーザ端末35に供給し、提示させる。また、生育状況センサ51より供給されるセンサデータとなる画像情報が、例えば、近赤外光画像と赤色光画像である場合、制御装置32は、NDVIからなる生育指標マップを生成して検定畝毎に分割してユーザ端末35に供給する。 Then, after performing initial irrigation for a predetermined period, the control device 32 acquires image information (aerial images) of the entire field 31, which serves as sensor data supplied from the growth status sensor 51, and supplies this to the user terminal 35 for display. At this time, if the images captured by the growth status sensor 51 are visible light images, the visible light images are divided into test rows and supplied to the user terminal 35 for display. Furthermore, if the image information serving as sensor data supplied from the growth status sensor 51 is, for example, a near-infrared light image and a red light image, the control device 32 generates a growth index map consisting of NDVI, divides it into test rows, and supplies it to the user terminal 35.

 ユーザ端末35は、制御装置32より供給される初期潅水後の検定畝毎に分割された空撮画像や生育指標マップを取得すると、ユーザである生産者に提示する。さらに、ユーザ端末35が、生産者であるユーザにより操作されることにより、提示された検定畝毎に分割された空撮画像や生育指標マップに基づいた、検定畝毎の生育状況に対する評価の入力を受け付けて、制御装置32に供給する。 When the user terminal 35 acquires the aerial photographs and growth index maps divided into test rows after initial irrigation supplied by the control device 32, it presents them to the user (producer). Furthermore, when the user (producer) operates the user terminal 35, it accepts input of an evaluation of the growth status of each test row based on the presented aerial photographs and growth index maps divided into test rows, and supplies this to the control device 32.

 ここで、検定畝毎の生育状況に対する評価は、例えば、検定畝毎に「良い」、「普通」、「悪い」といった3段階評価のいずれかをユーザが選択したものであってもよいし、これ以外にも評価に応じて点数を付けるようにしてもよいし、丸印、三角印、バツ印を選択するようにしてもよい。 Here, the evaluation of the growth status of each test row may be, for example, selected by the user from three levels of evaluation such as "good," "average," or "poor" for each test row, or a score may be assigned according to the evaluation, or a circle, triangle, or cross may be selected.

 また、検定畝毎の生育状況に対する評価は、例えば、圃場全体の潅水量を、検定畝Aと同じにしたい、検定畝AとBの間くらいにしたい、検定畝AとBとCはどれも甲乙つけがたいので、お任せにしたい、検定畝Cのようになるのは避けたいといったものでもよい。 Furthermore, when evaluating the growth conditions of each test ridge, you can, for example, decide that you want the amount of irrigation for the entire field to be the same as test ridge A, or somewhere between test ridges A and B, or that test ridges A, B, and C are all comparable, so you want to leave it to the discretion of the irrigation system, or that you want to avoid a situation like test ridge C.

 制御装置32は、検定畝の評価に基づいて、圃場全体の潅水量を決定し、潅水装置41を制御して、圃場31の全体の潅水を実行させる。 The control device 32 determines the amount of irrigation water to be applied to the entire field based on the evaluation of the test rows, and controls the irrigation device 41 to irrigate the entire field 31.

 この際、検定畝A,B,Cの潅水条件が、A,B,Cの順に潅水量が多く、検定畝に対する評価が、検定畝A,Bが「良い」で、検定畝Cが悪いであるような場合、制御装置32は、評価が最も高い検定畝A,Bのうち、潅水量が少ない検定畝Bの潅水条件で、圃場31の全体の潅水を制御するようにしてもよい。 In this case, if the irrigation conditions for test ridges A, B, and C are such that the irrigation amounts are greatest for A, B, and C in that order, and the evaluation of the test ridges is "good" for test ridges A and B and "bad" for test ridge C, the control device 32 may control the irrigation of the entire field 31 using the irrigation conditions of test ridge B, which has the lowest irrigation amount of test ridges A and B and has the highest evaluation.

 すなわち、制御装置32は、生産者による検定畝毎の評価と、生育指標と潅水量とに基づいて、圃場31全体の潅水量を決定するようにしてもよい。この場合、圃場31の全体の潅水量とタイミングは、ユーザが手動で入力した生育指標に対する評価が強く反映され、ほぼユーザの手動操作(手動)で決定される。 In other words, the control device 32 may determine the amount of irrigation water for the entire field 31 based on the producer's evaluation of each test row, the growth index, and the amount of irrigation water. In this case, the overall amount and timing of irrigation water for the field 31 will be heavily influenced by the evaluation of the growth index manually input by the user, and will be determined almost entirely by manual operation (manually) by the user.

 また、検定畝AとBとCはどれも甲乙つけがたいので、お任せにしたいといったように、ユーザの評価に潅水量を特定する情報がない場合、制御装置32は、例えば、生育指標が所定値よりも高い検定畝のうちの、潅水量が最小の検定畝の潅水量に設定するようにしてもよい。同様に、検定畝の評価が、検定畝Cのようになるのは避けたいといった場合、制御装置32は、検定畝Cにおける潅水量よりも生育指標の高い検定畝のうち、潅水量が最小となる潅水量を圃場31全体の潅水量として設定するようにしてもよい。 Furthermore, if the user's evaluation does not include information specifying the irrigation amount, such as when test ridges A, B, and C are all comparable and the user wishes to leave it to the irrigation system, the control device 32 may, for example, set the irrigation amount to the test ridge with the smallest irrigation amount among those test ridges with a growth index higher than a predetermined value. Similarly, if the user wishes to avoid test ridges being evaluated as test ridge C, the control device 32 may set the irrigation amount for the entire field 31 to the smallest irrigation amount among those test ridges with a growth index higher than the irrigation amount for test ridge C.

 すなわち、上述の2つのケースの場合のように、制御装置32は、生産者による検定畝の評価ではなく、検定畝毎の生育指標と潅水量とに基づいて、圃場31全体の潅水量を決定するようにしてもよい。この場合、圃場31の全体の潅水量とタイミングは、ユーザが手動で入力した評価よりも、生育指標そのものが強く反映され、半自動的に(自動で)決定される。 In other words, as in the two cases above, the control device 32 may determine the irrigation amount for the entire field 31 based on the growth index and irrigation amount for each test row, rather than on the producer's evaluation of the test row. In this case, the overall irrigation amount and timing for the field 31 are determined semi-automatically (automatically), with the growth index itself taking a stronger influence than an evaluation manually entered by the user.

 ユーザ端末35は、ユーザである生産者により所持される、例えば、スマートフォンやタブレットなどである。 The user terminal 35 is owned by the user (producer), and is, for example, a smartphone or tablet.

 ユーザ端末35には、圃場管理システムを制御するためのアプリケーションプログラム(圃場管理アプリ171(図6))がインストールされており、ユーザが、ユーザ端末35におけるアプリケーションプログラムを実行することにより、制御装置32と通信し、圃場31内における位置、植物の種別、および、検定畝群の位置や潅水量を設定するといった圃場を管理する圃場情報を編集する。 An application program (field management app 171 (Figure 6)) for controlling the field management system is installed on the user terminal 35, and by executing the application program on the user terminal 35, the user communicates with the control device 32 and edits field information for managing the field, such as the location within the field 31, the type of plant, and the location and irrigation amount of the test furrow group.

 また、ユーザ端末35は、圃場管理アプリ171(図6)を介して、制御装置32より供給されるセンサデータを取得して、提示すると共に、提示したセンサデータに対する評価の入力を受け付けて、制御装置32に送信する。 The user terminal 35 also acquires and presents sensor data supplied by the control device 32 via the farm field management app 171 (Figure 6), and accepts input of an evaluation of the presented sensor data and transmits it to the control device 32.

 <制御装置のハードウェア構成例>
 次に、図5を参照して、制御装置32のハードウェア構成例について説明する。
<Example of hardware configuration of control device>
Next, an example of the hardware configuration of the control device 32 will be described with reference to FIG.

 制御装置32は、制御部101、入力部102、出力部103、記憶部104、通信部105、ドライブ106、およびリムーバブル記憶媒体107より構成されており、相互にバス108を介して接続されており、データやプログラムを送受信することができる。 The control device 32 is composed of a control unit 101, an input unit 102, an output unit 103, a storage unit 104, a communication unit 105, a drive 106, and a removable storage medium 107, which are interconnected via a bus 108 and can send and receive data and programs.

 制御部101は、プロセッサやメモリから構成されており、制御装置32の動作の全体を制御する。また、制御部101は、気象情報取得部131、土壌情報取得部132、生育状況取得部133、圃場情報管理部134、および潅水制御部135を備えている。 The control unit 101 is composed of a processor and memory, and controls the overall operation of the control device 32. The control unit 101 also includes a weather information acquisition unit 131, a soil information acquisition unit 132, a growth status acquisition unit 133, a field information management unit 134, and an irrigation control unit 135.

 気象情報取得部131は、気象ステーション52より供給される圃場31の温度、湿度、風速、および日射量等の気象情報を取得する。 The weather information acquisition unit 131 acquires weather information such as the temperature, humidity, wind speed, and solar radiation of the field 31 supplied from the weather station 52.

 土壌情報取得部132は、土壌センサ53より供給される土壌水分、間隙水伝導率(EC)、および土中温度からなる土壌情報を取得する。 The soil information acquisition unit 132 acquires soil information consisting of soil moisture, pore water conductivity (EC), and soil temperature supplied by the soil sensor 53.

 生育状況取得部133は、例えば、ドローンや衛星により撮像される、RGB画像や生育指標マップの生成に用いる各種波長帯の画像などを取得すると共に、必要に応じて、各種波長帯の画像を用いて生育指標マップを生成する。生育状況取得部133は、近赤外光画像と赤色光画像とが供給される場合、近赤外光画像と赤色光画像とを利用して、NDVI(=(NIR-RED)/(NIR+RED):NIRは近赤外光画像、REDは赤色画像)からなる生育指標マップを生成する。 The growth status acquisition unit 133 acquires, for example, RGB images captured by drones or satellites, and images of various wavelength bands used to generate growth index maps, and generates growth index maps using images of various wavelength bands as needed. When near-infrared light images and red light images are supplied, the growth status acquisition unit 133 uses the near-infrared light images and red light images to generate a growth index map consisting of NDVI (= (NIR - RED) / (NIR + RED): NIR is the near-infrared light image, RED is the red light image).

 尚、生育状況取得部133により取得されるRGB画像からなる空撮画像やその他の生育指標の生成に用いる各種波長帯の画像は、ドローンや衛星により所定の間隔で時系列に撮像され、順次供給されたものを時系列に格納しており、制御部101からの要請に応じて、所定の時間間隔で撮像された複数の空撮画像と複数の各種波長帯の画像とがまとめて出力されるものとする。 Furthermore, the aerial images consisting of RGB images acquired by the growth status acquisition unit 133 and images of various wavelength bands used to generate other growth indices are captured in chronological order at predetermined intervals by drones or satellites, and the images are stored in chronological order as they are supplied. In response to a request from the control unit 101, multiple aerial images captured at predetermined time intervals and multiple images of various wavelength bands are output together.

 圃場情報管理部134は、ユーザ端末35が操作されることで編集される、複数の圃場における圃場毎の位置、圃場毎に栽培している植物の種別(作物種名)、圃場毎の非検定畝の潅水量、並びに、圃場毎の検定畝群を構成する検定畝毎の位置、および検定畝毎の潅水量等を圃場情報141として、記憶部104に格納して管理する。 The field information management unit 134 stores and manages in the memory unit 104 as field information 141, the location of each field among multiple fields, the type of plant (crop species name) cultivated in each field, the amount of irrigation water for non-test ridges in each field, as well as the location of each test ridge that makes up the test ridge group in each field and the amount of irrigation water for each test ridge, etc., which are edited by operating the user terminal 35.

 圃場情報管理部134において管理される圃場情報141に含まれる潅水量の情報は、ユーザ端末35が操作されることで編集される情報に基づいて、潅水制御部135により決定された潅水量である。 The irrigation amount information included in the field information 141 managed by the field information management unit 134 is the irrigation amount determined by the irrigation control unit 135 based on information edited by operating the user terminal 35.

 非検定畝の初期潅水について、潅水制御部135は、植物の種別に応じた基準蒸発散量(ETc)に基づいた基準潅水量に設定し、初期潅水の後については、生産者であるユーザによる評価に基づいて潅水量を設定する。 For initial irrigation of non-test rows, the irrigation control unit 135 sets the standard irrigation amount based on the standard evapotranspiration (ETc) for each plant type, and after the initial irrigation, sets the irrigation amount based on the evaluation by the producer user.

 より詳細には、潅水制御部135は、土壌情報における土壌水分量、および気象情報における温度、湿度、風速、および日射量等に基づいて、基準潅水量を計算し、基準潅水量に基づいて、非検定畝の潅水量を計算し、圃場情報141における潅水量を更新する。 More specifically, the irrigation control unit 135 calculates the standard irrigation amount based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the meteorological information, calculates the irrigation amount for non-test rows based on the standard irrigation amount, and updates the irrigation amount in the field information 141.

 一方、検定畝毎の潅水量については、潅水制御部135は、土壌情報における土壌水分量、および気象情報における温度、湿度、風速、および日射量等に基づいて、樹水分張力を推定し、樹水分張力から求められる水ストレスの値に対する、潅水を開始するタイミングを決定する閾値と、潅水を停止するタイミングを決定する閾値とを検定畝毎に設定する。尚、以降においては、潅水を開始するタイミングを決定する閾値を潅水開始閾値とも称し、潅水を停止するタイミングを決定する閾値を潅水停止閾値とも称する。 On the other hand, with regard to the amount of irrigation for each test furrow, the irrigation control unit 135 estimates the tree water tension based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the meteorological information, and sets a threshold value for each test furrow that determines when to start irrigation and a threshold value that determines when to stop irrigation based on the water stress value calculated from the tree water tension. Hereinafter, the threshold value that determines when to start irrigation will also be referred to as the irrigation start threshold, and the threshold value that determines when to stop irrigation will also be referred to as the irrigation stop threshold.

 潅水開始閾値は、例えば、植物が枯れない程度の樹水分張力から求められる水ストレスに対する閾値として、全ての検定畝について同一にしてもよい。 The watering initiation threshold may be set to the same value for all test rows, for example, as a threshold for water stress determined from the tree water tension at which the plant will not wither.

 このとき、潅水停止閾値は、検定畝毎に異なる値に設定されることで、樹水分張力から求められる水ストレスの値に対する閾値が変化して、検定畝毎に異なる潅水量を設定することが可能となる。 In this case, the irrigation stop threshold is set to a different value for each test row, which changes the threshold for the water stress value calculated from the tree water tension, making it possible to set different irrigation amounts for each test row.

 このため、潅水停止閾値が低くなると、樹水分張力から求められる水ストレスの値が低い状態になるまで潅水が継続されることになるので、潅水量が多く設定されることになる。 For this reason, when the watering stop threshold is lowered, watering will continue until the water stress value calculated from the tree water tension reaches a low level, and the amount of watering will be set high.

 一方、潅水停止閾値が高くなると、樹水分張力から求められる水ストレスの値が高い状態でも潅水が停止されることになるので、潅水量が少なく設定されることになる。 On the other hand, if the watering stop threshold is high, watering will be stopped even when the water stress value calculated from the tree water tension is high, so the amount of watering will be set low.

 また、潅水開始閾値は、植物が枯れない程度の樹水分張力から求められる水ストレスの値よりも低ければ、多湿による根腐れなどが生じない範囲で、いずれの値にしてもよい。 Furthermore, the watering initiation threshold can be set to any value within the range that does not cause root rot due to excessive humidity, as long as it is lower than the water stress value calculated from the tree water tension at a level that will not cause the plant to wither.

 このため、潅水開始閾値が、植物が枯れない程度の樹水分張力から求められる水ストレスの値よりも低い値に設定されるほど、水ストレスが掛かっていない状態でも潅水が開始されるので、全体として、潅水量が多く設定されることになる。 For this reason, the lower the watering start threshold is set below the water stress value calculated from the tree water tension at a level that will not cause the plant to wither, the more watering will begin even when there is no water stress, and the higher the overall amount of watering will be set.

 逆に、潅水開始閾値が、植物が枯れない程度の樹水分張力から求められる水ストレスの値に近い値に設定されるほど、枯れる状態に近い水ストレスが掛かからない限り潅水が開始されないので、全体として、潅水量が少なく設定されることになる。 Conversely, the closer the watering initiation threshold is set to the water stress value calculated from the tree water tension at which the plant will not wither, the lower the overall amount of water irrigation will be set, as watering will not begin unless the plant is subjected to water stress close to withering.

 従って、検定畝毎の潅水停止閾値が一定に設定され、検定畝毎に潅水開始閾値が異なる値に設定されることで、樹水分張力から求められる水ストレスの値に対する閾値が変化して、検定畝毎に異なる潅水量を設定することが可能となる。 Therefore, by setting the irrigation stop threshold for each test furrow to a constant value and setting the irrigation start threshold to a different value for each test furrow, the threshold for the water stress value calculated from the tree water tension changes, making it possible to set different irrigation amounts for each test furrow.

 潅水制御部135は、検定畝毎に、少なくとも4種類以上の潅水量が設定できるように、潅水開始閾値と潅水停止閾値とを設定する。 The irrigation control unit 135 sets the irrigation start threshold and irrigation stop threshold so that at least four different irrigation amounts can be set for each test furrow.

 尚、本実施の形態においては、潅水制御部135が、検定畝毎の潅水開始閾値を、潅水量を最小にする水ストレスの最大値で一定に設定するものとする。また、潅水制御部135は、潅水停止閾値を、潅水開始閾値となる水ストレスの最大値と、植物の生育に十分とみなせる水ストレスの最小値との間で、検定畝毎に、少なくとも4種類以上設定するものとする。 In this embodiment, the irrigation control unit 135 sets the irrigation start threshold for each test row to a constant value equal to the maximum water stress that minimizes the amount of irrigation. The irrigation control unit 135 also sets at least four or more irrigation stop thresholds for each test row, between the maximum water stress that becomes the irrigation start threshold and the minimum water stress that is considered sufficient for plant growth.

 さらに、潅水制御部135は、初期潅水期間における初期潅水に係る検定畝毎の潅水量を、ユーザである生産者や専門家の間で一般的に使用されることが多い、基準蒸発散量(ETc)に基づいた基準潅水量を基準としたときの割合(例えば、%)として算出するものとする。 Furthermore, the irrigation control unit 135 calculates the amount of irrigation water for each test furrow for initial irrigation during the initial irrigation period as a percentage (e.g., a percentage) of the standard irrigation amount based on the standard evapotranspiration rate (ETc), which is commonly used among users (producers and experts).

 ただし、検定畝毎の潅水開始閾値および潅水停止閾値は、上述のように検定畝のそれぞれ潅水量が変化するように設定される限り、それぞれ異なる設定にしてもよい。また、根腐れなどが生じない範囲で、基準潅水量よりも潅水量が多くなるような潅水停止閾値を設定し、標準的な潅水量に対して、過剰な潅水量における生育状況を、基準潅水量や、それよりも少ない状態で生育させた場合の生育状況と比較できるようにしてもよい。このようにすることで、意図的に植物を水膨れにさせて収量を稼ぐような生育状況の確認や、基準蒸発散量(ETc)が下振れしている可能性を想定して潅水量の不足を補うようにしたときの生育状況の確認が可能となる。 However, the irrigation start threshold and irrigation stop threshold for each test row may be set differently, as long as the irrigation amount for each test row is set to vary as described above. Furthermore, an irrigation stop threshold may be set so that the irrigation amount is greater than the standard irrigation amount, to the extent that root rot or the like does not occur, allowing the growth conditions at an irrigation amount that is excessive compared to the standard irrigation amount to be compared with the growth conditions when plants are grown at the standard irrigation amount or even less. In this way, it is possible to confirm the growth conditions when plants are intentionally made blistered to increase yield, or when the growth conditions are confirmed when a shortfall in irrigation amount is compensated for in anticipation of a possible decrease in the standard evapotranspiration (ETc).

 潅水制御部135は、土壌情報における土壌水分量、および気象情報における温度、湿度、風速、および日射量等に基づいて、樹水分張力を推定し、樹水分張力から求められる水ストレスの値と、圃場情報141における潅水開始閾値と潅水停止閾値とに基づいて、潅水装置41を制御して、検定畝毎のそれぞれの潅水チューブ203(図7)に投入する潅水の開始タイミングと停止タイミングとを初期潅水として設定される期間だけ制御することで、結果として潅水量を制御する。また、潅水制御部135は、潅水装置41を制御して、検定畝毎に、単位時間当たりの潅水量に、潅水開始タイミングから潅水停止タイミングまでの時間を掛けて、検定畝毎の初期潅水における潅水量を算出する。 The irrigation control unit 135 estimates tree water tension based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the meteorological information, and controls the irrigation device 41 based on the water stress value calculated from the tree water tension and the irrigation start threshold and irrigation stop threshold in the field information 141, thereby controlling the irrigation amount by controlling the start and stop timing of irrigation supplied to each irrigation tube 203 (Figure 7) for each test furrow for only the period set as initial irrigation. The irrigation control unit 135 also controls the irrigation device 41 to calculate the irrigation amount for initial irrigation for each test furrow by multiplying the irrigation amount per unit time by the time from the irrigation start timing to the irrigation stop timing for each test furrow.

 尚、非検定畝については、潅水制御部135は、初期潅水として設定される期間においては、土壌情報における土壌水分量、および気象情報における温度、湿度、風速、および日射量等に基づいた、基準潅水量で潅水量を制御する。初期潅水が実施される期間は、以降において、単に、初期潅水期間とも称する。 Furthermore, for non-test rows, during the period set as initial irrigation, the irrigation control unit 135 controls the irrigation amount at a standard irrigation amount based on the soil moisture content in the soil information and the temperature, humidity, wind speed, and solar radiation amount in the weather information. Hereinafter, the period during which initial irrigation is carried out will also be simply referred to as the initial irrigation period.

 潅水制御部135は、初期潅水に基づいて、圃場31において栽培する植物が所定レベルまで生育する所定時間(初期潅水期間)が経過した後、生育状況取得部133を制御し、圃場31の検定畝毎の植物の生育状況となるRGB画像や生育指標マップを取得する。 The irrigation control unit 135 controls the growth status acquisition unit 133 after a predetermined time (initial irrigation period) has passed during which the plants cultivated in the field 31 have grown to a predetermined level based on the initial irrigation, and acquires an RGB image and growth index map showing the growth status of the plants for each test row in the field 31.

 潅水制御部135は、検定畝毎の生育状況となるRGB画像や生育指標マップをユーザ端末35に供給し、生産者であるユーザに対して提示させ、提示されたユーザの評価を取得する。 The irrigation control unit 135 supplies RGB images and growth index maps showing the growth status of each test row to the user terminal 35, which then presents them to the producer user and obtains the user's evaluation of the images.

 潅水制御部135は、検定畝毎の生育状況となるRGB画像や生育指標マップに対するユーザの評価に基づいて、圃場31全体の非検定畝に対する潅水量を決定し、潅水装置41を制御して、潅水する。 The irrigation control unit 135 determines the amount of irrigation water to be applied to the non-test rows in the entire field 31 based on the user's evaluation of the RGB image and growth index map showing the growth status of each test row, and controls the irrigation device 41 to irrigate.

 入力部102は、各種の情報を入力するキーボード、マウス、タッチパネルなどの入力デバイスより構成され、入力された情報と対応する各種の信号を制御部101に供給する。 The input unit 102 is composed of input devices such as a keyboard, mouse, and touch panel for inputting various information, and supplies various signals corresponding to the input information to the control unit 101.

 出力部103は、制御部101により制御され、ディスプレイ(不図示)、および音声出力部(不図示)を備えている。ディスプレイは、各種の処理結果を表示する。 The output unit 103 is controlled by the control unit 101 and includes a display (not shown) and an audio output unit (not shown). The display displays various processing results.

 また、音声出力部は、スピーカなどの音声出力デバイスからなり、各種の音声や音楽、効果音などを音声として出力する。 The audio output unit consists of an audio output device such as a speaker, and outputs various sounds, music, sound effects, etc. as audio.

 記憶部104は、HDD(Hard Disk Drive)、SSD(Solid State Drive)、または、半導体メモリなどからなり、制御部101により制御され、各種のデータおよびプログラムを書き込む、または、読み出す。 The storage unit 104 consists of a hard disk drive (HDD), solid state drive (SSD), or semiconductor memory, and is controlled by the control unit 101 to write and read various data and programs.

 通信部105は、制御部101により制御され、有線または無線により、LAN(Local Area Network)やブルートゥース(登録商標)等に代表される通信を実現し、必要に応じてネットワークを介して、他の情報処理装置との間で各種のデータやプログラムを送受信する。 The communication unit 105 is controlled by the control unit 101, and realizes wired or wireless communications such as those typified by LAN (Local Area Network) and Bluetooth (registered trademark), and transmits and receives various data and programs to and from other information processing devices via the network as necessary.

 ドライブ106は、磁気ディスク(フレキシブルディスクを含む)、光ディスク(CD-ROM(Compact Disc-Read Only Memory)、DVD(Digital Versatile Disc)を含む)、光磁気ディスク(MD(Mini Disc)を含む)、もしくは半導体メモリなどのリムーバブル記憶媒体107に対してデータを読み書きする。 The drive 106 reads and writes data from and to removable storage media 107, such as magnetic disks (including flexible disks), optical disks (including CD-ROMs (Compact Disc-Read Only Memory) and DVDs (Digital Versatile Discs)), magneto-optical disks (including MDs (Mini Discs)), or semiconductor memories.

 尚、図5の制御装置32は、パーソナルコンピュータなどの情報処理装置により実現される構成例を示しているが、同一の機能を備えている限り、その他の構成であってもよく、例えば、ネットワーク上の複数のサーバにより実現される構成であってもよいし、クラウドコンピューティングにより実現されてもよい。 Note that while the control device 32 in Figure 5 shows an example configuration implemented by an information processing device such as a personal computer, other configurations are possible as long as the same functions are provided. For example, it may be implemented by multiple servers on a network, or it may be implemented by cloud computing.

 <ユーザ端末のハードウェア構成例>
 次に、図6を参照して、ユーザ端末35のハードウェア構成例について説明する。
<Example of user terminal hardware configuration>
Next, an example of the hardware configuration of the user terminal 35 will be described with reference to FIG.

 ユーザ端末35は、制御部151、入力部152、出力部153、記憶部154、通信部155、ドライブ156、およびリムーバブル記憶媒体157、並びにGPS159より構成されており、相互にバス158を介して接続されており、データやプログラムを送受信することができる。 The user terminal 35 is composed of a control unit 151, an input unit 152, an output unit 153, a memory unit 154, a communication unit 155, a drive 156, a removable storage medium 157, and a GPS 159, all of which are interconnected via a bus 158, allowing the transmission and reception of data and programs.

 尚、制御部81、制御部151、入力部152、出力部153、記憶部154、通信部155、ドライブ156、リムーバブル記憶媒体157、および相互にバス158は、それぞれ入力部102、出力部103、記憶部104、通信部105、ドライブ106、リムーバブル記憶媒体107、および相互にバス108と対応するので、適宜説明は省略する。 Note that the control unit 81, control unit 151, input unit 152, output unit 153, memory unit 154, communication unit 155, drive 156, removable storage medium 157, and bus 158 correspond to the input unit 102, output unit 103, memory unit 104, communication unit 105, drive 106, removable storage medium 107, and bus 108, respectively, and therefore descriptions will be omitted where appropriate.

 また、入力部152および出力部153は、双方の機能を備えたタッチパネルからなるユーザインタフェース181として機能する。 In addition, the input unit 152 and output unit 153 function as a user interface 181 consisting of a touch panel that has both functions.

 制御部151は、圃場管理アプリ(アプリケーションプログラム)171を備えている。 The control unit 151 is equipped with a farm field management app (application program) 171.

 圃場管理アプリ171は、ユーザによりインストールされ、ユーザインタフェース181がユーザにより操作されることで入力される情報に基づいて、圃場の位置や栽培される作物の種別の情報、検定畝の位置、および潅水量を圃場情報141として登録する。 The field management application 171 is installed by the user and registers information such as the location of the field, the type of crop being cultivated, the location of the test furrows, and the amount of irrigation water as field information 141 based on information input by the user operating the user interface 181.

 圃場管理アプリ171は、制御装置32より送信されてくる圃場31の検定畝毎のRGB画像や生育指標マップを取得すると、ユーザインタフェース181に提示すると共に、生産者であるユーザによるユーザインタフェース181の操作入力に基づいて、検定畝毎の評価入力を受け付けて、制御装置32に供給する。 When the field management application 171 acquires RGB images and growth index maps for each test row in the field 31 sent from the control device 32, it displays them on the user interface 181, and also accepts evaluation input for each test row based on operation input from the user (producer) on the user interface 181, and supplies this to the control device 32.

 GPS(Global Positioning System)159は、図示せぬ衛星からの電波に基づいて、ユーザ端末35の地球上の位置情報を取得して、制御部151に出力する。 The GPS (Global Positioning System) 159 acquires information about the user terminal 35's location on Earth based on radio waves from satellites (not shown) and outputs this information to the control unit 151.

 <圃場における検定畝および非検定畝の配置例>
 次に、図7を参照して、圃場における検定畝および非検定畝の配置例について説明する。
<Example of test and non-test row layout in a field>
Next, an example of the arrangement of test ridges and non-test ridges in a farm field will be described with reference to FIG.

 図7で示されるように、圃場31には、水平方向に列が形成されるように所定間隔で農作物が植えられる、畝が設けられており、各畝の下(本紙面奥側)には、潅水路として機能する潅水チューブ203が設けられている。 As shown in Figure 7, the field 31 has ridges on which crops are planted at predetermined intervals to form horizontal rows, and irrigation tubes 203 that function as irrigation channels are provided below each ridge (toward the back of this page).

 図7においては、潅水チューブ203は、一点鎖線で水平方向に伸びる複数の矩形枠で表現されており、それぞれが潅水装置41に接続されており、畝の下部に暗渠として埋設されている。 In Figure 7, the irrigation tubes 203 are represented by multiple rectangular frames extending horizontally with dashed lines, each connected to an irrigation device 41 and buried as culverts at the bottom of the ridges.

 潅水チューブ203には、所定の間隔で水を土壌に排出する穴部が設けられており、暗渠として設けられているため、潅水装置41より供給される潅水を、穴部より土壌に畝を単位として供給している。 The irrigation tube 203 has holes at predetermined intervals that drain water into the soil, and is designed as an underdrain, so that irrigation water supplied from the irrigation device 41 is supplied to the soil through the holes on a furrow-by-furrow basis.

 潅水チューブ203は、畝を単位として設けられているので、潅水装置41が潅水チューブ203に供給する潅水量を調整することで、畝を単位として潅水量を調整することが可能な構成とされている。 The irrigation tubes 203 are arranged in units of ridges, so that the irrigation device 41 can adjust the amount of irrigation water supplied to the irrigation tubes 203, thereby making it possible to adjust the amount of irrigation water on a ridge-by-ridge basis.

 畝には、検定畝201と非検定畝202とが設定されており、図7においては、説明のため、上から検定畝201-1、非検定畝202-1、検定畝201-2、非検定畝202-2、検定畝201-3、非検定畝202-3、検定畝201-4、および非検定畝202-4が設定されている。 The ridges are divided into test ridges 201 and non-test ridges 202, and in Figure 7, for the purpose of explanation, test ridge 201-1, non-test ridge 202-1, test ridge 201-2, non-test ridge 202-2, test ridge 201-3, non-test ridge 202-3, test ridge 201-4, and non-test ridge 202-4 are set from top to bottom.

 検定畝201-1~201-4、および非検定畝202-1~202-4のそれぞれを特に区別する必要がない場合、単に、検定畝201および非検定畝202と称し、その他の構成についても同様に称する。 When there is no need to particularly distinguish between the test ridges 201-1 to 201-4 and the non-test ridges 202-1 to 202-4, they will simply be referred to as test ridges 201 and non-test ridges 202, and the same will be used for other configurations.

 また、図7においては、各検定畝201は、1列の畝から構成されており、各非検定畝202は、2列の畝を単位として構成されているが、この限りではない。すなわち、検定畝201は、所定数の非検定畝202毎に、その一部に数列程度の検定畝が配置されていればよい。 In addition, in Figure 7, each test ridge 201 is made up of one row of ridges, and each non-test ridge 202 is made up of two rows of ridges, but this is not limited to this. In other words, it is sufficient that the test ridges 201 have several rows of test ridges arranged in part for every predetermined number of non-test ridges 202.

 尚、検定畝201を構成する畝の数に対する、非検定畝を構成する畝の数は、一般には、図7よりも多く設定されるものであるが、ここでは、説明を簡略化するために、検定畝201と非検定畝202との畝の数をそれぞれ1列および2列であるものとする。 Note that the number of ridges that make up the non-test ridges relative to the number of ridges that make up the test ridge 201 is generally set to be greater than that shown in Figure 7, but here, to simplify the explanation, we will assume that the number of ridges in the test ridge 201 and the non-test ridge 202 is one row and two rows, respectively.

 検定畝201-1~201-4のそれぞれには、図中左端部に検定木201a-1~201a-4が設けられており、検定木201a-1~201a-4のそれぞれの下に、土壌センサ53-1~53-4が設けられている。 Each of the test ridges 201-1 to 201-4 has a test tree 201a-1 to 201a-4 at the left end in the figure, and soil sensors 53-1 to 53-4 are installed below each of the test trees 201a-1 to 201a-4.

 すなわち、実際には、土壌センサ53により検出される土壌情報は、検定畝201のうちの検定木201aについてのみの情報となるが、同一の畝については、ほぼ同一の土壌情報の土壌であるとみなすことができ、また、同一の潅水チューブ203により同一の潅水制御ができる上、栽培する植物の個体差などによる影響を考慮するため、検定木201aにおける土壌センサ53により検出される土壌情報は、同一の畝について適用する。 In other words, in reality, the soil information detected by the soil sensor 53 is only information about the test tree 201a in the test ridge 201, but the soil in the same ridge can be considered to have almost the same soil information, and the same irrigation control can be performed using the same irrigation tube 203.In addition, to take into account the effects of individual differences in the plants being cultivated, the soil information detected by the soil sensor 53 in the test tree 201a is applied to the same ridge.

 従って、検定畝201の検定木201aにおける土壌センサ53により検出される土壌情報を検定畝201の代表値として扱うものとし、同一の検定畝201に植えられている複数の植物についても同様に管理されるようにする。 Therefore, the soil information detected by the soil sensor 53 on the test tree 201a of the test furrow 201 is treated as a representative value for the test furrow 201, and multiple plants planted in the same test furrow 201 are managed in the same way.

 潅水制御部135は、土壌センサ53の検出結果となる土壌水分の情報と、気象ステーション52より供給される気象情報とに加えて、ネットワーク33を介して取得可能な気象データベース34の気象データと、センサ部42からのセンサデータとから、水ストレスや害虫などがない標準状態における基準蒸発散量(ETc)を求め、基準蒸発散量(ETc)に基づいて、初期潅水における潅水量を決定する。 The irrigation control unit 135 calculates the standard evapotranspiration (ETc) under standard conditions, i.e., when there is no water stress or pests, from the soil moisture information detected by the soil sensor 53, the weather information supplied by the weather station 52, the weather data in the weather database 34 obtainable via the network 33, and the sensor data from the sensor unit 42, and determines the amount of water to be irrigated during the initial irrigation based on the standard evapotranspiration (ETc).

 また、潅水制御部135は、ユーザ端末35におけるユーザインタフェース181が生産者であるユーザにより操作されることで、圃場管理アプリ171を介して設定される、潅水量の割り当てに応じて、検定畝毎の潅水量を決定する。圃場管理アプリ171を介して設定される、潅水量の割り当てとは、例えば、検定畝毎に設定される、潅水停止閾値の大きさを、例えば、4種類以上設定することを意味する。本実施の形態のように、潅水開始閾値が、全ての検定畝で統一されている場合、例えば、4つの潅水畝に対して、4種類の潅水停止閾値が設定されることにより、初期潅水において検定畝毎にそれぞれ異なる4種類の潅水量が設定されることになる。 Furthermore, the irrigation control unit 135 determines the amount of irrigation water for each test ridge according to the allocation of irrigation water amounts set via the field management app 171 by the producer operating the user interface 181 on the user terminal 35. The allocation of irrigation water amounts set via the field management app 171 means, for example, setting four or more different irrigation stop thresholds for each test ridge. If the irrigation start threshold is the same for all test ridges, as in this embodiment, for example, four different irrigation stop thresholds are set for the four irrigation ridges, and four different irrigation amounts are set for each test ridge during initial irrigation.

 例えば、図7で示されるように、検定畝201-1に対しては、潅水開始閾値および潅水停止閾値が、蒸発散量が、基準蒸発散量(ETc)の100%であるときの潅水量となるように設定され、検定畝201-2に対しては、潅水開始閾値および潅水停止閾値が、基準蒸発散量(ETc)の83%であるときの潅水量となるように設定され、検定畝201-3に対しては、潅水開始閾値および潅水停止閾値が、基準蒸発散量(ETc)の66%であるときの潅水量となるように設定され、検定畝201-4に対しては、潅水開始閾値および潅水停止閾値が、基準蒸発散量(ETc)の50%であるときの潅水量となるように設定されるものとする。 For example, as shown in FIG. 7, for test ridge 201-1, the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 100% of the standard evapotranspiration rate (ETc); for test ridge 201-2, the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 83% of the standard evapotranspiration rate (ETc); for test ridge 201-3, the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 66% of the standard evapotranspiration rate (ETc); and for test ridge 201-4, the irrigation start threshold and irrigation stop threshold are set to the irrigation amount when the evapotranspiration rate is 50% of the standard evapotranspiration rate (ETc).

 潅水制御部135は、このように求めた初期潅水の検定畝201-2~202-4の潅水開始閾値および潅水停止閾値を圃場情報管理部134に供給する。圃場情報管理部134は、検定畝201-2~202-4の初期潅水における潅水開始閾値および潅水停止閾値を登録する。また、圃場情報管理部134は、初期潅水における非検定畝202-1~202-4の潅水量については、基準蒸発散量(ETc)の100%であるときの潅水量であるものとする。 The irrigation control unit 135 supplies the irrigation start threshold and irrigation stop threshold for the test ridges 201-2 to 202-4 for initial irrigation determined in this manner to the field information management unit 134. The field information management unit 134 registers the irrigation start threshold and irrigation stop threshold for the initial irrigation of the test ridges 201-2 to 202-4. Furthermore, the field information management unit 134 determines that the irrigation amount for the non-test ridges 202-1 to 202-4 for initial irrigation is the irrigation amount when the amount is 100% of the reference evapotranspiration rate (ETc).

 そして、潅水制御部135は、この圃場情報141に基づいて、初期潅水において、検定畝201-1~202-4のそれぞれに設定された潅水開始閾値および潅水停止閾値で潅水を施すように、潅水装置41を制御する。 Then, based on this field information 141, the irrigation control unit 135 controls the irrigation device 41 so that, during initial irrigation, irrigation is performed at the irrigation start threshold and irrigation stop threshold set for each of the test ridges 201-1 to 202-4.

 尚、本実施の形態においては、潅水開始閾値は、全ての検定畝で同一であるので、実質的に潅水停止閾値により潅水量が設定されることになる。また、以上においては、潅水量を基準潅水量に対する所定の割合となるように、潅水開始閾値および潅水停止閾値が設定される旨の説明がなされているが、特定の潅水量を潅水開始閾値および潅水停止閾値から設定することは困難であり、潅水開始閾値および潅水停止閾値から特定の潅水量となるように制御することは難しい。しかしながら、詳細は後述するが、4種類以上の異なる潅水量が設定できればよいので、潅水開始閾値が、全ての検定畝で同一にされるときには、植物が生育可能な水ストレスの最小値と最大値との間に、4つ以上の検定畝において、それぞれ異なる4種類の潅水停止閾値が設定され、それぞれの初期潅水における実態的な4種類の異なる潅水量が、基準潅水量に対する割合として計測できればよい。 In this embodiment, the irrigation start threshold is the same for all test rows, so the irrigation amount is essentially set by the irrigation stop threshold. Furthermore, while the above explanation has been given that the irrigation start threshold and irrigation stop threshold are set so that the irrigation amount is a predetermined ratio to the reference irrigation amount, it is difficult to set a specific irrigation amount from the irrigation start threshold and irrigation stop threshold, and it is difficult to control a specific irrigation amount from the irrigation start threshold and irrigation stop threshold. However, as will be described in detail later, it is sufficient to be able to set four or more different irrigation amounts. Therefore, when the irrigation start threshold is set to the same for all test rows, four different irrigation stop thresholds are set for the four or more test rows between the minimum and maximum water stress levels at which plants can grow, and the four different actual irrigation amounts for each initial irrigation can be measured as a ratio to the reference irrigation amount.

 例えば、樹水分張力から求められる水ストレスの値に基づいた潅水停止閾値として、枯れる、少なめ、ほどほど、標準、および多めの5つの条件のうち、枯れるを除く4種類の条件を満たすような値が設定されるようにしてもよい。 For example, the threshold for stopping watering based on the water stress value obtained from tree water tension may be set to a value that satisfies four of the five conditions of withering, low, moderate, standard, and high, excluding withering.

 <初期潅水に基づいた潅水量の設定>
 次に、図8,図9を参照して、初期潅水に基づいた潅水量の設定について説明する。
<Setting the amount of irrigation based on the initial irrigation>
Next, setting of the amount of irrigation water based on the initial irrigation water will be described with reference to FIGS.

 上述したように初期潅水における検定畝201毎の潅水量および非検定畝202の潅水量が設定されて、設定された潅水量で所定期間だけ潅水が施された後、制御装置32の生育状況取得部133は、例えば、図8で示されるように、ドローンや衛星などからなる生育状況センサ51を制御して、生育状況センサ51のカメラ51aにより撮像される圃場31のRGB画像や各種の生育指標を生成するための所定波長帯域の画像を取得する。 As described above, the amount of irrigation water for each test ridge 201 and the amount of irrigation water for the non-test ridges 202 during initial irrigation is set, and irrigation is performed for a predetermined period of time at the set amount of irrigation water. After this, the growth status acquisition unit 133 of the control device 32 controls the growth status sensor 51, which may be a drone or satellite, as shown in FIG. 8, to acquire RGB images of the field 31 captured by the camera 51a of the growth status sensor 51, as well as images in a predetermined wavelength band for generating various growth indices.

 生育状況取得部133は、RGB画像や所定波長帯域の画像に基づいて、例えば、図8で示されるような生育指標マップP1を生成する。 The growth status acquisition unit 133 generates a growth index map P1, such as that shown in Figure 8, based on the RGB image or an image in a specified wavelength band.

 図8の生育指標マップP1は、例えば、赤外線画像と赤色画像とから求められるNDVIからなる生育指標マップである。尚、RGB画像に基づいて、葉の付き方や葉の色を確認するような場合、RGB画像そのものも生育指標マップP1と同様に利用される。 Growth index map P1 in Figure 8 is a growth index map consisting of NDVI calculated from, for example, an infrared image and a red image. Note that when checking leaf attachment and leaf color based on an RGB image, the RGB image itself can be used in the same way as growth index map P1.

 潅水制御部135は、このように取得された生育指標マップP1における、検定畝201-1~201-4と対応する範囲Z1~Z4に分割し、初期潅水以降の通常潅水における潅水量を設定する。 The irrigation control unit 135 divides the growth index map P1 thus acquired into ranges Z1 to Z4 corresponding to the test rows 201-1 to 201-4, and sets the amount of irrigation water for normal irrigation after the initial irrigation.

 ここで、より詳細な例として、生育指標マップP1における範囲Z1~Z4のそれぞれの生育状況が、例えば、図9で示されるように分布される場合について考える。 As a more detailed example, consider the case where the growth conditions in each of the ranges Z1 to Z4 on the growth index map P1 are distributed as shown in Figure 9.

 この場合、範囲Z4である、基準蒸発散量(ETc)における基準潅水量の50%であるときの潅水量における生育状況が最も低く、次いで、基準蒸発散量(ETc)における基準潅水量の66%であるときの潅水量における生育状況が低く、基準蒸発散量(ETc)における基準潅水量の83%、および基準蒸発散量(ETc)における基準潅水量の100%であるときの潅水量における生育状況がほぼ同一で最も高い。 In this case, the growth condition is lowest at the irrigation amount of 50% of the standard irrigation amount at the standard evapotranspiration (ETc), which is in range Z4, followed by the growth condition at the irrigation amount of 66% of the standard irrigation amount at the standard evapotranspiration (ETc), and the growth conditions are almost identical and highest at the irrigation amounts of 83% of the standard irrigation amount at the standard evapotranspiration (ETc) and 100% of the standard irrigation amount at the standard evapotranspiration (ETc).

 このような場合、生育状況のみを指標として潅水量を決定するときには、潅水制御部135は、圃場31全体の潅水量を、生育状況が最も高く、かつ、潅水量が少ない、基準蒸発散量(ETc)における基準潅水量の83%であるときの潅水量に設定する。 In such cases, when determining the irrigation amount using only the growth condition as an indicator, the irrigation control unit 135 sets the irrigation amount for the entire field 31 to the irrigation amount when the growth condition is the highest and the irrigation amount is the lowest, that is, 83% of the standard irrigation amount for the standard evapotranspiration rate (ETc).

 このような処理により、ユーザである生産者の評価を必要とすることなく、通常潅水における潅水量をほぼ自動的に設定することが可能となる。 This process makes it possible to set the amount of water used for regular irrigation almost automatically, without requiring evaluation by the producer user.

 また、生育指標マップP1とRGB画像との両方が取得され、ユーザ端末35に供給されて、圃場管理アプリ171によりユーザインタフェース181上でユーザに提示された結果、ユーザにより範囲Z3の葉の色がよく、または、葉の付きがよいので、評価が最も高い場合、潅水制御部135は、圃場31全体の潅水量を、範囲Z3に対応する検定畝に設定された潅水条件である基準蒸発散量(ETc)における基準潅水量の66%であるときの潅水量に設定するようにしてもよい。 Furthermore, if both the growth index map P1 and the RGB image are acquired, supplied to the user terminal 35, and presented to the user on the user interface 181 by the field management application 171, and the user gives the highest rating to range Z3 because the leaf color or leaf attachment is good, the irrigation control unit 135 may set the irrigation amount for the entire field 31 to the irrigation amount when it is 66% of the standard irrigation amount for the standard evapotranspiration (ETc), which is the irrigation condition set for the test furrow corresponding to range Z3.

 すなわち、この場合、ユーザである生産者の評価に基づいて、通常潅水における潅水量を手動で設定することになる。 In other words, in this case, the amount of water for normal irrigation will be set manually based on the evaluation of the user (producer).

 さらに、ユーザにより範囲Z4の生育状況になるのは避けたいといった評価が入力されるような場合、潅水制御部135は、圃場31全体の潅水量を、範囲Z4の基準蒸発散量(ETc)の50%であるときの潅水量よりも多く、最も潅水量が少ない、基準蒸発散量(ETc)の66%であるときの潅水量に設定するようにしてもよい。 Furthermore, if the user inputs an evaluation indicating that they would like to avoid growth conditions in range Z4, the irrigation control unit 135 may set the irrigation amount for the entire field 31 to a value that is greater than the irrigation amount when the irrigation amount is 50% of the standard evapotranspiration rate (ETc) for range Z4, and is the lowest irrigation amount when the irrigation amount is 66% of the standard evapotranspiration rate (ETc).

 すなわち、この場合、ユーザである生産者の評価に基づいて、通常潅水における潅水量を半自動で設定することが可能となる。 In other words, in this case, it becomes possible to semi-automatically set the amount of water for regular irrigation based on the evaluation of the user (producer).

 <圃場情報登録処理>
 次に、図10のフローチャートを参照して、圃場情報登録処理について説明する。
<Field information registration process>
Next, the farm field information registration process will be described with reference to the flowchart of FIG.

 ステップS31において、ユーザ端末35の制御部151により制御される圃場管理アプリ171は、ユーザインタフェース181が操作されて、圃場情報登録処理が指示されたか否かを判定する。 In step S31, the farm field management app 171, which is controlled by the control unit 151 of the user terminal 35, determines whether the user interface 181 has been operated to instruct the farm field information registration process.

 ステップS31において、圃場情報登録処理が指示されたと判定された場合、処理は、ステップS32に進む。 If it is determined in step S31 that a command to register farm field information has been issued, processing proceeds to step S32.

 ステップS32において、圃場管理アプリ171は、通信部155を制御して、制御装置32に対して、圃場情報を要求する。 In step S32, the field management app 171 controls the communication unit 155 to request field information from the control device 32.

 ステップS51において、制御装置32の制御部101により制御される圃場情報管理部134は、通信部105を制御して、ユーザ端末35より圃場情報が要求されたか否かを判定する。 In step S51, the field information management unit 134, which is controlled by the control unit 101 of the control device 32, controls the communication unit 105 to determine whether field information has been requested by the user terminal 35.

 ステップS51において、圃場情報の要求があった場合、処理は、ステップS52に進む。 If a request for field information is made in step S51, processing proceeds to step S52.

 ステップS52において、圃場情報管理部134は、記憶部104に登録している圃場情報141を読み出して、通信部105を制御して、ユーザ端末35に送信する。尚、圃場情報の登録が一切ない場合、空の圃場情報がユーザ端末35に送信されるようにしてもよい。 In step S52, the field information management unit 134 reads the field information 141 registered in the memory unit 104 and controls the communication unit 105 to send it to the user terminal 35. Note that if no field information is registered, empty field information may be sent to the user terminal 35.

 尚、ステップS51において、圃場情報の要求がない場合、ステップS52の処理はスキップされる。 If no request for field information is made in step S51, processing in step S52 is skipped.

 ステップS33において、圃場管理アプリ171は、通信部155を制御して、制御装置32より送信されてくる圃場情報を取得する。 In step S33, the farm field management app 171 controls the communication unit 155 to acquire the farm field information transmitted from the control device 32.

 ステップS34において、圃場管理アプリ171は、圃場情報に基づいて、ユーザインタフェース181に圃場情報登録画像を表示する。 In step S34, the field management application 171 displays a field information registration image on the user interface 181 based on the field information.

 圃場情報登録画像は、例えば、図11のユーザインタフェース181に示されるような表示画像である。図11の圃場情報登録画像においては、それぞれ破線で囲まれた領域Z1~Z3に圃場が設定されており、それぞれに圃場情報表示欄251-1~251-3が設けられて表示されている。 The field information registration image is, for example, a display image such as that shown in the user interface 181 in Figure 11. In the field information registration image in Figure 11, fields are set in areas Z1 to Z3, each surrounded by a dashed line, and field information display columns 251-1 to 251-3 are provided and displayed in each area.

 すなわち、図11においては、領域Z1は、圃場情報表示欄251-1で示されるように、上から順に、「圃場A」、「XXX」、および「大豆」と表記されており、圃場名が「圃場A」であり、土質が「XXX」であり、作物種名が「大豆」であることが示されている。 In other words, in Figure 11, area Z1 is displayed in the field information display column 251-1, with "Field A," "XXX," and "Soybean" written from top to bottom, indicating that the field name is "Field A," the soil type is "XXX," and the crop species name is "Soybean."

 また、領域Z2は、圃場情報表示欄251-2で示されるように、上から順に、「圃場B」、「XXX」、および「大豆」と表記されており、圃場名が「圃場B」であり、土質が「XXX」であり、作物種名が「大豆」であることが示されている。 Furthermore, as shown in the field information display column 251-2, area Z2 is written from top to bottom as "Field B," "XXX," and "Soybean," indicating that the field name is "Field B," the soil type is "XXX," and the crop species name is "Soybean."

 さらに、領域Z3は、圃場情報表示欄251-3で示されるように、上から順に、「圃場C」、「YYY」、および「トウモロコシ」と表記されており、圃場名が「圃場C」であり、土質が「YYY」であり、作物種名が「トウモロコシ」であることが示されている。 Furthermore, as shown in the field information display column 251-3, area Z3 is written as "Field C," "YYY," and "Corn" from top to bottom, indicating that the field name is "Field C," the soil type is "YYY," and the crop species name is "Corn."

 新規で登録したい圃場がある場合、ユーザは、ユーザインタフェース181を操作して、破線で囲まれた領域Z1~Z3と同様に、地図上の圃場に登録したい領域を設定し、さらに、圃場情報表示欄251に表記される、圃場名、土質、および作物種名を編集して登録する。 If there is a new field that the user wants to register, the user operates the user interface 181 to set the area on the map that they want to register, similar to the areas Z1 to Z3 surrounded by dashed lines, and then edits and registers the field name, soil type, and crop species name displayed in the field information display area 251.

 また、既存の圃場情報を更新したい場合、地図上の位置を変更したいときには、ユーザは、ユーザインタフェース181上に表示された地図上に、領域Z1~Z3のうち、変更した破線の形状を編集して更新する。また、圃場名、土質、および作物種名を変更したい場合については、圃場情報表示欄251に表記される、圃場名、土質、および作物種名を編集して更新する。 Furthermore, if the user wishes to update existing field information or change its location on the map, the user can update it by editing the shape of the modified dashed lines in areas Z1 to Z3 on the map displayed on the user interface 181. Furthermore, if the user wishes to change the field name, soil type, and crop species name, the user can update them by editing the field name, soil type, and crop species name displayed in the field information display area 251.

 尚、圃場情報表示欄251に表記される情報は、図11においては、圃場名、土質、および作物種名とされているが、これ以外の情報が表記されると共に、登録されてもよい。 In Figure 11, the information displayed in the field information display field 251 is the field name, soil type, and crop species name, but other information may also be displayed and registered.

 ここで、図10のフローチャートの説明に戻る。 Now, let's return to the explanation of the flowchart in Figure 10.

 ステップS35において、圃場管理アプリ171は、圃場情報の編集がなされたか否かを判定する。 In step S35, the field management app 171 determines whether the field information has been edited.

 ステップS35において、圃場情報の編集がなされた場合、処理は、ステップS36に進む。 If the field information is edited in step S35, processing proceeds to step S36.

 ステップS36において、圃場管理アプリ171は、圃場情報の編集入力を受け付けて、一時的に記憶部154に格納する。 In step S36, the field management application 171 accepts edited input for the field information and temporarily stores it in the memory unit 154.

 尚、ステップS35において、圃場情報の編集がない場合、ステップS36の処理は、スキップする。 If no edits to the field information are made in step S35, the processing in step S36 is skipped.

 また、ステップS31において、圃場情報登録処理が指示されない場合、ステップS32~S36の処理は、スキップされる。 Furthermore, if the field information registration process is not instructed in step S31, steps S32 to S36 are skipped.

 ステップS37において、圃場管理アプリ171は、ユーザインタフェース181が操作されて、圃場情報登録処理の終了が指示されたか否かを判定する。 In step S37, the field management app 171 determines whether the user interface 181 has been operated to instruct the end of the field information registration process.

 ステップS37において、圃場情報登録処理の終了が指示されていない場合、処理は、ステップS31に戻り、それ以降の処理が繰り返される。 If an instruction to end the field information registration process is not given in step S37, processing returns to step S31, and the subsequent steps are repeated.

 そして、ステップS37において、圃場情報登録処理の終了が指示された場合、処理は、ステップS38に進む。 If an instruction to end the field information registration process is given in step S37, processing proceeds to step S38.

 ステップS38において、圃場管理アプリ171は、圃場情報が編集されたか否かを判定する。 In step S38, the field management app 171 determines whether the field information has been edited.

 ステップS38において、圃場情報が編集されていると判定された場合、処理は、ステップS39に進む。 If it is determined in step S38 that the field information has been edited, processing proceeds to step S39.

 ステップS39において、圃場管理アプリ171は、通信部155を制御して、記憶部154に一時的に記憶されている、編集された圃場情報を制御装置32に送信する。 In step S39, the field management app 171 controls the communication unit 155 to transmit the edited field information, which is temporarily stored in the memory unit 154, to the control device 32.

 ステップS53において、圃場情報管理部134は、通信部105を制御して、編集された圃場情報が、ユーザ端末35から送信されてきたか否かを判定する。 In step S53, the field information management unit 134 controls the communication unit 105 to determine whether the edited field information has been transmitted from the user terminal 35.

 ステップS53において、編集された圃場情報が、ユーザ端末35から送信されてきたと判定された場合、処理は、ステップS54に進む。 If it is determined in step S53 that the edited field information has been sent from the user terminal 35, processing proceeds to step S54.

 ステップS54において、圃場情報管理部134は、通信部105を制御して、送信されてきた編集された圃場情報を取得すると、記憶部104に記憶されている更新前の圃場情報141を取得した圃場情報で更新して登録する。 In step S54, the field information management unit 134 controls the communication unit 105 to acquire the edited field information that has been transmitted, and then updates and registers the pre-update field information 141 stored in the memory unit 104 with the acquired field information.

 尚、ステップS53において、編集された圃場情報が、ユーザ端末35から送信されてきたと判定されない場合、ステップS54の処理はスキップされる。 If it is not determined in step S53 that the edited field information has been sent from the user terminal 35, the processing of step S54 is skipped.

 ステップS55において、処理の終了が指示されているか否かが判定され、処理の終了が指示されていない場合、処理は、ステップS51に戻り、それ以降の処理がなされる。 In step S55, it is determined whether an instruction to end the process has been issued, and if an instruction to end the process has not been issued, the process returns to step S51 and subsequent steps are carried out.

 そして、ステップS55において、処理の終了が指示された場合、処理は、終了する。 Then, in step S55, if an instruction to end the process is given, the process ends.

 以上の処理により、生産者であるユーザが、ユーザ端末35のユーザインタフェース181を操作することで、新規の圃場情報を登録したり、登録済みの圃場情報を編集することが可能となる。 The above process allows the producer user to register new field information or edit already registered field information by operating the user interface 181 of the user terminal 35.

 <検定畝位置表示登録処理>
 次に、図12のフローチャートを参照して、検定畝の位置を表示する、または、検定畝の位置を登録または編集する検定畝位置表示登録処理について説明する。
<Inspection ridge position display and registration process>
Next, with reference to the flowchart in FIG. 12, a description will be given of the inspection ridge position display and registration process for displaying the positions of the inspection ridges or for registering or editing the positions of the inspection ridges.

 ステップS71において、圃場管理アプリ171は、ユーザインタフェース181が操作されて、検定畝位置表示登録処理が指示されたか否かを判定する。 In step S71, the farm field management app 171 determines whether the user interface 181 has been operated to instruct the inspection ridge position display and registration process.

 ステップS71において、検定畝位置表示登録処理が指示されたと判定された場合、処理は、ステップS72に進む。 If it is determined in step S71 that the inspection furrow position display and registration process has been instructed, processing proceeds to step S72.

 ステップS72において、圃場管理アプリ171は、ユーザインタフェース181を制御して、検定畝位置表示登録処理の対象となる作物種名の指定を要求する画像を提示すると共に、作物種名の操作入力を受け付ける。 In step S72, the field management application 171 controls the user interface 181 to present an image requesting the user to specify the name of the crop species to be subject to the test row position display and registration process, and accepts input of the crop species name.

 ステップS73において、圃場管理アプリ171は、通信部155を制御して、制御装置32に対して、検定畝位置表示登録処理の対象となる作物種名を通知する。 In step S73, the field management application 171 controls the communication unit 155 to notify the control device 32 of the name of the crop species that is the subject of the inspection furrow position display and registration process.

 ステップS91において、制御装置32の制御部101により制御される圃場情報管理部134は、通信部105を制御して、ユーザ端末35より検定畝位置表示登録処理の対象となる作物種名が指定されたか否かを判定する。 In step S91, the field information management unit 134, which is controlled by the control unit 101 of the control device 32, controls the communication unit 105 to determine whether the name of the crop species to be subject to the test row position display and registration process has been specified by the user terminal 35.

 ステップS91において、検定畝位置表示登録処理の対象となる作物種名が指定された場合、処理は、ステップS92に進む。 If the name of the crop species to be subject to the test row position display and registration process is specified in step S91, processing proceeds to step S92.

 ステップS92において、圃場情報管理部134は、記憶部104に登録している圃場情報141のうち、指定された検定畝位置表示登録処理の対象となる作物種名の圃場情報を読み出す。 In step S92, the field information management unit 134 reads out the field information for the crop species name that is the target of the specified test row position display registration process from the field information 141 registered in the memory unit 104.

 ステップS93において、圃場情報管理部134は、指定された作物種名の圃場情報において、検定畝が未設定か否かを判定する。 In step S93, the field information management unit 134 determines whether or not a test furrow has been set in the field information for the specified crop species name.

 ステップS93において、検定畝が未設定であると判定された場合、処理は、ステップS94に進む。 If it is determined in step S93 that the test furrow has not been set, processing proceeds to step S94.

 ステップS94において、圃場情報管理部134は、検定畝について、土壌センサ53が配置されている検定木が植えられた畝を基準として、推奨配置を設定して配置(再配置)する。 In step S94, the field information management unit 134 sets a recommended layout for the test ridge, using the ridge in which the test tree on which the soil sensor 53 is located and planted as a reference, and then places (re-locates) the test ridge.

 尚、ここでいう推奨配置とは、指定された作物種名の圃場31内の、土壌センサ53が配置されている畝のうちの、いずれか最小数分(例えば、4つ)の畝がランダムに選択されるときの配置である。最小数分が4つとされる理由は、図9を参照して説明したように検定畝の条件が4種類以上でないと、適切な条件の選定が難しくなるためである。すなわち、例えば、検定畝が、3種類である場合、いずれか1つでも外れ値が発生すると、適切な条件の選定が難しくなるためである。ただし、検定畝の最小数は、4に限定されるものではなく、4以上であればよい。 Note that the recommended layout referred to here is a layout in which a minimum number of ridges (for example, four) on which soil sensors 53 are placed are randomly selected within the field 31 of the specified crop species. The reason the minimum number is four is because, as explained with reference to Figure 9, it becomes difficult to select appropriate conditions unless there are four or more types of test ridge conditions. In other words, for example, if there are three types of test ridges, it becomes difficult to select appropriate conditions if any one of them exhibits an outlier. However, the minimum number of test ridges is not limited to four, as long as it is four or more.

 また、検定畝の位置が未設定の状態で検定畝位置表示登録処理が繰り返される場合、他の土壌センサ53が存在する畝が選択できる限り、異なる畝が検定畝の推奨配置として設定されるようにしてもよい。 Furthermore, if the test ridge position display and registration process is repeated when the position of the test ridge has not yet been set, a different ridge may be set as the recommended placement of the test ridge, as long as a ridge on which another soil sensor 53 is present can be selected.

 ステップS95において、圃場情報管理部134は、通信部105を制御して、指定された作物種名の登録されている検定畝の配置情報と、検定畝に選定可能な畝の位置を特定するための土壌センサ53が設定された畝の位置とをユーザ端末35に送信する。 In step S95, the field information management unit 134 controls the communication unit 105 to transmit to the user terminal 35 the layout information of the test ridges in which the specified crop species name is registered, and the positions of the ridges in which the soil sensors 53 are set to identify the positions of ridges that can be selected as test ridges.

 ここで、検定畝が未設定の場合、ステップS94の処理により設定された、推奨配置の情報が検定畝の位置として、ユーザ端末35に送信される。また、検定畝の配置情報が設定されている場合には、登録された検定畝の配置情報が送信される。 If the test ridge has not yet been set, the recommended placement information set by the processing in step S94 is sent to the user terminal 35 as the position of the test ridge. If the placement information for the test ridge has been set, the placement information for the registered test ridge is sent.

 尚、ステップS91において、検定畝位置表示登録処理の対象となる作物種名が指定されない場合、ステップS92~S95の処理はスキップされる。また、ステップS93において、検定畝の配置情報が登録されている場合、ステップS94の処理は、スキップされる。 If the name of the crop species to be subject to the test ridge position display and registration process is not specified in step S91, steps S92 to S95 are skipped. Also, if test ridge position information is registered in step S93, step S94 is skipped.

 ステップS74において、圃場管理アプリ171は、通信部155を制御して、制御装置32より送信されてくる、指定した作物種名の検定畝の配置情報と、検定畝に選定可能な畝の位置を特定するための土壌センサ53が設定された畝の位置とを取得する。 In step S74, the field management application 171 controls the communication unit 155 to acquire the test ridge placement information for the specified crop species name sent from the control device 32, as well as the location of the ridge where the soil sensor 53 is set to identify the location of the ridge that can be selected as the test ridge.

 ステップS34において、圃場管理アプリ171は、取得した作物種名の検定畝の配置情報に基づいて、登録済みの検定畝の配置情報、または、検定畝の推奨配置を示す検定畝位置表示画像を生成して、ユーザインタフェース181に表示する。 In step S34, the field management application 171 generates a test ridge position display image showing the registered test ridge placement information or the recommended test ridge placement based on the test ridge placement information for the acquired crop species name, and displays it on the user interface 181.

 検定畝位置表示画像は、例えば、図13のユーザインタフェース181に示されるような表示画像である。図13の検定畝位置表示画像においては、それぞれ破線で囲まれた領域Z1,Z2に圃場が設定されており、さらに、それぞれの圃場内に一点鎖線で囲まれた領域Z11,Z12に検定畝が設定されており、それぞれに検定畝登録情報表示欄261-1,261-2が設けられて表示されている。 The test ridge position display image is, for example, a display image such as that shown in the user interface 181 of Figure 13. In the test ridge position display image of Figure 13, fields are set in areas Z1 and Z2, each surrounded by a dashed line, and test ridges are set in areas Z11 and Z12, each surrounded by a dot-dash line, within each field, and test ridge registration information display fields 261-1 and 261-2 are provided and displayed, respectively.

 尚、上述したように、検定畝は、圃場31毎に4つ以上が設定されることが前提とされるが、図13の表記においては、説明を簡単にするため、圃場31を表現する範囲Z1,Z2のそれぞれに1つずつのみの検定畝が表示される例が示されている。したがって、現実には、圃場31を表現する範囲Z1,Z2のそれぞれについて、4つ以上の検定畝が設定されるので、一点鎖線で囲まれる領域Z11,Z12と同様の領域が、1つの圃場31を示す範囲Z1,Z2のそれぞれに4つ以上ずつ設定されることになる。 As mentioned above, it is assumed that four or more test ridges are set for each field 31, but in the notation of Figure 13, for simplicity of explanation, an example is shown in which only one test ridge is displayed in each of ranges Z1 and Z2 representing field 31. Therefore, in reality, four or more test ridges are set in each of ranges Z1 and Z2 representing field 31, and four or more areas similar to areas Z11 and Z12 surrounded by dashed lines are set in each of ranges Z1 and Z2 representing one field 31.

 より詳細には、図13においては、領域Z11は、検定畝登録情報表示欄261-1で示されるように、上から順に、「検定畝P」、および「潅水量Lv1/4」と表記されており、検定畝名が「検定畝P」であり、「潅水量Lv1/4」により、4種類の潅水量のうち、最も少ない潅水量となるように、潅水停止閾値が設定されていることが示されている。すなわち、「潅水量Lvx/4」の「x/4」は、4種類の潅水量を設定するための4種類の潅水停止閾値のうち、x番目に少ない潅水量を設定する潅水停止閾値、換言すれば、(5-x)番目に大きな潅水停止閾値である。 In more detail, in Figure 13, area Z11 is labeled "Test Ridge P" and "Irrigation Amount Lv1/4" from top to bottom, as shown in the test ridge registration information display field 261-1, indicating that the test ridge name is "Test Ridge P" and that the irrigation stop threshold is set to "Irrigation Amount Lv1/4" so that the irrigation amount is the smallest of the four irrigation amounts. In other words, the "x/4" in "Irrigation Amount Lvx/4" is the irrigation stop threshold that sets the xth smallest irrigation amount of the four irrigation stop thresholds used to set the four irrigation amounts; in other words, it is the (5-x)th largest irrigation stop threshold.

 領域Z12は、検定畝登録情報表示欄261-2で示されるように、上から順に、「検定畝Q」、および「潅水量Lv3/4」と表記されており、検定畝名が「検定畝Q」であり、「潅水量Lv3/4」により、4種類の潅水量のうち、3番目に少ない潅水量となるように、潅水停止閾値が設定されていることが示されている。 As shown in the test ridge registration information display field 261-2, area Z12 is labeled "Test Ridge Q" and "Irrigation Amount Level 3/4" from top to bottom, indicating that the test ridge name is "Test Ridge Q" and that the irrigation stop threshold is set to "Irrigation Amount Level 3/4," which is the third lowest irrigation amount among the four types of irrigation amounts.

 さらに、その下には、それぞれ「表示」、「決定」、および「再配置」と表記されたボタン271~273が表示されている。 Furthermore, below that are buttons 271 to 273 labeled "Display," "Confirm," and "Relocate."

 「表示」と表記されたボタン271は、登録済みの検定畝の配置情報、または、検定畝が未登録であるときの推奨配置を表示させるとき、ユーザにより押下(タップ)されるボタンである。 The button 271 labeled "Display" is pressed (tapped) by the user to display the placement information of registered test ridges, or the recommended placement when test ridges have not yet been registered.

 「決定」と表記されたボタン272は、検定畝の配置情報の編集が完了して、編集結果に基づいて検定畝の配置情報を決定するとき、ユーザにより押下(タップ)されるボタンである。 The button 272 labeled "Decide" is pressed (tapped) by the user when editing of the placement information of the test ridge is completed and the placement information of the test ridge is decided based on the editing results.

 「再配置」と表記されたボタン273は、検定畝が未設定であるとき、他の推奨配置を表示させるとき、ユーザにより押下(タップ)されるボタンである。すなわち、この場合、圃場管理アプリ171は、例えば、土壌センサ53が設置されていることが示されている他の4つの畝の位置をランダムに選択して推奨配置として表示する。 The button 273 labeled "Re-arrangement" is pressed (tapped) by the user when the test ridge has not been set and other recommended layouts are to be displayed. In other words, in this case, the farm field management app 171 randomly selects the positions of the other four ridges where soil sensors 53 are shown to be installed, and displays them as recommended layouts.

 また、図13における領域Z11,Z12のように、推奨配置として表記された検定畝のうち、検定畝の配置として決定するときには、一点鎖線の領域内を押下することで、例えば、グレーアウト表示させ、検定畝として仮決めされていることが表示されるようにしてもよい。 Furthermore, when deciding on the placement of a test ridge among the test ridges displayed as recommended placements, such as areas Z11 and Z12 in Figure 13, by pressing within the area indicated by the dashed dotted line, it may be displayed as grayed out, for example, to indicate that it has been provisionally selected as a test ridge.

 さらに、このように、一部に仮決めされた検定畝の位置がある状態で、残りの検定畝を設定する際に、「再配置」と表記されたボタン273が押下されるとき、圃場管理アプリ171は、グレーアウトされた仮決めされた畝については、検定畝として設定されているものとし、仮決めされていない残りの検定畝を土壌センサ53が配置されていることが示される他の畝の位置にランダムに変更して推奨配置として表示するようにしてもよい。 Furthermore, when some test ridge positions have been provisionally determined and the button 273 labeled "Relocate" is pressed when setting the remaining test ridges, the field management app 171 may treat the grayed-out provisionally determined ridges as having been set as test ridges, and may randomly change the positions of the remaining test ridges that have not been provisionally determined to other ridge positions that indicate that soil sensors 53 are located, and display them as recommended placements.

 また、検定畝として選択可能な、土壌センサ53が配置されている畝を検定畝の候補畝として、例えば、全てホワイトアウト表示するようにして、その中から4つの畝を検定畝としてユーザがユーザインタフェース181を操作して選択できるようにして、選択された畝をグレーアウト表示して仮決めされた検定畝として表示するようにしてもよい。 Furthermore, ridges on which soil sensors 53 are located that can be selected as test ridges may be displayed as candidate test ridges, for example, all in white, and the user may operate the user interface 181 to select four of these as test ridges, with the selected ridges then displayed in gray as provisionally determined test ridges.

 ここで、図12のフローチャートの説明に戻る。 Now, let's return to the explanation of the flowchart in Figure 12.

 ステップS75において、圃場管理アプリ171は、検定畝の配置設定がなされたか否かを判定する。 In step S75, the farm field management application 171 determines whether the placement of the test ridges has been set.

 ステップS75において、検定畝の仮決め操作などがなされるなどして、配置設定がなされた場合、処理は、ステップS76に進む。 If the placement is set in step S75, such as by temporarily determining the test furrows, processing proceeds to step S76.

 ステップS76において、圃場管理アプリ171は、検定畝の仮決め操作などがなされるなどして、配置設定がなされた検定畝の配置情報を登録し、一時的に記憶部154に格納する。 In step S76, the farm field management application 171 registers the placement information of the test ridges whose placement has been set, such as by performing a provisional determination operation for the test ridges, and temporarily stores this information in the memory unit 154.

 ステップS77において、圃場管理アプリ171は、ユーザインタフェース181が操作されて、例えば、上述した「決定」と表記されたボタン272が操作されるなどして、決定操作がなされたか否かを判定する。 In step S77, the farm field management app 171 determines whether a confirmation operation has been performed by operating the user interface 181, for example, by operating the button 272 labeled "Confirm" as described above.

 ステップS77において、決定操作がなされていないと判定された場合、処理は、ステップS75に戻り、それ以降の処理が繰り返される。 If it is determined in step S77 that a confirmation operation has not been performed, processing returns to step S75, and the subsequent processing is repeated.

 そして、ステップS77において、決定操作がなされたと判定された場合、処理は、ステップS78に進む。 If it is determined in step S77 that a confirmation operation has been performed, processing proceeds to step S78.

 ステップS78において、圃場管理アプリ171は、記憶部154より、配置設定がなされた検定畝の配置情報を読み出して、通信部105を制御して、制御装置32に送信する。 In step S78, the farm field management application 171 reads the layout information of the test ridges for which layout settings have been made from the memory unit 154, and controls the communication unit 105 to send it to the control device 32.

 尚、検定畝の配置設定がなされない場合、ステップS78の処理は、スキップされるようにしてもよい。 If the placement of the test ridges is not set, the processing of step S78 may be skipped.

 また、ステップS71において、検定畝位置表示登録処理が指示されない場合、ステップS72~S78の処理は、スキップされる。 Also, if the inspection furrow position display and registration process is not instructed in step S71, steps S72 to S78 are skipped.

 ステップS79において、圃場管理アプリ171は、ユーザインタフェース181が操作されて、検定畝位置表示登録処理の終了が指示されたか否かを判定する。 In step S79, the farm field management application 171 determines whether the user interface 181 has been operated to instruct the end of the inspection ridge position display and registration process.

 ステップS79において、検定畝位置表示登録処理の終了が指示されていない場合、処理は、ステップS71に戻る。 If an instruction to end the inspection furrow position display and registration process is not given in step S79, processing returns to step S71.

 ステップS79において、検定畝位置表示登録処理の終了が指示された場合、処理は、終了する。 If an instruction to end the inspection furrow position display and registration process is issued in step S79, the process ends.

 ステップS96において、圃場情報管理部134は、通信部105を制御して、検定畝の配置情報が、ユーザ端末35から送信されてきたか否かを判定する。 In step S96, the field information management unit 134 controls the communication unit 105 to determine whether or not the placement information of the test ridges has been transmitted from the user terminal 35.

 ステップS96において、検定畝の配置情報が、ユーザ端末35から送信されてきたと判定された場合、処理は、ステップS97に進む。 If it is determined in step S96 that the placement information for the test ridges has been sent from the user terminal 35, processing proceeds to step S97.

 ステップS97において、圃場情報管理部134は、通信部105を制御して、送信されてきた検定畝の配置情報を取得すると、記憶部104に記憶されている更新前の検定畝の配置情報で更新して登録する。 In step S97, the field information management unit 134 controls the communication unit 105 to acquire the transmitted test ridge layout information, and then updates and registers it with the test ridge layout information before the update stored in the memory unit 104.

 尚、ステップS96において、検定畝の配置情報が、ユーザ端末35から送信されてきたと判定されない場合、ステップS97の処理はスキップされる。 If it is not determined in step S96 that the placement information for the test ridges has been sent from the user terminal 35, the processing of step S97 is skipped.

 ステップS98において、処理の終了が指示されているか否かが判定され、処理の終了が指示されていない場合、処理は、ステップS91に戻り、それ以降の処理がなされる。 In step S98, it is determined whether an instruction to end the process has been issued, and if an instruction to end the process has not been issued, the process returns to step S91 and subsequent steps are carried out.

 そして、ステップS98において、処理の終了が指示された場合、処理は、終了する。 Then, in step S98, if an instruction to end the process is given, the process ends.

 以上の処理により、生産者であるユーザが、ユーザ端末35のユーザインタフェース181を操作することで、検定畝の配置情報を表示して確認する、または、編集することが可能になると共に、未設定の検定畝の配置を登録することが可能となる。また、検定畝の配置情報を登録する際、未設定の検定畝が存在するときには、推奨配置が提示されることになるので、ユーザである生産者が検定畝の一つ一つの配置を設定することなく、配置を設定することが可能となり、ユーザによる検定畝の設定に係る負担を小さくすることが可能となる。 The above process allows the producer user to display and check or edit the placement information of test ridges by operating the user interface 181 of the user terminal 35, and also allows the user to register the placement of unset test ridges. Furthermore, when registering the placement information of test ridges, if there are unset test ridges, a recommended placement will be presented, so the producer user can set the placement without having to set the placement of each test ridge individually, thereby reducing the burden on the user associated with setting test ridges.

 尚、以上においては、圃場31内の一部に1つの検定畝群が設定される例について説明してきたが、これは、圃場31が広大であっても、場所に応じて、土壌特性、地質、地形、気候などに変化がないことを前提としており、このため、1つの検定畝群の初期潅水条件における生育指標で圃場31全体の潅水を決定することができる。 In the above, we have explained an example in which one test ridge group is set up in a part of the field 31. However, this is based on the assumption that even if the field 31 is large, there will be no variations in soil characteristics, geology, topography, climate, etc. depending on the location. Therefore, the growth index for the initial irrigation conditions of one test ridge group can be used to determine the irrigation for the entire field 31.

 しかしながら、圃場が広大であって、場所に応じて、土壌特性、地質、地形、気象条件などに変化がある場合については、基準蒸発散量(ETc)や土壌水分量などが異なるので、それぞれ個別に検定畝群を設定し、検定畝群毎に初期潅水条件を設定する必要がある。 However, if the field is large and the soil characteristics, geology, topography, and weather conditions vary depending on the location, the standard evapotranspiration (ETc) and soil moisture content will differ, so it is necessary to set up individual test rows and set initial irrigation conditions for each test row.

 このため、圃場31が広大であり、土壌特性、地質、地形、気象条件などが異なるエリアが存在する場合には、圃場31内の土壌特性、地質、地形、気象条件などが異なるエリアを予め区分しておき、その区分けされたエリア毎に検定畝群の推奨配置が提示されるようにしてもよい。 For this reason, if the field 31 is large and contains areas with different soil characteristics, geology, topography, weather conditions, etc., it is possible to divide the fields 31 into areas with different soil characteristics, geology, topography, weather conditions, etc. in advance, and present recommended placements of test furrow groups for each divided area.

 この場合、潅水制御部135は、エリア毎に設定された検定畝群により設定された初期潅水条件で、エリア毎に検定畝の潅水を制御する。そして、潅水制御部135は、エリア毎の初期潅水条件で潅水されることで得らえる生育指標に基づいて通常潅水条件を設定し、非検定畝の潅水を制御する。 In this case, the irrigation control unit 135 controls the irrigation of the test ridges for each area using the initial irrigation conditions set by the test ridge group set for each area. The irrigation control unit 135 then sets normal irrigation conditions based on the growth index obtained by irrigating under the initial irrigation conditions for each area, and controls the irrigation of the non-test ridges.

 <検定畝初期潅水条件登録処理>
 次に、図14のフローチャートを参照して、検定畝初期潅水条件登録処理について説明する。
<Registering test ridge initial irrigation conditions>
Next, the test furrow initial irrigation condition registration process will be described with reference to the flowchart of FIG.

 ステップS111において、圃場管理アプリ171は、ユーザインタフェース181が操作されて、検定畝初期潅水条件登録処理が指示されたか否かを判定する。 In step S111, the field management application 171 determines whether the user interface 181 has been operated to instruct the test ridge initial irrigation condition registration process.

 ステップS111において、検定畝初期潅水条件登録処理が指示されたと判定された場合、処理は、ステップS112に進む。 If it is determined in step S111 that the test furrow initial irrigation condition registration process has been instructed, processing proceeds to step S112.

 ステップS112において、圃場管理アプリ171は、ユーザインタフェース181を制御して、検定畝初期潅水条件登録処理の対象となる作物種名の指定を要求する画像を提示すると共に、作物種名の操作入力を受け付ける。 In step S112, the field management application 171 controls the user interface 181 to present an image requesting the user to specify the name of the crop species to be targeted for the test furrow initial irrigation condition registration process, and accepts input of the crop species name.

 ステップS113において、圃場管理アプリ171は、通信部155を制御して、制御装置32に対して、検定畝初期潅水条件登録処理の対象となる作物種名を通知する。 In step S113, the field management application 171 controls the communication unit 155 to notify the control device 32 of the name of the crop species that is the subject of the test furrow initial irrigation condition registration process.

 ステップS131において、制御装置32の制御部101により制御される圃場情報管理部134は、通信部105を制御して、ユーザ端末35より検定畝初期潅水条件登録処理の対象となる作物種名が指定されたか否かを判定する。 In step S131, the field information management unit 134, which is controlled by the control unit 101 of the control device 32, controls the communication unit 105 to determine whether the name of the crop species to be subject to the test furrow initial irrigation condition registration process has been specified from the user terminal 35.

 ステップS131において、検定畝位置表示登録処理の対象となる作物種名が指定された場合、処理は、ステップS132に進む。 If the name of the crop species to be subject to the test row position display and registration process is specified in step S131, processing proceeds to step S132.

 ステップS132において、圃場情報管理部134は、記憶部104に登録している圃場情報141のうち、指定された検定畝初期潅水条件登録処理の対象となる作物種名の圃場情報を読み出す。 In step S132, the field information management unit 134 reads out the field information for the crop species name that is the target of the specified test ridge initial irrigation condition registration process from the field information 141 registered in the memory unit 104.

 ステップS133において、圃場情報管理部134は、指定された検定畝初期潅水条件登録処理の対象となる作物種名の圃場情報における検定畝の初期潅水条件が未登録か否かを判定する。 In step S133, the field information management unit 134 determines whether the initial irrigation conditions for the test ridge in the field information for the specified crop species name that is the target of the test ridge initial irrigation condition registration process are unregistered.

 ステップS133において、検定畝の初期潅水条件が未登録であると判定された場合、処理は、ステップS134に進む。 If it is determined in step S133 that the initial irrigation conditions for the test furrow are not registered, processing proceeds to step S134.

 ステップS134において、圃場情報管理部134は、検定畝の配置情報について、初期潅水条件の推奨条件を設定する。 In step S134, the field information management unit 134 sets recommended initial irrigation conditions for the test furrow placement information.

 尚、ここでいう初期潅水条件の推奨条件とは、指定された作物種名の圃場31内に設定される複数の検定畝の潅水条件のそれぞれを異なるようにランダムに設定したものである。 Note that the recommended initial irrigation conditions referred to here are randomly set irrigation conditions that are different for each of the multiple test rows set within the field 31 of the specified crop species.

 また、検定畝の初期潅水条件が未登録の状態で検定畝位置表示登録処理が繰り返される場合、基本的に複数の検定畝に設定される潅水条件がランダムに変化して設定されるようにしてもよい。 Furthermore, if the test ridge position display and registration process is repeated when the initial irrigation conditions for the test ridges have not yet been registered, the irrigation conditions set for multiple test ridges may basically be changed randomly.

 ステップS135において、圃場情報管理部134は、通信部105を制御して、指定された作物種名で登録されている初期潅水条件が登録されている場合、登録された初期潅水条件を、または、初期潅水条件が未登録の場合、推奨条件として設定された初期潅水条件をユーザ端末35に送信する。 In step S135, the field information management unit 134 controls the communication unit 105 to transmit to the user terminal 35 the registered initial irrigation conditions if they have been registered for the specified crop species, or the initial irrigation conditions set as recommended conditions if they have not been registered.

 尚、ステップS131において、検定畝位置表示登録処理の対象となる作物種名が指定されない場合、ステップS132~S135の処理はスキップされる。また、ステップS133において、初期潅水条件が未登録ではない場合、ステップS134の処理はスキップされる。 If the name of the crop species to be subject to the test row position display and registration process is not specified in step S131, steps S132 to S135 are skipped. Furthermore, if the initial irrigation conditions are not unregistered in step S133, step S134 is skipped.

 ステップS134において、圃場管理アプリ171は、通信部155を制御して、制御装置32より送信されてくる、指定した作物種名の検定畝の登録済みの初期潅水条件、または、推奨条件からなる初期潅水条件を取得して、初期潅水条件登録画像を生成して、ユーザインタフェース181に表示する。 In step S134, the field management application 171 controls the communication unit 155 to acquire the registered initial irrigation conditions or the initial irrigation conditions consisting of recommended conditions for the test rows of the specified crop species name transmitted from the control device 32, and generates an initial irrigation condition registration image and displays it on the user interface 181.

 初期潅水条件登録画像は、例えば、図15のユーザインタフェース181に示されるような表示画像である。図15の初期潅水条件登録画像においては、それぞれ破線で囲まれた領域Z1,Z2に圃場が設定されており、さらに、それぞれの中に一点鎖線で囲まれた領域Z11,Z12に検定畝が設定されており、それぞれに検定畝登録情報表示欄281-1,281-2が設けられて表示されている。尚、検定畝登録情報表示欄281-1,281-2は、基本的に、図13の検定畝登録情報表示欄261-1,261-2と同様のものである。 The initial irrigation condition registration image is, for example, a display image such as that shown in the user interface 181 of Figure 15. In the initial irrigation condition registration image of Figure 15, fields are set in areas Z1 and Z2, each surrounded by a dashed line, and test ridges are set in areas Z11 and Z12, each surrounded by a dot-dash line, with test ridge registration information display fields 281-1 and 281-2 provided and displayed for each. Note that the test ridge registration information display fields 281-1 and 281-2 are basically the same as the test ridge registration information display fields 261-1 and 261-2 of Figure 13.

 すなわち、図15においては、領域Z11は、検定畝登録情報表示欄281-1で示されるように、上から順に、「検定畝P」、および「潅水量Lv1/4」と表記されており、検定畝名が「検定畝P」であり、初期潅水条件が、4種類の潅水量のうち、最も少ない潅水量に設定されていることが示されている。 In other words, in Figure 15, area Z11 is labeled "Test Ridge P" and "Irrigation Amount Level 1/4" from top to bottom, as shown in the test ridge registration information display field 281-1, indicating that the test ridge name is "Test Ridge P" and that the initial irrigation conditions are set to the smallest irrigation amount of the four types of irrigation amounts.

 領域Z12は、検定畝登録情報表示欄281-2で示されるように、上から順に、「検定畝Q」、および「ETc75%」と表記されており、検定畝名が「検定畝Q」であり、初期潅水条件が、4種類の潅水量のうち、3番目に少ない潅水量に設定されていることが示されている。 As shown in the test ridge registration information display field 281-2, area Z12 is labeled "Test ridge Q" and "ETc 75%" from top to bottom, indicating that the test ridge name is "Test ridge Q" and that the initial irrigation conditions are set to the third-lowest irrigation amount of the four types of irrigation amounts.

 さらに、その下には、それぞれ「表示」、「決定」、および「再条件設定」と表記されたボタン291~293が表示されている。 Furthermore, below that are buttons 291-293 labeled "Display," "Confirm," and "Re-set conditions."

 「表示」と表記されたボタン291は、登録済みの検定畝の初期潅水条件、または、推奨条件としての初期潅水条件を表示させるとき、ユーザにより押下(タップ)されるボタンである。 The button 291 labeled "Display" is pressed (tapped) by the user to display the initial irrigation conditions for the registered test furrows, or the initial irrigation conditions as recommended conditions.

 「決定」と表記されたボタン272は、検定畝の初期潅水条件の編集が完了して、編集結果に基づいて検定畝の初期潅水条件を決定するとき、ユーザにより押下(タップ)されるボタンである。 The button 272 labeled "Decide" is pressed (tapped) by the user when editing of the initial irrigation conditions for the test furrow is completed and the initial irrigation conditions for the test furrow are determined based on the editing results.

 「再条件設定」と表記されたボタン273は、検定畝の初期潅水条件が未登録であるとき、他の推奨条件を表示させるとき、ユーザにより押下(タップ)されるボタンである。すなわち、この場合、圃場管理アプリ171は、例えば、設定されている複数の検定畝の初期潅水条件が、それぞれ異なるようにランダムに選択して推奨条件としての初期潅水条件を表示する。 The button 273 labeled "Re-set conditions" is pressed (tapped) by the user when the initial irrigation conditions for the test ridge have not been registered and other recommended conditions are to be displayed. In other words, in this case, the farm field management app 171 randomly selects different initial irrigation conditions from the initial irrigation conditions for the multiple test ridges that have been set, and displays these as recommended initial irrigation conditions.

 また、図15における領域Z11,Z12のように、表記された検定畝の初期潅水条件うち、いずれかの初期潅水条件を仮決めするときには、一点鎖線の領域内を押下することで、例えば、グレーアウト表示させ、選択された検定畝の初期潅水条件が仮決めされていることが表示されるようにしてもよい。 Furthermore, when tentatively deciding on one of the initial irrigation conditions for the indicated test furrows, such as areas Z11 and Z12 in Figure 15, by pressing within the area indicated by the dashed dotted line, it may be displayed as grayed out, for example, to indicate that the initial irrigation conditions for the selected test furrow have been tentatively decided.

 さらに、このように、一部に初期潅水条件が仮決めされた検定畝がある状態で、残りの検定畝の初期潅水条件を設定する際に、「再条件設定」と表記されたボタン293が押下されるとき、圃場管理アプリ171は、グレーアウトされた初期潅水条件が仮決めされた畝については、初期潅水条件が登録されているものとし、残りの検定畝の初期潅水条件が異なるようにランダムに変更して再条件設定された推奨条件として表示するようにしてもよい。 Furthermore, when there are test ridges for which initial irrigation conditions have been provisionally determined and the button 293 labeled "Re-set conditions" is pressed when setting the initial irrigation conditions for the remaining test ridges, the field management app 171 may treat the grayed-out ridges for which initial irrigation conditions have been provisionally determined as having registered initial irrigation conditions, and may randomly change the initial irrigation conditions for the remaining test ridges so that they are different, and display them as re-set recommended conditions.

 また、初期潅水条件が未登録の検定畝については、例えば、全てホワイトアウト表示するようにして、初期潅水条件を設定して仮決めしようとする検定畝を選択できるようにして、選択された畝をグレーアウト表示して仮決めされた検定畝として表示するようにしてもよい。 Furthermore, for test ridges for which initial irrigation conditions have not been registered, all may be displayed in white, for example, so that test ridges for which initial irrigation conditions are to be set and provisionally determined can be selected, and the selected ridge may be displayed in gray as a provisionally determined test ridge.

 さらに、図16で示されるように、検定畝登録情報表示欄281’-1内の潅水量表示部281aを押下(タップ)すると、プルダウンメニュ281bが表示されて、プルダウンメニュ281b内の値を選択することで、ユーザが潅水量を設定できるようにしてもよい。 Furthermore, as shown in FIG. 16, when the irrigation amount display section 281a in the test ridge registration information display field 281'-1 is pressed (tapped), a pull-down menu 281b is displayed, and the user may be able to set the irrigation amount by selecting a value in the pull-down menu 281b.

 尚、図16においては、プルダウンメニュ281b内に上から「潅水量Lv1/4」、「潅水量Lv2/4」、「潅水量Lv3/4」、「潅水量Lv4/4」と表記されており、「潅水量Lv1/4」が選択されて、グレー表示されている。また、図16においては、潅水量が直接選択できるので、「再条件設定」と表記されたボタン291は、省略されている。 In Figure 16, the pull-down menu 281b lists, from top to bottom, "Irrigation Amount Level 1/4," "Irrigation Amount Level 2/4," "Irrigation Amount Level 3/4," and "Irrigation Amount Level 4/4," with "Irrigation Amount Level 1/4" selected and displayed in gray. Also, since the irrigation amount can be selected directly in Figure 16, the button 291 labeled "Re-set conditions" has been omitted.

 ここで、図14のフローチャートの説明に戻る。 Now, let's return to the explanation of the flowchart in Figure 14.

 ステップS115において、圃場管理アプリ171は、検定畝の初期潅水条件が設定されたか否かを判定する。 In step S115, the field management application 171 determines whether the initial irrigation conditions for the test furrow have been set.

 ステップS115において、検定畝の初期潅水条件が設定された場合、処理は、ステップS116に進む。 If the initial irrigation conditions for the test furrow are set in step S115, processing proceeds to step S116.

 ステップS116において、圃場管理アプリ171は、設定された初期潅水条件を登録し、一時的に記憶部154に格納する。 In step S116, the farm field management application 171 registers the set initial irrigation conditions and temporarily stores them in the memory unit 154.

 ステップS117において、圃場管理アプリ171は、ユーザインタフェース181が操作されて、例えば、上述した「決定」と表記されたボタン292が操作されるなどして、決定操作がなされたか否かを判定する。 In step S117, the farm field management app 171 determines whether a confirmation operation has been performed by operating the user interface 181, for example, by operating the button 292 labeled "Confirm" as described above.

 ステップS117において、決定操作がなされていないと判定された場合、処理は、ステップS115に戻り、ステップS115~S117の処理が繰り返される。 If it is determined in step S117 that a confirmation operation has not been performed, processing returns to step S115, and steps S115 to S117 are repeated.

 そして、ステップS117において、決定操作がなされたと判定された場合、処理は、ステップS118に進む。 If it is determined in step S117 that a confirmation operation has been performed, processing proceeds to step S118.

 ステップS118において、圃場管理アプリ171は、記憶部154より、登録された検定畝の初期潅水条件を読み出して、通信部105を制御して、制御装置32に送信する。 In step S118, the farm field management application 171 reads the registered initial irrigation conditions for the test furrow from the memory unit 154 and controls the communication unit 105 to transmit them to the control device 32.

 尚、検定畝の初期潅水条件の登録がなされない、または、登録済みの初期潅水条件に編集がなされない場合、ステップS118の処理は、スキップされるようにしてもよい。 Furthermore, if the initial irrigation conditions for the test furrow are not registered, or if the registered initial irrigation conditions are not edited, the processing of step S118 may be skipped.

 また、ステップS111において、検定畝初期潅水条件登録処理が指示されない場合、ステップS112~S118の処理は、スキップされる。 Furthermore, if the test furrow initial irrigation condition registration process is not instructed in step S111, steps S112 to S118 are skipped.

 ステップS119において、圃場管理アプリ171は、ユーザインタフェース181が操作されて、検定畝初期潅水条件登録処理の終了が指示されたか否かを判定する。 In step S119, the field management application 171 determines whether the user interface 181 has been operated to instruct the end of the test furrow initial irrigation condition registration process.

 ステップS119において、検定畝初期潅水条件登録処理の終了が指示されていない場合、処理は、ステップS111に戻り、それ以降の処理が繰り返される。 If an instruction to end the test furrow initial irrigation condition registration process is not given in step S119, processing returns to step S111, and subsequent processing is repeated.

 ステップS119において、検定畝初期潅水条件登録処理の終了が指示された場合、処理は、終了する。 If an instruction to end the test furrow initial irrigation condition registration process is issued in step S119, the process ends.

 ステップS136において、圃場情報管理部134は、通信部105を制御して、検定畝の初期潅水条件が、ユーザ端末35から送信されてきたか否かを判定する。 In step S136, the field information management unit 134 controls the communication unit 105 to determine whether the initial irrigation conditions for the test furrow have been transmitted from the user terminal 35.

 ステップS136において、検定畝の初期潅水条件が、ユーザ端末35から送信されてきたと判定された場合、処理は、ステップS137に進む。 If it is determined in step S136 that the initial irrigation conditions for the test furrow have been transmitted from the user terminal 35, processing proceeds to step S137.

 ステップS137において、圃場情報管理部134は、通信部105を制御して、送信されてきた検定畝の初期潅水条件を取得すると、記憶部104に記憶されている更新前の圃場情報141における検定畝の初期潅水条件を更新して登録する。 In step S137, the field information management unit 134 controls the communication unit 105 to acquire the initial irrigation conditions for the test ridge that have been transmitted, and then updates and registers the initial irrigation conditions for the test ridge in the pre-update field information 141 stored in the memory unit 104.

 尚、ステップS136において、検定畝の初期潅水条件が、ユーザ端末35から送信されてきたと判定されない場合、ステップS137の処理はスキップされる。 If it is not determined in step S136 that the initial irrigation conditions for the test furrow have been transmitted from the user terminal 35, processing in step S137 is skipped.

 ステップS138において、処理の終了が指示されているか否かが判定され、処理の終了が指示されていない場合、処理は、ステップS131に戻り、それ以降の処理がなされる。 In step S138, it is determined whether an instruction to end the process has been issued, and if an instruction to end the process has not been issued, the process returns to step S131 and subsequent steps are carried out.

 そして、ステップS138において、処理の終了が指示された場合、処理は、終了する。 Then, in step S138, if an instruction to end the process is given, the process ends.

 以上の処理により、生産者であるユーザが、ユーザ端末35のユーザインタフェース181を操作することで、検定畝の初期潅水条件を表示して確認する、または編集することが可能になると共に、未登録の検定畝の初期潅水条件を登録することが可能となる。 The above process allows the producer user to display, confirm, or edit the initial irrigation conditions for the test rows by operating the user interface 181 of the user terminal 35, and also allows the producer user to register the initial irrigation conditions for unregistered test rows.

 また、検定畝の初期潅水条件を登録する際、未設定の検定畝が存在するときには、推奨条件が提示されることになるので、ユーザである生産者が検定畝の一つ一つの初期潅水条件を設定することなく、初期潅水条件を設定することが可能となり、ユーザによる初期潅水条件の設定に係る負担を小さくすることが可能となる。 Furthermore, when registering initial irrigation conditions for test rows, if there are any test rows that have not been set, recommended conditions will be presented. This allows the user (producer) to set the initial irrigation conditions without having to set them for each test row individually, reducing the burden on the user associated with setting the initial irrigation conditions.

 さらに、初期潅水条件において設定しなければならない条件は、知識や経験がなければ知り得ない具体的な潅水量そのものではなく、樹水分張力から求められる水ストレスの値に基づいた4種類の潅水停止閾値を設定するための4種類の潅水量Lv1/4~潅水量Lv4/4のうちのいずれかを選択するのみとされている。このため、ユーザである生産者の知識や経験とは無関係に、栽培する植物が枯れてしまうようなことがない安全な範囲で4種類の異なる初期潅水条件を設定することが可能となる。 Furthermore, the conditions that must be set for the initial irrigation conditions are not the specific amount of irrigation water, which would be impossible to know without knowledge and experience, but rather the user simply selects one of four irrigation amounts from Level 1/4 to Level 4/4 to set four irrigation stop thresholds based on the water stress value obtained from the tree water tension. This makes it possible to set four different initial irrigation conditions within a safe range that will not cause the plants being cultivated to wither, regardless of the knowledge or experience of the user/producer.

 <初期潅水制御処理>
 次に、図17のフローチャートを参照して、初期潅水制御処理について説明する。
<Initial irrigation control process>
Next, the initial irrigation control process will be described with reference to the flowchart of FIG.

 ステップS151において、潅水制御部135は、記憶部104に登録されている圃場情報141を読み出して、初期潅水条件を読み出す。 In step S151, the irrigation control unit 135 reads the field information 141 registered in the memory unit 104 and reads the initial irrigation conditions.

 ステップS152において、潅水制御部135は、未処理の検定畝を処理対象畝に設定する。 In step S152, the irrigation control unit 135 sets the unprocessed test ridge as the ridge to be processed.

 ステップS153において、潅水制御部135は、土壌情報取得部132を制御して、処理対象畝の検定木の土壌センサ53より土壌水分量を計測する。 In step S153, the irrigation control unit 135 controls the soil information acquisition unit 132 to measure the soil moisture content using the soil sensor 53 of the test tree in the treatment target ridge.

 ステップS154において、潅水制御部135は、気象情報取得部131を制御して、気象ステーション52より、圃場31における温度、湿度、風速、および日射量等の気象に係る各種のデータを検出させて取得する。 In step S154, the irrigation control unit 135 controls the weather information acquisition unit 131 to detect and acquire various weather-related data, such as temperature, humidity, wind speed, and solar radiation in the field 31, from the weather station 52.

 ステップS155において、潅水制御部135は、土壌水分量および温度、湿度、風速、および日射量等の気象に係る各種のデータに基づいて、検定木における樹水分張力を推定する。 In step S155, the irrigation control unit 135 estimates the tree water tension of the test tree based on various meteorological data such as soil moisture content, temperature, humidity, wind speed, and solar radiation.

 ステップS156において、潅水制御部135は、樹水分張力と、気象データベース34とに基づいて、処理対象畝の検定木の潅水量と潅水タイミングとを決定する。すなわち、潅水が開始されていない状態であれば、潅水制御部135は、樹水分張力から求められる水ストレスの値と、潅水開始閾値とを比較して、潅水開始閾値よりも高いか否かを判定し、潅水開始閾値よりも高いとき、潅水を開始するタイミングとする。また、潅水が開始されている状態であれば、潅水制御部135は、樹水分張力から求められる水ストレスの値と、潅水停止閾値とを比較して、潅水停止閾値よりも低いか否かを判定し、潅水停止閾値よりも低いとき、潅水を停止するタイミングとする。 In step S156, the irrigation control unit 135 determines the amount and timing of irrigation for the test tree in the processing target furrow based on the tree water tension and the weather database 34. That is, if irrigation has not started, the irrigation control unit 135 compares the water stress value calculated from the tree water tension with the irrigation start threshold to determine whether it is higher than the irrigation start threshold, and if it is higher than the irrigation start threshold, it determines that it is time to start irrigation. Also, if irrigation has started, the irrigation control unit 135 compares the water stress value calculated from the tree water tension with the irrigation stop threshold to determine whether it is lower than the irrigation stop threshold, and if it is lower than the irrigation stop threshold, it determines that it is time to stop irrigation.

 ステップS157において、潅水制御部135は、処理対象畝の検定木の潅水量と潅水タイミングとから、処理対象畝全体の潅水量および潅水タイミングを調整するための潅水装置41の各種パラメータを調整する。 In step S157, the irrigation control unit 135 adjusts various parameters of the irrigation device 41 to adjust the irrigation amount and timing of the entire treatment target ridge based on the irrigation amount and timing of the test trees in the treatment target ridge.

 ステップS158において、潅水制御部135は、調整されたパラメータで潅水装置41を制御して、処理対象畝となる検定畝の潅水を開始または停止する。この際、潅水を開始するときには、開始時刻を記憶し、潅水を停止するときには、停止時刻から開始時刻までの経過時間から潅水時間を求め、単位時間当たりの潅水量に基づいて、検定畝毎の潅水量を積算する。 In step S158, the irrigation control unit 135 controls the irrigation device 41 using the adjusted parameters to start or stop irrigation of the test ridge that is the target ridge for treatment. When starting irrigation, the start time is stored, and when stopping irrigation, the irrigation time is calculated from the elapsed time from the stop time to the start time, and the irrigation amount for each test ridge is calculated based on the irrigation amount per unit time.

 ステップS159において、潅水制御部135は、未処理の検定畝があるか否かを判定し、未処理の検定畝が存在する場合、処理は、ステップS151に戻り、それ以降の処理を繰り返す。 In step S159, the irrigation control unit 135 determines whether there are any unprocessed test rows, and if there are any unprocessed test rows, the process returns to step S151 and repeats the subsequent steps.

 そして、ステップS159において、未処理の検定畝がなく、全ての検定畝について潅水がなされたと判定された場合、処理は、ステップS160に進む。 If it is determined in step S159 that there are no unprocessed test rows and that all test rows have been irrigated, processing proceeds to step S160.

 ステップS160において、潅水制御部135は、検定畝以外の畝である全ての非検定畝を、例えば、全ての検定畝の基準蒸発散量(ETc)の最大値に基づいた基準潅水量に設定して、潅水装置41を制御して潅水する。 In step S160, the irrigation control unit 135 sets the standard irrigation amount for all non-test ridges, i.e., ridges other than the test ridge, to, for example, a standard irrigation amount based on the maximum standard evapotranspiration (ETc) of all test ridges, and controls the irrigation device 41 to irrigate.

 ステップS161において、潅水制御部135は、所定時間だけ初期潅水がなされる初期潅水期間が終了したか否かを判定し、初期潅水期間が終了していない場合、処理は、ステップS152に戻る。すなわち、初期潅水期間が終了するまで、ステップS152~S161の処理が繰り返されて、検定畝毎に、樹水分張力から求められる水ストレスの値と、設定された潅水開始閾値および潅水停止閾値との比較に基づいた潅水制御が繰り返され、潅水時間に応じた潅水量が積算される。そして、ステップS161において、初期潅水期間が終了したと判定された場合、処理は、ステップS162に進む。 In step S161, the irrigation control unit 135 determines whether the initial irrigation period, during which initial irrigation is performed for a predetermined time, has ended. If the initial irrigation period has not ended, processing returns to step S152. In other words, steps S152 to S161 are repeated until the initial irrigation period ends, and irrigation control is repeated for each test furrow based on a comparison of the water stress value calculated from the tree water tension with the set irrigation start threshold and irrigation stop threshold, and the irrigation amount according to the irrigation time is accumulated. Then, if it is determined in step S161 that the initial irrigation period has ended, processing proceeds to step S162.

 ステップS162において、潅水制御部135は、検定畝毎に初期潅水における潅水量の積算値から、基準潅水量に対する割合を算出する。すなわち、初期潅水期間における検定畝毎の潅水量が、基準潅水量に対する割合として求められる。 In step S162, the irrigation control unit 135 calculates the ratio of the irrigation amount to the standard irrigation amount from the integrated value of the irrigation amount during the initial irrigation for each test ridge. In other words, the irrigation amount for each test ridge during the initial irrigation period is calculated as a ratio to the standard irrigation amount.

 以上の処理により、検定畝のそれぞれに対して設定された初期潅水条件に基づいて、潅水処理がなされることになる。 Through the above process, irrigation treatment will be carried out based on the initial irrigation conditions set for each test row.

 また、樹水分張力は土壌水分のみならず気象にも影響を受けるため、例えば、気温が高く、日差しが強ければ樹水分張力を維持するためには土壌水分を多くする必要があるが、逆に、気温が低く、日差しが弱ければ樹水分張力を維持するためには土壌水分は少なくする必要があり、現実の潅水量は気象条件に左右されるので、毎年同じ潅水量にはならない。 In addition, tree water tension is affected not only by soil moisture but also by weather; for example, if the temperature is high and the sun is strong, more soil moisture is needed to maintain tree water tension; conversely, if the temperature is low and the sun is weak, less soil moisture is needed to maintain tree water tension; and because the actual amount of water irrigation depends on weather conditions, it will not be the same every year.

 これに対して、以上の初期潅水制御処理においては、初期潅水条件として選択された4種類の潅水量Lv1/4~潅水量Lv4/4に対応付けて設定される、樹水分張力から求められる水ストレス値に対する4種類の潅水停止閾値を用いた実体的な潅水制御により、現実的な植物栽培環境における潅水量を適切に求めることが可能となる。  In contrast, the initial irrigation control process described above makes it possible to appropriately determine the amount of irrigation in a realistic plant cultivation environment by practically controlling irrigation using four types of irrigation stop thresholds for water stress values calculated from tree water tension, which are set in correspondence with the four types of irrigation amounts selected as initial irrigation conditions: irrigation amount Lv1/4 to irrigation amount Lv4/4.

 結果として、植物が栽培される同一の圃場であっても、日照りが続く年や、雨が多い年など、実態の気象状況に則した適切な潅水量で初期潅水処理を実現することが可能となる。 As a result, even in the same field where plants are grown, it will be possible to achieve initial irrigation treatment with an appropriate amount of water based on actual weather conditions, such as years with prolonged drought or heavy rain.

 <非検定畝潅水処理>
 次に、図18のフローチャートを参照して、非検定畝潅水処理について説明する。尚、この処理は、初期潅水制御処理がなされて、検定畝のそれぞれに対して設定された初期潅水条件での潅水がなされた後になされる通常潅水処理となる。
<Non-test furrow irrigation treatment>
Next, the non-test ridge irrigation process will be described with reference to the flowchart in Figure 18. This process is a normal irrigation process that is performed after the initial irrigation control process has been performed and irrigation has been performed under the initial irrigation conditions set for each test ridge.

 ステップS171において、潅水制御部135は、直前の処理から所定時間が経過したか否かを判定する。ここでは、最初においては、所定時間は、初期潅水条件による潅水制御が開始されて、圃場31で栽培される植物が所定レベルまで成長する期間とされる。 In step S171, the irrigation control unit 135 determines whether a predetermined time has elapsed since the previous processing. Initially, the predetermined time is the period from when irrigation control based on the initial irrigation conditions begins until the plants cultivated in the field 31 have grown to a predetermined level.

 ステップS171において、直前の処理から所定時間が経過したと判定された場合、処理は、ステップS172に進む。 If it is determined in step S171 that a predetermined amount of time has elapsed since the previous processing, processing proceeds to step S172.

 ステップS172において、潅水制御部135は、生育状況取得部133を制御して、ドローンや衛星により撮像されるRGB画像を始めとする各種波長帯の画像や、画像から得られる情報に基づいて生育指数を取得する。この際、潅水制御部135は、生育状況取得部133を制御して、近赤外画像と赤色画像とからNDVI画像のような生育指標マップ等を生成させて取得する。また、ドローンや衛星により撮像される画像については、この処理とは別に所定の時間間隔で繰り返し撮像されていることを前提としており、ここで取得するのは、直前の処理から、現在に至るまでに所定の時間間隔で繰り返し撮像された複数の撮像結果となる。 In step S172, the irrigation control unit 135 controls the growth status acquisition unit 133 to acquire growth indices based on images of various wavelength bands, including RGB images, captured by drones or satellites, and information obtained from the images. At this time, the irrigation control unit 135 controls the growth status acquisition unit 133 to generate and acquire growth index maps, such as NDVI images, from near-infrared images and red images. Furthermore, it is assumed that images captured by drones or satellites are captured repeatedly at predetermined time intervals, separate from this processing, and what is acquired here are multiple image results captured repeatedly at predetermined time intervals from the previous processing up to the present.

 ステップS173において、潅水制御部135は、取得した生育指標を、過去に取得した生育指標等と併せて、必要に応じて時系列に登録する。 In step S173, the irrigation control unit 135 registers the acquired growth index in chronological order, along with previously acquired growth indexes, etc., as necessary.

 ステップS174において、潅水制御部135は、生育指標の検出結果を、検定畝の位置毎に分割する。 In step S174, the irrigation control unit 135 divides the growth index detection results by the position of the test furrow.

 ステップS175において、潅水制御部135は、生育指標に基づいて、例えば、図9を参照して説明したように、デフォルトの潅水量を設定する。すなわち、図9の場合のように、例えば、生育状況が所定値よりも高く、潅水量が最も少ない初期潅水条件の潅水量がデフォルトの潅水量として設定されるようにしてもよい。 In step S175, the irrigation control unit 135 sets a default irrigation amount based on the growth index, for example, as described with reference to Figure 9. That is, as in the case of Figure 9, for example, the irrigation amount for the initial irrigation condition, in which the growth status is higher than a predetermined value and the irrigation amount is the lowest, may be set as the default irrigation amount.

 尚、デフォルトの潅水量の設定方法については、生育指標をどのように利用して決定するかを事前に設定しておくことで、その他の潅水量が設定されるようにしてもよい。 In addition, regarding the method for setting the default irrigation amount, other irrigation amounts can be set by setting in advance how the growth index will be used to determine the amount.

 例えば、圃場31で生育される植物のターゲットが収量であるような場合、所定の生育指標に基づいて、所定の収量よりも多い潅水条件の中で、最も潅水量が少ない潅水条件をデフォルトの潅水量としてもよい。 For example, if the target for plants grown in field 31 is yield, the irrigation condition with the least amount of irrigation among the irrigation conditions that result in a yield greater than a predetermined yield based on a predetermined growth index may be set as the default irrigation amount.

 また、例えば、圃場31で生育される植物のターゲットが、甘味や酸味の強さであるような場合、所定の生育指標に基づいて、甘味や酸味が所定よりも強い潅水条件の中で、最も潅水量が少ない潅水条件をデフォルトの潅水量としてもよい。 Furthermore, for example, if the target for plants grown in field 31 is the intensity of sweetness or sourness, the irrigation condition with the lowest irrigation amount among the irrigation conditions that result in a sweetness or sourness that is stronger than a predetermined value based on a predetermined growth index may be set as the default irrigation amount.

 ステップS176において、潅水制御部135は、生育指標に基づいて、検定畝毎の生育状況の提示情報を生成する。 In step S176, the irrigation control unit 135 generates presentation information on the growth status of each test row based on the growth index.

 ステップS177において、潅水制御部135は、通信部105を制御して、検定畝毎の生育状況の提示情報を、ユーザ端末35に送信する。 In step S177, the irrigation control unit 135 controls the communication unit 105 to send presentation information on the growth status of each test row to the user terminal 35.

 ステップS201において、ユーザ端末35の圃場管理アプリ171は、通信部155を制御して、検定畝毎の生育状況の提示情報が送信されてきたか否かを判定する。 In step S201, the farm field management application 171 of the user terminal 35 controls the communication unit 155 to determine whether or not information presenting the growth status for each test row has been transmitted.

 ステップS201において、検定畝毎の生育状況の提示情報が送信されてきた場合、処理は、ステップS202に進む。 If information presenting the growth status for each test row is transmitted in step S201, processing proceeds to step S202.

 ステップS202において、圃場管理アプリ171は、通信部155を制御して、送信されてきた検定畝毎の生育状況の提示情報を受信する。 In step S202, the farm field management application 171 controls the communication unit 155 to receive the transmitted information presenting the growth status of each test row.

 ステップS203において、圃場管理アプリ171は、ユーザインタフェース181を制御して、送信されてきた検定畝毎の生育状況の提示情報に基づいて、生育状況提示画像を生成し提示する。 In step S203, the farm field management application 171 controls the user interface 181 to generate and present a growth status presentation image based on the transmitted presentation information on the growth status for each test row.

 生育状況提示画像は、例えば、図19で示されるようなものである。図19の生育状況提示画像においては、上から検定畝提示欄301-1~301-4が設定され、それぞれに検定畝名が左部に表記され、その右側に生育指標代表値欄311-1~311-4、および生育指標マップ欄312-1~312-4が設けられている。 The growth status presentation image is, for example, as shown in Figure 19. In the growth status presentation image in Figure 19, test row presentation columns 301-1 to 301-4 are set from top to bottom, with the test row name written on the left side of each column, and growth index representative value columns 311-1 to 311-4 and growth index map columns 312-1 to 312-4 provided to the right.

 より詳細には、検定畝提示欄301-1においては、検定畝名として「検定畝P」が表記され、その右側の生育指標代表値欄311-1には、「23」と表記され、「検定畝P」の生育指標代表値が23であることが表されており、そのさらに右側に生育指標マップ欄312-1が設けられており、「検定畝P」の生育状況が生育指標マップにより提示されている。 More specifically, in the test ridge presentation column 301-1, the test ridge name is displayed as "Test ridge P," and to the right of that, in the growth index representative value column 311-1, "23" is displayed, indicating that the growth index representative value for "Test ridge P" is 23. Further to the right of that, there is a growth index map column 312-1, in which the growth status of "Test ridge P" is displayed using a growth index map.

 検定畝提示欄301-2おいては、検定畝名として「検定畝Q」が表記され、その右側の生育指標代表値欄311-2には、「70」と表記され、「検定畝Q」の生育指標代表値が70であることが表されており、そのさらに右側に生育指標マップ欄312-2が設けられており、「検定畝Q」の生育状況が生育指標マップにより提示されている。 In the test ridge presentation column 301-2, the test ridge name is displayed as "Test ridge Q," and to the right of that, in the representative growth index value column 311-2, "70" is displayed, indicating that the representative growth index value for "Test ridge Q" is 70. Further to the right of that, there is a growth index map column 312-2, where the growth status of "Test ridge Q" is displayed using a growth index map.

 検定畝提示欄301-3おいては、検定畝名として「検定畝R」が表記され、その右側の生育指標代表値欄311-3には、「50」と表記され、「検定畝R」の生育指標代表値が50であることが表されており、そのさらに右側に生育指標マップ欄312-3が設けられており、「検定畝R」の生育状況が生育指標マップとして提示されている。 In the test ridge presentation column 301-3, the test ridge name is displayed as "Test ridge R," and to the right of that, in the representative growth index column 311-3, "50" is displayed, indicating that the representative growth index value for "Test ridge R" is 50. Further to the right of that, there is a growth index map column 312-3, in which the growth status of "Test ridge R" is displayed as a growth index map.

 検定畝提示欄301-4おいては、検定畝名として「検定畝S」が表記され、その右側の生育指標代表値欄311-4には、「45」と表記され、「検定畝S」の生育指標代表値が45であることが表されており、そのさらに右側に生育指標マップ欄312-4が設けられており、「検定畝S」の生育状況が生育指標マップとして提示されている。 In the test ridge presentation column 301-4, the test ridge name is displayed as "Test ridge S," and to the right of that, in the representative growth index column 311-4, "45" is displayed, indicating that the representative growth index value for "Test ridge S" is 45. Further to the right of that, there is a growth index map column 312-4, in which the growth status of "Test ridge S" is displayed as a growth index map.

 また、検定畝提示欄301-1~301-4については、いずれかの評価を入力したいとき、評価を入力する検定畝表示欄301を押下(タップ)することで、評価入力ポップアップを表示させることができる。 Furthermore, when you want to enter an evaluation for one of the test row presentation fields 301-1 to 301-4, you can display an evaluation input pop-up by pressing (tapping) the test row display field 301 where you want to enter the evaluation.

 例えば、検定畝提示欄301-1が押下(タップ)されると、図20の左部で示されるように、検定畝提示欄301-1がグレーアウトされ、さらに、図20の右部で示されるように、評価入力ポップアップ331-1~331-3が表示される。評価入力ポップアップ331-1~331-3は、それぞれ上から「良い★★★」、「普通★★」、「悪い★」の3段階の評価のいずれか所望とする評価を押下(タップ)することで入力することができる。 For example, when the inspection ridge presentation field 301-1 is pressed (tapped), the inspection ridge presentation field 301-1 is grayed out as shown in the left part of Figure 20, and further, as shown in the right part of Figure 20, evaluation input popups 331-1 to 331-3 are displayed. The desired evaluation can be entered by pressing (tapping) one of the three levels of evaluation from top to bottom: "Good ★★★," "Average ★★," and "Bad ★."

 すなわち、例えば、検定畝提示欄301-1の検定畝Pについて、「普通」との評価を入力したい場合、ユーザは、評価入力ポップアップ331-2を押下(タップ)することで、対応する評価を入力することができる。 For example, if the user wants to enter a rating of "average" for the test ridge P in the test ridge presentation field 301-1, the user can enter the corresponding rating by pressing (tapping) the rating input pop-up 331-2.

 さらに、検定畝提示欄301-1~301-4の下には、時系列スライダ302が設けられており、スライダを図中の左右に動かすことで、生育指標代表値や生育指標マップを時系列に変化させて表示させることができる。 Furthermore, a time series slider 302 is provided below the test furrow presentation columns 301-1 to 301-4, and by moving the slider left or right in the figure, the representative growth index values and growth index maps can be displayed in a time series.

 なお、評価入力ポップアップ331-1~331-3についても、時系列スライダ302により時系列を変化させることで、それぞれ時系列に異なる評価を入力できるようにしてもよい。 In addition, for the rating input popups 331-1 to 331-3, different ratings may be input in chronological order by changing the time series using the time series slider 302.

 また、時系列スライダ302の右側には、上段にマップ、下段に空撮と表記され、それぞれ右側に切替ラジオボタン303-1,303-2が設けられ、生育指標マップ欄312-1~312-4の表示を、RGB画像からなる空撮画像と生育指標マップとに切り替えることが可能とされている。 Furthermore, to the right of the time series slider 302, the top row is labeled "Map" and the bottom row is labeled "Aerial Photo." Switch radio buttons 303-1 and 303-2 are provided on the right side of each, allowing the display of growth index map fields 312-1 to 312-4 to be switched between an aerial photo image consisting of an RGB image and a growth index map.

 図19においては切替ラジオボタン303-1がオンにされ、切替ラジオボタン303-2がオフにされており、生育指標マップ欄312-1~312-4の表示が生育指標マップに切り替えられていることが示されている。 In Figure 19, switch radio button 303-1 is turned on and switch radio button 303-2 is turned off, indicating that the display of growth index map fields 312-1 to 312-4 has been switched to the growth index map.

 時系列スライダ302の下には、寄与度設定表示切替ボタン304が設けられており、寄与度を設定する寄与度設定表示に切り返るとき操作される。 Below the time series slider 302, a contribution setting display switch button 304 is provided, which is operated to switch back to the contribution setting display for setting the contribution degree.

 寄与度設定表示切替ボタン304が操作されると、例えば、図21のユーザインタフェース181に示されるような寄与度設定表示画像が表示される。 When the contribution setting display switch button 304 is operated, a contribution setting display image such as that shown in the user interface 181 of FIG. 21 is displayed.

 図21の寄与度設定表示画像は、検定畝毎の評価の寄与度を設定するための表示画像であり、上から検定畝P~Sと表記されたコラムの横に、寄与度を設定するためのスライダ351-1~351-4が設けられており、寄与度を大きくしたいときには、スライダを上に移動させ、小さくしたいときは、下に移動させる。 The contribution setting display image in Figure 21 is a display image for setting the contribution to the evaluation for each test ridge. Next to the columns labeled test ridges P to S from top to bottom, sliders 351-1 to 351-4 for setting the contribution are provided. To increase the contribution, move the slider up; to decrease it, move it down.

 また、図21の下部においては、「戻る」と表記されたボタン352が設けられており、図19,図20の生育状況提示画像に戻りたいとき操作される。 Furthermore, at the bottom of Figure 21, a button 352 labeled "Back" is provided, which can be operated to return to the growth status presentation images of Figures 19 and 20.

 ここで、図18のフローチャートの説明に戻る。 Now, let's return to the explanation of the flowchart in Figure 18.

 ステップS204において、圃場管理アプリ171は、ユーザインタフェース181を制御して、いずれかの検定畝の評価が入力されたか否かを判定する。 In step S204, the farm field management application 171 controls the user interface 181 to determine whether an evaluation has been entered for any of the test rows.

 ステップS204において、例えば、図20を参照して説明したように、検定畝提示欄301-1~301-4のいずれかがタップされ、評価入力ポップアップ331-1~331-3が表示されて、いずれかが押下(タップ)されて、検定畝の評価が入力されたと判定された場合、処理は、ステップS205に進む。 In step S204, for example, as described with reference to FIG. 20, if it is determined that one of the test ridge presentation fields 301-1 to 301-4 is tapped, evaluation input popups 331-1 to 331-3 are displayed, one of the fields is pressed (tapped), and an evaluation of the test ridge is entered, processing proceeds to step S205.

 ステップS205は、圃場管理アプリ171は、選択された評価入力ポップアップ331-1~331-3に対応する評価入力を、対応する検定畝の評価として登録する。 In step S205, the farm field management application 171 registers the evaluation input corresponding to the selected evaluation input pop-up 331-1 to 331-3 as the evaluation of the corresponding test ridge.

 尚、ステップS204において、いずれの検定畝の評価も入力されていない場合、ステップS205の処理は、スキップされる。 If no evaluations for any test ridges are entered in step S204, the processing of step S205 is skipped.

 ステップS206において、圃場管理アプリ171は、ユーザインタフェース181を制御して、いずれかの検定畝の寄与度が入力されたか否かを判定する。 In step S206, the field management application 171 controls the user interface 181 to determine whether the contribution of any test furrow has been entered.

 ステップS206において、例えば、図21を参照して説明した寄与度設定表示画像におけるスライダ351-1~351-4が操作されるなどして、寄与度が設定された場合、検定畝の寄与度が入力されたと判定され、処理は、ステップS207に進む。 In step S206, if the contribution is set, for example, by operating sliders 351-1 to 351-4 on the contribution setting display image described with reference to Figure 21, it is determined that the contribution of the test furrow has been entered, and processing proceeds to step S207.

 ステップS207は、圃場管理アプリ171は、検定畝毎に入力された寄与度を、対応する検定畝の寄与度として登録する。 In step S207, the field management application 171 registers the contribution rate entered for each test row as the contribution rate of the corresponding test row.

 尚、ステップS206において、いずれの検定畝の寄与度も入力されていない場合、ステップS207の処理は、スキップされる。 If the contribution of any test furrows is not entered in step S206, the processing of step S207 is skipped.

 ステップS208において、圃場管理アプリ171は、ユーザインタフェース181を制御して、検定畝毎の評価および寄与度が決定されたか否かを判定する。 In step S208, the field management application 171 controls the user interface 181 to determine whether the evaluation and contribution rate for each test row have been determined.

 ステップS208において、検定畝毎の評価および寄与度が決定されていないと判定された場合、処理は、ステップS203に戻り、それ以降の処理が繰り返される。すなわち、検定畝毎の評価および寄与度が決定されるまで、ステップS203~208の処理が繰り返される。 If it is determined in step S208 that the evaluation and contribution rate for each test furrow have not been determined, processing returns to step S203, and the subsequent processing is repeated. In other words, steps S203 to S208 are repeated until the evaluation and contribution rate for each test furrow have been determined.

 そして、ステップS208において、検定畝毎の評価および寄与度が決定されたと判定された場合、処理は、ステップS209に進む。 If it is determined in step S208 that the evaluation and contribution rate for each test furrow have been determined, processing proceeds to step S209.

 ステップS209において、圃場管理アプリ171は、決定された検定畝毎の評価および寄与度の情報を、通信部155を制御して、制御装置32に送信する。 In step S209, the field management application 171 controls the communication unit 155 to transmit the evaluation and contribution rate information for each test row determined to the control device 32.

 ステップS178において、制御装置32の潅水制御部135は、通信部105を制御して、ユーザ端末35からの検定畝毎の評価および寄与度の情報を取得する。 In step S178, the irrigation control unit 135 of the control device 32 controls the communication unit 105 to obtain evaluation and contribution information for each test furrow from the user terminal 35.

 ステップS179において、潅水制御部135は、ユーザ端末35からの検定畝毎の評価および寄与度と、検定畝毎の初期潅水条件に基づいて、圃場31全体の非検定畝における潅水量とタイミングを決定する。 In step S179, the irrigation control unit 135 determines the amount and timing of irrigation for non-test rows throughout the field 31 based on the evaluation and contribution of each test row from the user terminal 35 and the initial irrigation conditions for each test row.

 例えば、検定畝P,Q,R,Sの初期潅水条件の潅水量が少ない順に条件が設定されており、評価が、それぞれ、「良い」、「良い」、「良い」、「悪い」であり、寄与度がいずれも同一であるときには、評価がよく、潅水量が最も少ない検定畝Rの潅水量とタイミングで圃場31の全体の非検定畝が潅水されるようにしてもよい。 For example, if the initial irrigation conditions for test ridges P, Q, R, and S are set in order of decreasing irrigation volume, and the evaluations are "good," "good," "good," and "poor," respectively, and the contribution levels are all the same, all non-test ridges in field 31 may be irrigated with the irrigation volume and timing of test ridge R, which has a good evaluation and the lowest irrigation volume.

 また、評価が全て「普通」であるが、検定畝Qの寄与度が最も高い時には、検定畝Qの潅水量とタイミングで圃場31の全体の非検定畝が潅水されるようにしてもよい。 Also, when all evaluations are "normal" but the contribution of test ridge Q is the highest, all non-test ridges in field 31 may be irrigated with the same amount and timing as test ridge Q.

 さらに、評価も、寄与度も設定がない場合については、デフォルトの潅水量とタイミングで圃場31の全体の非検定畝が潅水されるようにしてもよい。尚、ユーザ端末35において、所定時間以上、ユーザによる評価や寄与度の設定がなされない場合、ステップS178の処理はスキップされるようにしてもよい。 Furthermore, if neither evaluation nor contribution level is set, all non-test ridges in the field 31 may be irrigated with the default irrigation amount and timing. Furthermore, if the user does not set an evaluation or contribution level on the user terminal 35 for a predetermined period of time or longer, the processing of step S178 may be skipped.

 さらに、また、検定畝毎の評価と、寄与度とのそれぞれに重みを設定して、それぞれの潅水量の積和を求めることで、評価と寄与度とを重みとした重み付け平均となる潅水量で圃場31の全体の非検定畝が潅水されるようにしてもよい。 Furthermore, by setting weights for the evaluation and contribution rate for each test ridge and calculating the sum of the respective irrigation amounts, all non-test ridges in field 31 can be irrigated with an irrigation amount that is a weighted average using the evaluation and contribution rate as weights.

 ステップS180において、潅水制御部135は、ステップS179において設定された潅水量とタイミングで、潅水装置41を制御して、圃場31の全体の非検定畝を潅水するように制御する。 In step S180, the irrigation control unit 135 controls the irrigation device 41 to irrigate all non-test rows in the field 31 at the irrigation amount and timing set in step S179.

 ステップS181,S210において、処理の終了が指示されたか否かが判定され、処理の終了が指示されない場合、処理は、それぞれ、ステップS171,S201に戻り、それ以降の処理が繰り返される。 In steps S181 and S210, it is determined whether an instruction to end the process has been issued. If an instruction to end the process has not been issued, the process returns to steps S171 and S201, respectively, and the subsequent steps are repeated.

 そして、ステップS181,S210において、処理の終了が指示された場合、処理が、終了する。 Then, if an instruction to end the process is issued in steps S181 and S210, the process ends.

 以上の処理により、圃場31において生育される植物の生育指標が所定の時間間隔で順次取得されて、検定畝毎の生育指標に係るマップと画像とがユーザ端末35においてユーザに提示させることが可能となる。 Through the above processing, growth indices for plants grown in the field 31 are acquired sequentially at predetermined time intervals, and maps and images relating to the growth indices for each test row can be presented to the user on the user terminal 35.

 また、提示された検定畝毎にユーザからの評価と寄与度の設定を受け付けることが可能となり、検定畝毎の評価と寄与度に基づいて、圃場31全体の検定畝以外の非検定畝に対する潅水量とタイミングとを設定することが可能となる。 In addition, it is possible to accept user evaluations and contribution settings for each presented test row, and based on the evaluations and contributions for each test row, it is possible to set the amount and timing of irrigation for non-test rows other than the test rows throughout the field 31.

 これによりユーザが手動で目標とする出来栄えとなるように植物を育成させるように適切な潅水量とタイミングを設定することが可能となる。 This allows users to manually set the appropriate amount and timing of watering to grow plants and achieve the desired results.

 また、ユーザにより検定畝毎の評価や寄与度が設定されない状態であっても、生育指標に基づいて、自動的に適切な潅水量を設定することが可能となる。 Furthermore, even if the user does not set the evaluation or contribution rate for each test row, it is possible to automatically set the appropriate irrigation amount based on growth indicators.

 さらに、以上の一連の処理において、圃場全体の潅水量を決定するにあたり、初期潅水条件の設定においても、検定畝毎の生育指標マップや空撮画像に基づいた評価や寄与度の設定においても、生産者として、特に潅水について知識や経験がなければ知り得ない具体的な潅水量を設定することなく、ターゲットとなる出来栄えを実現するための潅水量を適切に設定することが可能となる。 Furthermore, in the above series of processes, when determining the irrigation amount for the entire field, whether it is setting the initial irrigation conditions or evaluating and setting the contribution based on growth index maps and aerial images for each test row, producers can appropriately set the irrigation amount to achieve the target results without having to set a specific irrigation amount that would be unknown without specific knowledge and experience about irrigation.

 このため、例えば、ユーザが、生産者として、特に潅水について知識や経験が浅い初心者であったとしても、検定畝毎の生育指標マップや空撮画像に基づいた評価や寄与度を設定するだけで、ターゲットとなる出来栄えに応じた潅水量の制御を適切に実現することが可能となる。 For example, even if a user is a beginner producer with little knowledge or experience, particularly with regards to irrigation, they can appropriately control the amount of irrigation according to the target performance simply by setting an evaluation and contribution level based on a growth index map and aerial images for each test row.

 また、初期潅水制御処理においても説明したように、初期潅水条件として選択された4種類の潅水量Lv1/4~潅水量Lv4/4に対応付けて設定される、樹水分張力から求められる水ストレス値に対する4種類の潅水停止閾値を用いた実体的な潅水制御により、毎年変化する、実態の気象状況に則した適切な潅水量で初期潅水処理が実現されている。 Furthermore, as explained in the initial irrigation control process, actual irrigation control is performed using four types of irrigation stop thresholds for water stress values calculated from tree water tension, which are set in correspondence with the four types of irrigation amounts selected as initial irrigation conditions, from irrigation amount Lv1/4 to irrigation amount Lv4/4.This allows for initial irrigation processing with an appropriate irrigation amount that is in line with actual weather conditions, which change every year.

 このため、非検定畝潅水処理においても、初期潅水処理において求められる潅水量に基づいた潅水制御がなされるので、実態の気象状況に則した適切な潅水制御を圃場全体で実現することが可能となる。 As a result, even in non-test furrow irrigation treatments, irrigation control is based on the amount of irrigation water required in the initial irrigation treatment, making it possible to achieve appropriate irrigation control across the entire field in accordance with actual weather conditions.

 尚、初期潅水がなされた後については、検定畝についても、非検定畝においてなされる潅水量とタイミングで潅水するようにして、検定畝についても、適切な潅水量とタイミングで潅水されるようにしてもよい。 Furthermore, after the initial irrigation, the test rows may also be irrigated with the same amount and timing as the non-test rows, so that the test rows may also be irrigated with the appropriate amount and timing.

 以上の如く、本開示によれば、圃場の潅水を、圃場で栽培する植物の品質や収量などのターゲットに応じて適切に制御することが可能となる。 As described above, this disclosure makes it possible to appropriately control irrigation in a field according to targets such as the quality and yield of plants cultivated in the field.

 <<3.変形例>>
 以上においては、ドローンや衛星により撮像される画像や生育指標マップに基づいて、ユーザが検定畝を評価して、評価結果に基づいて、圃場31全体の潅水量とタイミングを設定する例について説明してきたが、生産者がユーザ端末35を所持して、圃場31に赴き、検定畝を直接目視で確認した上で評価を入力するようにしてもよい。
<<3. Modified Examples>>
The above has described an example in which a user evaluates test rows based on images taken by drones or satellites and growth index maps, and sets the amount and timing of irrigation for the entire field 31 based on the evaluation results. However, a producer may also carry a user terminal 35, go to the field 31, directly visually inspect the test rows, and then input their evaluation.

 この場合、ユーザ端末35に内蔵されるGPS159によりユーザの位置情報が取得され、取得された位置情報が、制御装置32に送信されると、制御装置32は、ユーザ端末35の位置情報から最寄りの検定畝の位置を特定し、例えば、図22で示されるような評価入力ポップアップ371-1~371-3からなる評価表示画像を表示させるようにしてもよい。 In this case, the user's location information is acquired by the GPS 159 built into the user terminal 35, and when the acquired location information is transmitted to the control device 32, the control device 32 identifies the location of the nearest test furrow from the location information of the user terminal 35 and may display, for example, an evaluation display image consisting of evaluation input pop-ups 371-1 to 371-3 as shown in FIG. 22.

 図22の評価表示画像においては、図中上から、「GPSから推定される現在の場所」とされ「検定畝Q」と表記されており、ユーザ端末35のGPS159により取得される位置情報に基づいて、ユーザが検定畝Qを目視により確認していることが示されている。 In the evaluation display image of Figure 22, from the top of the image, "Current location estimated from GPS" is written as "Test ridge Q," indicating that the user is visually checking the test ridge Q based on the location information obtained by the GPS 159 of the user terminal 35.

 また、その下には、「上記の評価」と表記され、さらに、その下に評価入力ポップアップ371-1~371-3が表示される。評価入力ポップアップ371-1~371-3は、それぞれ図20の評価入力ポップアップ331-1~331-3と対応する構成であり、それぞれ上から「良い★★★」、「普通★★」、「悪い★」の3段階の評価のいずれか所望とする評価をタップすることで評価を入力することができる。 Below that, "Above rating" is written, and below that, rating input popups 371-1 to 371-3 are displayed. Rating input popups 371-1 to 371-3 correspond to rating input popups 331-1 to 331-3 in Figure 20, respectively, and users can enter their desired rating by tapping one of the three levels from top to bottom: "Good ★★★," "Average ★★," and "Bad ★."

 このような処理により、検定畝において実際の生育状況をユーザが目視して確認した上で、評価を入力することができるので、より高精度な検定畝の評価を実現することが可能となる。 This type of processing allows the user to visually confirm the actual growth conditions in the test rows before entering an evaluation, making it possible to achieve a more accurate evaluation of the test rows.

 <<4.ソフトウェアにより実行させる例>>
 ところで、上述した一連の処理は、ハードウェアにより実行させることもできるが、ソフトウェアにより実行させることもできる。一連の処理をソフトウェアにより実行させる場合には、そのソフトウェアを構成するプログラムが、専用のハードウェアに組み込まれているコンピュータ、または、各種のプログラムをインストールすることで、各種の機能を実行することが可能な、例えば汎用のコンピュータなどに、記録媒体からインストールされる。
<<4. Example of execution by software>>
The above-described series of processes can be executed by hardware, but can also be executed by software. When the series of processes are executed by software, the programs constituting the software are installed from a recording medium into a computer incorporated in dedicated hardware, or into, for example, a general-purpose computer that can execute various functions by installing various programs.

 図23は、汎用のコンピュータの構成例を示している。このコンピュータは、CPU(Central Processing Unit)1001を内蔵している。CPU1001にはバス1004を介して、入出力インタフェース1005が接続されている。バス1004には、ROM(Read Only Memory)1002およびRAM(Random Access Memory)1003が接続されている。 Figure 23 shows an example configuration of a general-purpose computer. This computer has a built-in CPU (Central Processing Unit) 1001. An input/output interface 1005 is connected to the CPU 1001 via a bus 1004. A ROM (Read Only Memory) 1002 and a RAM (Random Access Memory) 1003 are connected to the bus 1004.

 入出力インタフェース1005には、ユーザが操作コマンドを入力するキーボード、マウスなどの入力デバイスよりなる入力部1006、処理操作画面や処理結果の画像を表示デバイスに出力する出力部1007、プログラムや各種データを格納するハードディスクドライブなどよりなる記憶部1008、LAN(Local Area Network)アダプタなどよりなり、インターネットに代表されるネットワークを介した通信処理を実行する通信部1009が接続されている。また、磁気ディスク(フレキシブルディスクを含む)、光ディスク(CD-ROM(Compact Disc-Read Only Memory)、DVD(Digital Versatile Disc)を含む)、光磁気ディスク(MD(Mini Disc)を含む)、もしくは半導体メモリなどのリムーバブル記憶媒体1011に対してデータを読み書きするドライブ1010が接続されている。 Connected to the input/output interface 1005 are an input unit 1006 consisting of input devices such as a keyboard and mouse through which the user inputs operation commands, an output unit 1007 which outputs processing operation screens and images of processing results to a display device, a storage unit 1008 consisting of a hard disk drive or the like which stores programs and various data, and a communication unit 1009 consisting of a LAN (Local Area Network) adapter or the like which performs communication processing via a network such as the Internet. Also connected is a drive 1010 which reads and writes data from/to removable storage media 1011 such as magnetic disks (including flexible disks), optical disks (including CD-ROMs (Compact Disc-Read Only Memory) and DVDs (Digital Versatile Discs)), magneto-optical disks (including MDs (Mini Discs)), or semiconductor memories.

 CPU1001は、ROM1002に記憶されているプログラム、または磁気ディスク、光ディスク、光磁気ディスク、もしくは半導体メモリ等のリムーバブル記憶媒体1011ら読み出されて記憶部1008にインストールされ、記憶部1008からRAM1003にロードされたプログラムに従って各種の処理を実行する。RAM1003にはまた、CPU1001が各種の処理を実行する上において必要なデータなども適宜記憶される。 The CPU 1001 executes various processes in accordance with programs stored in the ROM 1002, or programs read from a removable storage medium 1011 such as a magnetic disk, optical disk, magneto-optical disk, or semiconductor memory, installed in the storage unit 1008, and loaded from the storage unit 1008 into the RAM 1003. The RAM 1003 also stores data necessary for the CPU 1001 to execute various processes, as appropriate.

 以上のように構成されるコンピュータでは、CPU1001が、例えば、記憶部1008に記憶されているプログラムを、入出力インタフェース1005及びバス1004を介して、RAM1003にロードして実行することにより、上述した一連の処理が行われる。 In a computer configured as described above, the CPU 1001 loads a program stored in the storage unit 1008, for example, into the RAM 1003 via the input/output interface 1005 and bus 1004, and executes the program, thereby performing the series of processes described above.

 コンピュータ(CPU1001)が実行するプログラムは、例えば、パッケージメディア等としてのリムーバブル記憶媒体1011に記録して提供することができる。また、プログラムは、ローカルエリアネットワーク、インターネット、デジタル衛星放送といった、有線または無線の伝送媒体を介して提供することができる。 The program executed by the computer (CPU 1001) can be provided by being recorded on a removable storage medium 1011, such as a packaged medium. The program can also be provided via a wired or wireless transmission medium, such as a local area network, the Internet, or digital satellite broadcasting.

 コンピュータでは、プログラムは、リムーバブル記憶媒体1011をドライブ1010に装着することにより、入出力インタフェース1005を介して、記憶部1008にインストールすることができる。また、プログラムは、有線または無線の伝送媒体を介して、通信部1009で受信し、記憶部1008にインストールすることができる。その他、プログラムは、ROM1002や記憶部1008に、あらかじめインストールしておくことができる。 In a computer, a program can be installed in the storage unit 1008 via the input/output interface 1005 by inserting the removable storage medium 1011 into the drive 1010. The program can also be received by the communication unit 1009 via a wired or wireless transmission medium and installed in the storage unit 1008. Alternatively, the program can be pre-installed in the ROM 1002 or storage unit 1008.

 なお、コンピュータが実行するプログラムは、本明細書で説明する順序に沿って時系列に処理が行われるプログラムであっても良いし、並列に、あるいは呼び出しが行われたとき等の必要なタイミングで処理が行われるプログラムであっても良い。 The program executed by the computer may be a program in which processing is performed chronologically in the order described in this specification, or a program in which processing is performed in parallel or at the required timing, such as when called.

 尚、図23におけるCPU1001が、図5の制御部101、および図6の制御部151の機能を実現させる。 Note that the CPU 1001 in Figure 23 realizes the functions of the control unit 101 in Figure 5 and the control unit 151 in Figure 6.

 尚、本明細書において、システムとは、複数の構成要素(装置、モジュール(部品)等)の集合を意味し、すべての構成要素が同一筐体中にあるか否かは問わない。したがって、別個の筐体に収納され、ネットワークを介して接続されている複数の装置、及び、1つの筐体の中に複数のモジュールが収納されている1つの装置は、いずれも、システムである。 In this specification, a system refers to a collection of multiple components (devices, modules (parts), etc.), regardless of whether all of the components are contained in the same housing. Therefore, multiple devices housed in separate housings and connected via a network, and a single device with multiple modules housed in a single housing, are both systems.

 また、本開示の実施の形態は、上述した実施の形態に限定されるものではなく、本開示の要旨を逸脱しない範囲において種々の変更が可能である。 Furthermore, the embodiments of the present disclosure are not limited to the above-described embodiments, and various modifications are possible within the scope of the gist of the present disclosure.

 例えば、本開示は、1つの機能をネットワークを介して複数の装置で分担、共同して処理するクラウドコンピューティングの構成をとることができる。 For example, this disclosure can be configured as a cloud computing system in which a single function is shared and processed collaboratively by multiple devices via a network.

 また、上述のフローチャートで説明した各ステップは、1つの装置で実行する他、複数の装置で分担して実行することができる。 Furthermore, each step described in the above flowchart can be performed by a single device, or can be shared and executed by multiple devices.

 さらに、1つのステップに複数の処理が含まれる場合には、その1つのステップに含まれる複数の処理は、1つの装置で実行する他、複数の装置で分担して実行することができる。 Furthermore, if one step includes multiple processes, the multiple processes included in that one step can be executed by one device, or they can be shared and executed by multiple devices.

 尚、本開示は、以下のような構成も取ることができる。
<1> 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御部と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得部と、
 前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示部と を備える情報処理装置。
<2> 前記潅水制御部は、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果に基づいて、前記圃場全体の前記検定畝以外の畝である非検定畝の潅水条件を決定し、前記非検定畝を決定した潅水条件で潅水する
 <1>に記載の情報処理装置。
<3> 前記潅水制御部は、前記提示部により提示された、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果に対するユーザにより設定される評価に基づいて、前記検定畝以外の畝である前記非検定畝の潅水条件を決定し、前記非検定畝を決定した潅水条件で潅水する
 <2>に記載の情報処理装置。
<4> 前記潅水制御部は、前記提示部により提示された、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果に対する前記ユーザにより設定される評価と、前記複数の前記検定畝の潅水条件毎に前記ユーザにより設定される寄与度とに基づいて、前記検定畝以外の畝である前記非検定畝の潅水条件を決定し、前記非検定畝を決定した潅水条件で潅水する
 <3>に記載の情報処理装置。
<5> 前記潅水制御部は、前記異なる潅水条件で潅水された前記複数の前記検定畝毎の前記ユーザの評価に応じた重みと、前記寄与度に応じた重みとを設定し、前記複数の前記検定畝毎の潅水条件における潅水量の重み付け平均となる潅水量で、前記非検定畝を潅水する
 <4>に記載の情報処理装置。
<6> 前記複数の前記検定畝毎の、それぞれ異なる潅水条件は、潅水開始タイミングおよび潅水停止タイミングを制御する前記植物の樹水分張力より求められる水ストレス値の閾値である
 <1>に記載の情報処理装置。
<7> 前記複数の前記検定畝毎の、それぞれ異なる潅水条件における潅水量は、前記複数の前記検定畝毎の、前記水ストレス値のそれぞれ異なる閾値により、前記潅水開始タイミングおよび前記潅水停止タイミングが制御されてなされる潅水において現実に測定される潅水量である
 <6>に記載の情報処理装置。
<8> 前記複数の前記検定畝は、少なくとも4つ以上である
 <6>に記載の情報処理装置。
<9> 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果は、前記圃場全体を撮像する装置に搭載されたイメージセンサにより撮像される画像に基づくものである
 <1>に記載の情報処理装置。
<10> 前記画像は、RGB画像および複数の波長帯画像である
 <9>に記載の情報処理装置。
<11> 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果は、前記複数の波長帯画像に基づいて生成される生育指標がマッピングされた生育指標マップである
 <10>に記載の情報処理装置。
<12> 前記提示部は、前記生育状況のセンシング結果として、前記RGB画像および前記生育指標マップを提示する
 <11>に記載の情報処理装置。
<13> 前記生育指標は、NDVI、PRI、SIF、NDRE、VARI、TGI、SIPI2、LCI、BNDVI、GNDVI、およびMCARIを含む
 <11>に記載の情報処理装置。
<14> 前記圃場全体を撮像する装置は、ドローン、衛星、および前記圃場内を自走する巡回型のロボットである
 <11>に記載の情報処理装置。
<15> 前記複数の前記検定畝は、前記非検定畝に対する1つの潅水条件を設定する検定畝群を形成し、
 前記検定畝群は、前記圃場内において、土壌特性、地質、地形、および気象条件が異なるエリア毎に設定され、
 前記潅水制御部は、前記エリア毎に設定される前記検定畝群の初期潅水により得られる前記生育状況のセンシング結果に基づいて、前記エリア毎の前記非検定畝の潅水条件を決定し、前記エリア毎に決定した潅水条件で前記非検定畝を潅水する
 <2>に記載の情報処理装置。
<16> 前記複数の前記検定畝は、前記圃場に設定される畝の一部であり、前記検定畝ではない非検定畝よりも少ない
 <1>に記載の情報処理装置。
<17> 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御処理と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得処理と、
 検出された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示処理と
 を含む情報処理方法。
<18> 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御部と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得部と、
 前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示部と を含む情報処理システム。
<19> 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御部と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得部と、
 前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示部と してコンピュータを機能させるプログラム。
The present disclosure can also be configured as follows.
<1> An irrigation control unit that irrigates a plurality of test furrows in a field in which plants are planted under different irrigation conditions;
a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
<2> The irrigation control unit determines irrigation conditions for non-test ridges, which are ridges other than the test ridges throughout the field, based on the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions, and irrigates the non-test ridges under the determined irrigation conditions.
<3> The irrigation control unit determines irrigation conditions for the non-test ridges, which are ridges other than the test ridges, based on an evaluation set by a user of the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions presented by the presentation unit, and irrigates the non-test ridges under the determined irrigation conditions.
<4> The irrigation control unit determines irrigation conditions for the non-test ridges, which are ridges other than the test ridges, based on an evaluation set by the user of the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions presented by the presentation unit and a contribution set by the user for each irrigation condition of the multiple test ridges, and irrigates the non-test ridges under the determined irrigation conditions.
<5> The irrigation control unit sets a weight based on the user's evaluation for each of the plurality of test rows irrigated under the different irrigation conditions and a weight based on the contribution degree, and irrigates the non-test rows with an irrigation amount that is a weighted average of the irrigation amounts under the irrigation conditions for each of the plurality of test rows.
<6> The information processing device described in <1>, wherein the different irrigation conditions for each of the plurality of test rows are threshold values of water stress values calculated from the tree water tension of the plant, which control the timing of starting and stopping irrigation.
<7> The irrigation amount under different irrigation conditions for each of the plurality of test rows is the irrigation amount actually measured in irrigation in which the irrigation start timing and the irrigation stop timing are controlled by different threshold values of the water stress value for each of the plurality of test rows.
<8> The information processing device according to <6>, wherein the plurality of test furrows is at least four or more.
<9> The information processing device described in <1>, wherein the sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are based on images captured by an image sensor mounted on a device that images the entire field.
<10> The information processing device according to <9>, wherein the image is an RGB image and a plurality of wavelength band images.
<11> The information processing device described in <10>, wherein the sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are a growth index map in which growth indices are mapped based on the plurality of wavelength band images.
<12> The information processing device according to <11>, wherein the presentation unit presents the RGB image and the growth index map as a result of sensing the growth state.
<13> The information processing device according to <11>, wherein the growth indexes include NDVI, PRI, SIF, NDRE, VARI, TGI, SIPI2, LCI, BNDVI, GNDVI, and MCARI.
<14> The information processing device according to <11>, wherein the device that captures the image of the entire farm field is a drone, a satellite, or a patrol robot that moves autonomously within the farm field.
<15> The plurality of test ridges form a test ridge group for setting one irrigation condition for the non-test ridges,
The test ridge groups are set in each area of the field that has different soil characteristics, geology, topography, and weather conditions,
The irrigation control unit determines irrigation conditions for the non-test ridges for each area based on the sensing results of the growth status obtained by initial irrigation of the test ridge group set for each area, and irrigates the non-test ridges under the irrigation conditions determined for each area. Information processing device described in <2>.
<16> The information processing device according to <1>, wherein the plurality of test ridges are a portion of ridges set in the field and are fewer than non-test ridges that are not the test ridges.
<17> An irrigation control process in which a plurality of test rows in which plants are planted in a field are irrigated under different irrigation conditions;
a sensing result acquisition process for acquiring sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
and a presentation process of presenting the detected sensing results of the growth conditions of the plants in the plurality of test rows.
<18> An irrigation control unit that irrigates a plurality of test furrows in which plants are planted in a field under different irrigation conditions,
a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
<19> An irrigation control unit that irrigates a plurality of test rows in which plants are planted in a field under different irrigation conditions,
a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
a program that causes a computer to function as a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.

 11 圃場管理システム, 31 圃場, 32 制御装置, 35 ユーザ端末, 41 潅水装置, 42 センサ部, 51 生育状況センサ, 52 気象ステーション, 53 土壌センサ, 131 気象情報取得部, 132 土壌情報取得部, 133 生育状況取得部, 134 圃場情報管理部, 135 潅水制御部, 159 GPS, 171 圃場管理アプリ, 181 ユーザインタフェース, 201,201-1~201-4 検定畝, 201a,201a-1~201a-4 検定木, 202,202-1~202-4 非検定畝, 203 潅水チューブ 11. Field management system, 31. Field, 32. Control device, 35. User terminal, 41. Irrigation device, 42. Sensor unit, 51. Growth condition sensor, 52. Weather station, 53. Soil sensor, 131. Weather information acquisition unit, 132. Soil information acquisition unit, 133. Growth condition acquisition unit, 134. Field information management unit, 135. Irrigation control unit, 159. GPS, 171. Field management application, 181. User interface, 201, 201-1 to 201-4. Test rows, 201a, 201a-1 to 201a-4. Test trees, 202, 202-1 to 202-4. Non-test rows, 203. Irrigation tube

Claims (19)

 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御部と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得部と、
 前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示部と を備える情報処理装置。
an irrigation control unit that irrigates a plurality of test furrows in which plants are planted in a field under different irrigation conditions;
a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
 前記潅水制御部は、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果に基づいて、前記圃場全体の前記検定畝以外の畝である非検定畝の潅水条件を決定し、前記非検定畝を決定した潅水条件で潅水する
 請求項1に記載の情報処理装置。
The information processing device described in claim 1, wherein the irrigation control unit determines irrigation conditions for non-test ridges, which are ridges other than the test ridges throughout the field, based on sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions, and irrigates the non-test ridges under the determined irrigation conditions.
 前記潅水制御部は、前記提示部により提示された、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果に対するユーザにより設定される評価に基づいて、前記検定畝以外の畝である前記非検定畝の潅水条件を決定し、前記非検定畝を決定した潅水条件で潅水する
 請求項2に記載の情報処理装置。
The information processing device described in claim 2, wherein the irrigation control unit determines irrigation conditions for the non-test ridges, which are ridges other than the test ridges, based on an evaluation set by a user of the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions presented by the presentation unit, and irrigates the non-test ridges under the determined irrigation conditions.
 前記潅水制御部は、前記提示部により提示された、前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果に対する前記ユーザにより設定される評価と、前記複数の前記検定畝の潅水条件毎に前記ユーザにより設定される寄与度とに基づいて、前記検定畝以外の畝である前記非検定畝の潅水条件を決定し、前記非検定畝を決定した潅水条件で潅水する
 請求項3に記載の情報処理装置。
The information processing device described in claim 3, wherein the irrigation control unit determines irrigation conditions for the non-test ridges, which are ridges other than the test ridges, based on an evaluation set by the user of the sensing results of the growth status of the plants in the multiple test ridges irrigated under the different irrigation conditions presented by the presentation unit and a contribution set by the user for each irrigation condition of the multiple test ridges, and irrigates the non-test ridges under the determined irrigation conditions.
 前記潅水制御部は、前記異なる潅水条件で潅水された前記複数の前記検定畝毎の前記ユーザの評価に応じた重みと、前記寄与度に応じた重みとを設定し、前記複数の前記検定畝毎の潅水条件における潅水量の重み付け平均となる潅水量で、前記非検定畝を潅水する
 請求項4に記載の情報処理装置。
The information processing device described in claim 4, wherein the irrigation control unit sets a weight based on the user's evaluation for each of the plurality of test rows irrigated under the different irrigation conditions and a weight based on the contribution degree, and irrigates the non-test rows with an irrigation amount that is a weighted average of the irrigation amounts under the irrigation conditions for each of the plurality of test rows.
 前記複数の前記検定畝毎の、それぞれ異なる潅水条件は、潅水開始タイミングおよび潅水停止タイミングを制御する前記植物の樹水分張力より求められる水ストレス値の閾値である
 請求項1に記載の情報処理装置。
The information processing device according to claim 1 , wherein the different irrigation conditions for each of the plurality of test rows are thresholds of water stress values determined from the tree water tension of the plant, which controls timings for starting and stopping irrigation.
 前記複数の前記検定畝毎の、それぞれ異なる潅水条件における潅水量は、前記複数の前記検定畝毎の、前記水ストレス値のそれぞれ異なる閾値により、前記潅水開始タイミングおよび前記潅水停止タイミングが制御されてなされる潅水において現実に測定される潅水量である
 請求項6に記載の情報処理装置。
The information processing device described in claim 6, wherein the irrigation amount under different irrigation conditions for each of the plurality of test rows is the irrigation amount actually measured in irrigation in which the irrigation start timing and the irrigation stop timing are controlled by different threshold values of the water stress value for each of the plurality of test rows.
 前記複数の前記検定畝は、少なくとも4つ以上である
 請求項6に記載の情報処理装置。
The information processing device according to claim 6 , wherein the number of the plurality of test furrows is at least four.
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果は、前記圃場全体を撮像する装置に搭載されたイメージセンサにより撮像される画像に基づくものである
 請求項1に記載の情報処理装置。
The information processing device according to claim 1, wherein the sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are based on images captured by an image sensor mounted on a device that captures images of the entire field.
 前記画像は、RGB画像および複数の波長帯画像である
 請求項9に記載の情報処理装置。
The information processing device according to claim 9 , wherein the image is an RGB image and a multi-waveband image.
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果は、前記複数の波長帯画像に基づいて生成される生育指標がマッピングされた生育指標マップである
 請求項10に記載の情報処理装置。
The information processing device according to claim 10, wherein the sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions are a growth index map in which growth indices are mapped based on the plurality of wavelength band images.
 前記提示部は、前記生育状況のセンシング結果として、前記RGB画像および前記生育指標マップを提示する
 請求項11に記載の情報処理装置。
The information processing device according to claim 11 , wherein the presentation unit presents the RGB image and the growth index map as the sensing results of the growth condition.
 前記生育指標は、NDVI、PRI、SIF、NDRE、VARI、TGI、SIPI2、LCI、BNDVI、GNDVI、およびMCARIを含む
 請求項11に記載の情報処理装置。
The information processing device according to claim 11 , wherein the growth indices include NDVI, PRI, SIF, NDRE, VARI, TGI, SIPI2, LCI, BNDVI, GNDVI, and MCARI.
 前記圃場全体を撮像する装置は、ドローン、衛星、および前記圃場内を自走する巡回型のロボットである
 請求項11に記載の情報処理装置。
The information processing device according to claim 11 , wherein the device that captures the image of the entire farm field is a drone, a satellite, or a patrol robot that moves autonomously within the farm field.
 前記複数の前記検定畝は、前記非検定畝に対する1つの潅水条件を設定する検定畝群を形成し、
 前記検定畝群は、前記圃場内において、土壌特性、地質、地形、および気象条件が異なるエリア毎に設定され、
 前記潅水制御部は、前記エリア毎に設定される前記検定畝群の初期潅水により得られる前記生育状況のセンシング結果に基づいて、前記エリア毎の前記非検定畝の潅水条件を決定し、前記エリア毎に決定した潅水条件で前記非検定畝を潅水する
 請求項2に記載の情報処理装置。
the plurality of test ridges form a test ridge group for setting one irrigation condition for the non-test ridges;
The test ridge groups are set in each area of the field that has different soil characteristics, geology, topography, and weather conditions,
The information processing device described in claim 2, wherein the irrigation control unit determines irrigation conditions for the non-test ridges for each area based on the sensing results of the growth status obtained by initial irrigation of the test ridge group set for each area, and irrigates the non-test ridges under the irrigation conditions determined for each area.
 前記複数の前記検定畝は、前記圃場に設定される畝の一部であり、前記検定畝ではない非検定畝よりも少ない
 請求項1に記載の情報処理装置。
The information processing device according to claim 1 , wherein the plurality of test ridges are a portion of ridges set in the field, and are fewer than non-test ridges that are not the test ridges.
 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御処理と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得処理と、
 検出された前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示処理と
 を含む情報処理方法。
an irrigation control process for irrigating a plurality of test furrows in which plants are planted in a field under different irrigation conditions;
a sensing result acquisition process for acquiring sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
and a presentation process of presenting the detected sensing results of the growth conditions of the plants in the plurality of test rows.
 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御部と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得部と、
 前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示部と を含む情報処理システム。
an irrigation control unit that irrigates a plurality of test furrows in which plants are planted in a field under different irrigation conditions;
a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
 圃場において植物が植えられる複数の検定畝を、それぞれ異なる潅水条件で潅水する潅水制御部と、
 前記異なる潅水条件で潅水された前記複数の前記検定畝の前記植物の生育状況のセンシング結果を取得するセンシング結果取得部と、
 前記複数の前記検定畝の前記植物の前記生育状況のセンシング結果を提示する提示部と してコンピュータを機能させるプログラム。
an irrigation control unit that irrigates a plurality of test furrows in which plants are planted in a field under different irrigation conditions;
a sensing result acquisition unit that acquires sensing results of the growth status of the plants in the plurality of test rows irrigated under the different irrigation conditions;
a program that causes a computer to function as a presentation unit that presents the sensing results of the growth conditions of the plants in the plurality of test rows.
PCT/JP2025/013976 2024-04-26 2025-04-08 Information processing device, information processing method, information processing system, and program Pending WO2025225358A1 (en)

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Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2003325065A (en) * 2003-06-11 2003-11-18 Sumitomo Forestry Co Ltd Land-improving method using culture medium for hydroponics
WO2016009752A1 (en) * 2014-07-16 2016-01-21 株式会社リコー Information processing device, method for generating control signal, information processing system, and program
JP2019175246A (en) * 2018-03-29 2019-10-10 株式会社トプコン Agricultural plan creation device, agricultural equipment, agricultural plan creation method, and agricultural plan creation program

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2003325065A (en) * 2003-06-11 2003-11-18 Sumitomo Forestry Co Ltd Land-improving method using culture medium for hydroponics
WO2016009752A1 (en) * 2014-07-16 2016-01-21 株式会社リコー Information processing device, method for generating control signal, information processing system, and program
JP2019175246A (en) * 2018-03-29 2019-10-10 株式会社トプコン Agricultural plan creation device, agricultural equipment, agricultural plan creation method, and agricultural plan creation program

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