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CN116203879A - Integrated intelligent sensing method for safety monitoring of small embankment - Google Patents

Integrated intelligent sensing method for safety monitoring of small embankment Download PDF

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CN116203879A
CN116203879A CN202310154953.2A CN202310154953A CN116203879A CN 116203879 A CN116203879 A CN 116203879A CN 202310154953 A CN202310154953 A CN 202310154953A CN 116203879 A CN116203879 A CN 116203879A
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data
sensor
digital signal
embankment
module
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史永胜
徐云乾
马妍博
袁明道
李培聪
朱泽文
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Guangdong Research Institute of Water Resources and Hydropower
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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Programme-control systems
    • G05B19/02Programme-control systems electric
    • G05B19/04Programme control other than numerical control, i.e. in sequence controllers or logic controllers
    • G05B19/042Programme control other than numerical control, i.e. in sequence controllers or logic controllers using digital processors
    • G05B19/0428Safety, monitoring
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
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    • G05B2219/24024Safety, surveillance

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Abstract

本发明公开了一种集成化小型堤防安全监测智能感知方法,包括:通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号;通过数据采集模块将模拟信号转换为第二数字信号;根据数字信号的传输协议,通过通讯模块将传感器采集的数据传递给数据解算模块;通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对传感器采集的数据进行分析,得到对堤岸的监测结果。本发明可以实现堤防监测预警的自动化,可广泛应用于堤防工程安全监测领域。

Figure 202310154953

The invention discloses an integrated small embankment safety monitoring intelligent sensing method, comprising: collecting target type data on embankments through a plurality of different sensors, the transmission signal of the data collected by the sensors includes an analog signal and a first digital signal; through the data The acquisition module converts the analog signal into a second digital signal; according to the transmission protocol of the digital signal, the data collected by the sensor is transmitted to the data calculation module through the communication module; through the built-in relational analysis model and water level identification analysis model of the data calculation module And the object recognition model, analyze the data collected by the sensor, and get the monitoring results of the embankment. The invention can realize the automation of dike monitoring and early warning, and can be widely used in the field of dike engineering safety monitoring.

Figure 202310154953

Description

一种集成化小型堤防安全监测智能感知方法An integrated intelligent sensing method for safety monitoring of small dikes

技术领域technical field

本发明涉及堤防工程安全监测技术领域,尤其是一种集成化小型堤防安全监测智能感知方法。The invention relates to the technical field of dike engineering safety monitoring, in particular to an integrated intelligent sensing method for safety monitoring of small dikes.

背景技术Background technique

堤防安全的经常性监控和管理方面很落后,特别是堤防运行状态的经常性监测,无法及时发现和处理堤防的险情隐患,在监测手段方面,由于堤线漫长,地层条件沿程变化大,采用一般的人工监测方式不仅工作条件非常恶劣,工作量巨大,而且在汛期江水位猛涨的情况下,适时的监测与分析计算很难做到。The regular monitoring and management of embankment safety is very backward, especially the regular monitoring of embankment operation status, which cannot detect and deal with hidden dangers of embankments in time. The general manual monitoring method not only has very bad working conditions and a huge workload, but also it is difficult to monitor, analyze and calculate in a timely manner when the river water level soars during the flood season.

因此,需要一种集成化小型堤防安全监测智能感知方法,结合科学的分析对堤防的安全状态进行评价和预报,以实现堤防监测预警的自动化。Therefore, an integrated intelligent sensing method for safety monitoring of small dikes is needed, combined with scientific analysis to evaluate and forecast the safety status of dikes, so as to realize the automation of dike monitoring and early warning.

发明内容Contents of the invention

有鉴于此,本发明实施例提供一种集成化小型堤防安全监测智能感知方法,以实现堤防监测预警的自动化。In view of this, an embodiment of the present invention provides an integrated intelligent sensing method for safety monitoring of small embankments, so as to realize automation of embankment monitoring and early warning.

本发明实施例的一方面提供了一种集成化小型堤防安全监测智能感知方法,包括:An aspect of the embodiments of the present invention provides an integrated intelligent sensing method for safety monitoring of small embankments, including:

通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号;The data of the target type is collected on the embankment by a plurality of different sensors, and the transmission signals of the data collected by the sensors include an analog signal and a first digital signal;

通过数据采集模块将所述模拟信号转换为第二数字信号;converting the analog signal into a second digital signal through a data acquisition module;

根据数字信号的传输协议,通过通讯模块将所述传感器采集的数据传递给数据解算模块;According to the transmission protocol of the digital signal, the data collected by the sensor is transmitted to the data calculation module through the communication module;

通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果。Through the built-in relational analysis model, water level identification analysis model and object identification model of the data calculation module, the data collected by the sensor is analyzed to obtain the monitoring result of the embankment.

优选地,还包括:Preferably, it also includes:

通过数据解算模块根据所述监测结果对所述传感器、数据采集模块或通讯模块中的至少之一下达动作指令,以执行所述动作指令对应的操作。The data calculation module issues an action command to at least one of the sensor, data collection module or communication module according to the monitoring result, so as to execute the operation corresponding to the action command.

优选地,还包括:Preferably, it also includes:

通过通讯模块根据MQTT协议与云端平台进行通讯,将所述传感器采集的数据与所述监测结果传递给所述云端平台;Communicate with the cloud platform through the communication module according to the MQTT protocol, and transmit the data collected by the sensor and the monitoring results to the cloud platform;

或,or,

通过通讯模块接收所述云端平台下发的控制指令,并将所述控制指令传递给数据采集模块,以控制所述传感器开展监测。The communication module receives the control instruction issued by the cloud platform, and transmits the control instruction to the data acquisition module, so as to control the sensor to carry out monitoring.

优选地,所述传感器包括雨量计、堰流计、摄像头、水位计、MEMS传感器及GNSS传感器。Preferably, the sensors include rain gauges, weir gauges, cameras, water level gauges, MEMS sensors and GNSS sensors.

优选地,所述通过数据采集模块将所述模拟信号转换为第二数字信号,包括:Preferably, converting the analog signal into a second digital signal through the data acquisition module includes:

通过数据采集模块利用数字转换器将所述模拟信号经过加装或改造A/D转换模块,使所述模拟信号转换为第二数字信号。The analog signal is converted into a second digital signal by adding or modifying an A/D conversion module by using a digital converter through the data acquisition module.

优选地,在所述通过通讯模块将所述传感器采集的数据传递给数据解算模块之前,还包括:Preferably, before the communication module transmits the data collected by the sensor to the data calculation module, it also includes:

通过数据采集模块利用滤波、数据分选或归一化方法中的至少之一处理所述第一数字信号与所述第二数字信号。The first digital signal and the second digital signal are processed by a data acquisition module using at least one of filtering, data sorting or normalization methods.

优选地,所述通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果,包括:Preferably, the built-in relational analysis model, water level recognition analysis model and object recognition model of the data calculation module analyze the data collected by the sensor to obtain the monitoring results of the embankment, including:

通过数据解算模块内置的关系型解析模型及预设的数据阈值,对所述传感器采集的数据间的相互关系,以及每种类型的数据与对应的阈值之间关系进行判断;Through the built-in relational analysis model of the data calculation module and the preset data threshold, the mutual relationship between the data collected by the sensor and the relationship between each type of data and the corresponding threshold are judged;

通过数据解算模块内置的水位识别分析模型分析所述传感器采集的数据中的图片,并通过数据解算模块内置的物体识别模型识别所述图片中的有害物。The pictures in the data collected by the sensor are analyzed through the built-in water level recognition analysis model of the data calculation module, and the harmful objects in the pictures are identified through the built-in object recognition model of the data calculation module.

本发明实施例的另一方面还提供了一种集成化小型堤防安全监测智能感知装置,包括:Another aspect of the embodiment of the present invention also provides an integrated small embankment safety monitoring intelligent sensing device, including:

数据采集单元,用于通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号;The data acquisition unit is used to collect target type data on the embankment through a plurality of different sensors, and the transmission signal of the data collected by the sensor includes an analog signal and a first digital signal;

信号转换单元,用于通过数据采集模块将所述模拟信号转换为第二数字信号;a signal conversion unit, configured to convert the analog signal into a second digital signal through the data acquisition module;

数据传递单元,用于根据数字信号的传输协议,通过通讯模块将所述传感器采集的数据传递给数据解算模块;The data transmission unit is used to transmit the data collected by the sensor to the data calculation module through the communication module according to the transmission protocol of the digital signal;

数据分析单元,用于通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果。The data analysis unit is used to analyze the data collected by the sensor through the built-in relational analysis model, water level identification analysis model and object identification model of the data calculation module, and obtain the monitoring result of the embankment.

本发明实施例的另一方面还提供了一种电子设备,包括处理器以及存储器;Another aspect of the embodiments of the present invention also provides an electronic device, including a processor and a memory;

所述存储器用于存储程序;The memory is used to store programs;

所述处理器执行所述程序实现上述的方法。The processor executes the program to implement the above method.

本发明实施例的另一方面还提供了一种计算机可读存储介质,所述存储介质存储有程序,所述程序被处理器执行实现上述的方法。Another aspect of the embodiments of the present invention also provides a computer-readable storage medium, the storage medium stores a program, and the program is executed by a processor to implement the above method.

本发明实施例还公开了一种计算机程序产品或计算机程序,该计算机程序产品或计算机程序包括计算机指令,该计算机指令存储在计算机可读存储介质中。计算机设备的处理器可以从计算机可读存储介质读取该计算机指令,处理器执行该计算机指令,使得该计算机设备执行上述的方法。The embodiment of the present invention also discloses a computer program product or computer program, where the computer program product or computer program includes computer instructions, and the computer instructions are stored in a computer-readable storage medium. The processor of the computer device can read the computer instructions from the computer-readable storage medium, and the processor executes the computer instructions, so that the computer device executes the above method.

本发明通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号;通过数据采集模块将模拟信号转换为第二数字信号;根据数字信号的传输协议,通过通讯模块将传感器采集的数据传递给数据解算模块;本发明的集成程度高,通过统一的通讯模块,保证各个模块之间的信息传递通畅,避免了重复建设,降低了小型堤防监测的成本;通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对传感器采集的数据进行分析,得到对堤岸的监测结果;本发明可以实时预警,通过数据解算模块并结合科学的分析对堤岸的安全状态进行评价和预报,可以及时对堤岸的安全状态进行预警;并且,数据采集模块具有良好的可扩展性和可重用性,方便对接不同厂商设备,后期设备维护管理提供了便利。The present invention collects target type data on the embankment through a plurality of different sensors, and the transmission signal of the data collected by the sensors includes an analog signal and a first digital signal; the analog signal is converted into a second digital signal by a data acquisition module; according to the digital signal The transmission protocol transmits the data collected by the sensor to the data calculation module through the communication module; the present invention has a high degree of integration, and through the unified communication module, it ensures smooth information transmission between modules, avoids repeated construction, and reduces the cost of small dikes. The cost of monitoring; through the built-in relational analysis model, water level recognition analysis model and object recognition model of the data calculation module, the data collected by the sensor is analyzed to obtain the monitoring results of the embankment; The module combines scientific analysis to evaluate and forecast the safety status of the embankment, and can give early warning of the safety status of the embankment in time; moreover, the data acquisition module has good scalability and reusability, which is convenient for docking with different manufacturers' equipment and later equipment Maintenance management provides convenience.

附图说明Description of drawings

为了更清楚地说明本发明实施例中的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the drawings that need to be used in the description of the embodiments will be briefly introduced below. Obviously, the drawings in the following description are only some embodiments of the present invention. For those skilled in the art, other drawings can also be obtained based on these drawings without creative effort.

图1为本发明实施例提供的一种集成化小型堤防安全监测智能感知方法的流程示意图;Fig. 1 is a schematic flow chart of an integrated small dike safety monitoring intelligent sensing method provided by an embodiment of the present invention;

图2为本发明实施例提供的一种信号转换的示例流程图;FIG. 2 is an example flowchart of a signal conversion provided by an embodiment of the present invention;

图3为本发明实施例提供的一种与云端平台协同监测的场景示例;FIG. 3 is an example of a scenario of cooperative monitoring with a cloud platform provided by an embodiment of the present invention;

图4为本发明实施例提供的一种对堤岸监测的场景示例图;Fig. 4 is a scene example diagram of embankment monitoring provided by an embodiment of the present invention;

图5为本发明实施例提供的一种传感器一体化的示例图;Fig. 5 is an example diagram of sensor integration provided by an embodiment of the present invention;

图6为本发明实施例提供的一种集成化小型堤防安全监测智能感知装置的结构框图。Fig. 6 is a structural block diagram of an integrated intelligent sensing device for safety monitoring of small embankments provided by an embodiment of the present invention.

具体实施方式Detailed ways

为了使本发明的目的、技术方案及优点更加清楚明白,以下结合附图及实施例,对本发明进行进一步详细说明。应当理解,此处所描述的具体实施例仅仅用以解释本发明,并不用于限定本发明。In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

参照图1,本发明实施例提供了一种集成化小型堤防安全监测智能感知方法,具体包括以下步骤:Referring to Fig. 1, an embodiment of the present invention provides an integrated intelligent sensing method for safety monitoring of small embankments, which specifically includes the following steps:

步骤S100:通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号。Step S100: collecting target-type data on the embankment through a plurality of different sensors, and the transmission signals of the data collected by the sensors include analog signals and first digital signals.

具体的,传感器的类型可以依据实际所需监测的数据确定,一种可选的实施方式下,本发明的传感器可以包括雨量计、堰流计、摄像头、水位计、MEMS传感器及GNSS传感器,用于对雨量、渗流量、图片(视频)、水位、微变形量、位移量的监测。Specifically, the type of the sensor can be determined according to the actual monitoring data. In an optional embodiment, the sensor of the present invention can include a rain gauge, a weir flow meter, a camera, a water level gauge, a MEMS sensor and a GNSS sensor. For the monitoring of rainfall, seepage, pictures (video), water level, micro-deformation, and displacement.

另外,各个传感器传输信号可以是不相同的,例如可以包括模拟信号和数字信号,为了统一信号类型,可以执行步骤S110。In addition, the transmission signals of various sensors may be different, for example, may include analog signals and digital signals, and step S110 may be performed in order to unify signal types.

步骤S110:通过数据采集模块将所述模拟信号转换为第二数字信号。Step S110: Convert the analog signal into a second digital signal through the data acquisition module.

具体的,通过数据采集模块利用数字转换器将模拟信号经过加装或改造A/D转换模块,使模拟信号转换为第二数字信号。Specifically, the analog signal is converted into a second digital signal by adding or modifying an A/D conversion module by using a digital converter through the data acquisition module.

参照图2,本发明实施例提供了一种信号转换的示例流程图。Referring to FIG. 2 , an embodiment of the present invention provides an exemplary flow chart of signal conversion.

通讯协议包括modbus、格雷码及各传感器厂商各自私有的协议,数据采集模块通过优化各传感器信号、传输协议,满足各传感器的协议配置,数据采集模块通过数字转换器将模拟信号经过加装或改造A/D转换模块,使之输出信号为数字量(或数字编码),并通过滤波、数据的分选、归一化等方法优化信号;同时允许通过协议解调器配置不同协议的厂商关键解析参数实现多协议解析。The communication protocol includes modbus, gray code and the proprietary protocols of each sensor manufacturer. The data acquisition module satisfies the protocol configuration of each sensor by optimizing the signal and transmission protocol of each sensor. The data acquisition module converts the analog signal through a digital converter. The A/D conversion module makes the output signal a digital quantity (or digital code), and optimizes the signal through filtering, data sorting, normalization and other methods; at the same time, it allows the manufacturer's key analysis of different protocols to be configured through the protocol demodulator The parameter implements multi-protocol analysis.

步骤S120:根据数字信号的传输协议,通过通讯模块将所述传感器采集的数据传递给数据解算模块。Step S120: According to the digital signal transmission protocol, transmit the data collected by the sensor to the data calculation module through the communication module.

步骤S130:通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果。Step S130: Analyze the data collected by the sensor through the built-in relational analysis model, water level recognition analysis model and object recognition model of the data calculation module to obtain the monitoring result of the embankment.

具体的,可以包括以下步骤:Specifically, the following steps may be included:

S1、通过数据解算模块内置的关系型解析模型及预设的数据阈值,对传感器采集的数据间的相互关系,以及每种类型的数据与对应的阈值之间关系进行判断。S1. Through the built-in relational analysis model of the data calculation module and the preset data threshold, the mutual relationship between the data collected by the sensor and the relationship between each type of data and the corresponding threshold are judged.

S2、通过数据解算模块内置的水位识别分析模型分析传感器采集的数据中的图片,并通过数据解算模块内置的物体识别模型识别图片中的有害物。S2. Analyze the pictures in the data collected by the sensor through the built-in water level recognition analysis model of the data calculation module, and identify harmful objects in the pictures through the built-in object recognition model of the data calculation module.

具体的,数据解算模块可以用于分析对堤防的安全状态进行评价和预报,采集后数据通过设备内置关系型解析模型及数据阈值对采集数据间相互关系及数据与阈值之间关系进行判断;对采集的图片通过水位识别分析模型,物体识别模型进行分析,实现实时对监测情况进行分析预警同时提高数据传输效率。Specifically, the data calculation module can be used to analyze, evaluate and forecast the safety status of the embankment, and judge the relationship between the collected data and the relationship between the data and the threshold through the built-in relational analysis model and data threshold of the collected data; The collected pictures are analyzed through the water level recognition analysis model and the object recognition model to realize real-time analysis and early warning of the monitoring situation and improve the efficiency of data transmission.

此外,本发明还可以增加以下步骤:In addition, the present invention can also increase the following steps:

通过数据解算模块根据所述监测结果对所述传感器、数据采集模块或通讯模块中的至少之一下达动作指令,以执行所述动作指令对应的操作。The data calculation module issues an action command to at least one of the sensor, data collection module or communication module according to the monitoring result, so as to execute the operation corresponding to the action command.

为了实现远程监控,本发明还可以包括以下步骤:In order to realize remote monitoring, the present invention may also include the following steps:

通过通讯模块根据MQTT协议与云端平台进行通讯,将所述传感器采集的数据与所述监测结果传递给所述云端平台;Communicate with the cloud platform through the communication module according to the MQTT protocol, and transmit the data collected by the sensor and the monitoring results to the cloud platform;

或,or,

通过通讯模块接收所述云端平台下发的控制指令,并将所述控制指令传递给数据采集模块,以控制所述传感器开展监测。The communication module receives the control instruction issued by the cloud platform, and transmits the control instruction to the data acquisition module, so as to control the sensor to carry out monitoring.

与云端平台协同监测的场景示例可以参照图3,其中六要素传感器可以是指上述介绍的雨量计、堰流计、摄像头、水位计、MEMS传感器及GNSS传感器。An example of collaborative monitoring with the cloud platform can refer to Figure 3, where the six-element sensor can refer to the above-mentioned rain gauge, weir meter, camera, water level gauge, MEMS sensor and GNSS sensor.

为了更详细描述本发明,接下来将以具体实例说明本发明的实际应用过程。In order to describe the present invention in more detail, the actual application process of the present invention will be illustrated with specific examples.

参照图4,本发明实施例提供了一种对堤岸监测的场景示例图,参照图5,本发明实施例提供了一种传感器一体化的示例图。Referring to FIG. 4 , an embodiment of the present invention provides an example diagram of a scene of embankment monitoring. Referring to FIG. 5 , an embodiment of the present invention provides an example diagram of sensor integration.

具体的,各个传感器模块对水位、雨量、渗流量、图片(视频)、微变形量、位移量等进行监测,将采集的信息通过通讯模块传递给数据解算模块,数据解算模块进行数据解算及智能判断,并通过通讯模块向其他各个模块下达动作指令。本发明实施例可以解决以下问题:及时发现险情和维护堤防安全,将堤防的自动化监测、安全评价和预报。Specifically, each sensor module monitors water level, rainfall, seepage, picture (video), micro-deformation, displacement, etc., and transmits the collected information to the data calculation module through the communication module, and the data calculation module performs data analysis. Calculation and intelligent judgment, and issue action instructions to other modules through the communication module. The embodiments of the present invention can solve the following problems: discover dangers in time and maintain the safety of dikes, and automate monitoring, safety evaluation and forecasting of dikes.

参照图6,本发明实施例提供了一种集成化小型堤防安全监测智能感知装置,包括:Referring to Fig. 6, an embodiment of the present invention provides an integrated small embankment safety monitoring intelligent sensing device, including:

数据采集单元,用于通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号;The data acquisition unit is used to collect target type data on the embankment through a plurality of different sensors, and the transmission signal of the data collected by the sensor includes an analog signal and a first digital signal;

信号转换单元,用于通过数据采集模块将所述模拟信号转换为第二数字信号;a signal conversion unit, configured to convert the analog signal into a second digital signal through the data acquisition module;

数据传递单元,用于根据数字信号的传输协议,通过通讯模块将所述传感器采集的数据传递给数据解算模块;The data transmission unit is used to transmit the data collected by the sensor to the data calculation module through the communication module according to the transmission protocol of the digital signal;

数据分析单元,用于通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果。The data analysis unit is used to analyze the data collected by the sensor through the built-in relational analysis model, water level identification analysis model and object identification model of the data calculation module, and obtain the monitoring result of the embankment.

本发明实施例还公开了一种计算机程序产品或计算机程序,该计算机程序产品或计算机程序包括计算机指令,该计算机指令存储在计算机可读存储介质中。计算机设备的处理器可以从计算机可读存储介质读取该计算机指令,处理器执行该计算机指令,使得该计算机设备执行图1所示的方法。The embodiment of the present invention also discloses a computer program product or computer program, where the computer program product or computer program includes computer instructions, and the computer instructions are stored in a computer-readable storage medium. The processor of the computer device can read the computer instruction from the computer-readable storage medium, and the processor executes the computer instruction, so that the computer device executes the method shown in FIG. 1 .

在一些可选择的实施例中,在方框图中提到的功能/操作可以不按照操作示图提到的顺序发生。例如,取决于所涉及的功能/操作,连续示出的两个方框实际上可以被大体上同时地执行或所述方框有时能以相反顺序被执行。此外,在本发明的流程图中所呈现和描述的实施例以示例的方式被提供,目的在于提供对技术更全面的理解。所公开的方法不限于本文所呈现的操作和逻辑流程。可选择的实施例是可预期的,其中各种操作的顺序被改变以及其中被描述为较大操作的一部分的子操作被独立地执行。In some alternative implementations, the functions/operations noted in the block diagrams may occur out of the order noted in the operational diagrams. For example, two blocks shown in succession may, in fact, be executed substantially concurrently or the blocks may sometimes be executed in the reverse order, depending upon the functionality/operations involved. Furthermore, the embodiments presented and described in the flowcharts of the present invention are provided by way of example in order to provide a more comprehensive understanding of the technology. The disclosed methods are not limited to the operations and logical flow presented herein. Alternative embodiments are contemplated in which the order of various operations is changed and in which sub-operations described as part of larger operations are performed independently.

此外,虽然在功能性模块的背景下描述了本发明,但应当理解的是,除非另有相反说明,所述的功能和/或特征中的一个或多个可以被集成在单个物理装置和/或软件模块中,或者一个或多个功能和/或特征可以在单独的物理装置或软件模块中被实现。还可以理解的是,有关每个模块的实际实现的详细讨论对于理解本发明是不必要的。更确切地说,考虑到在本文中公开的装置中各种功能模块的属性、功能和内部关系的情况下,在工程师的常规技术内将会了解该模块的实际实现。因此,本领域技术人员运用普通技术就能够在无需过度试验的情况下实现在权利要求书中所阐明的本发明。还可以理解的是,所公开的特定概念仅仅是说明性的,并不意在限制本发明的范围,本发明的范围由所附权利要求书及其等同方案的全部范围来决定。Furthermore, although the invention has been described in the context of functional modules, it should be understood that one or more of the described functions and/or features may be integrated into a single physical device and/or unless stated to the contrary. or software modules, or one or more functions and/or features may be implemented in separate physical devices or software modules. It will also be appreciated that a detailed discussion of the actual implementation of each module is not necessary to understand the present invention. Rather, given the attributes, functions and internal relationships of the various functional blocks in the devices disclosed herein, the actual implementation of the blocks will be within the ordinary skill of the engineer. Accordingly, those skilled in the art can implement the present invention set forth in the claims without undue experimentation using ordinary techniques. It is also to be understood that the particular concepts disclosed are illustrative only and are not intended to limit the scope of the invention which is to be determined by the appended claims and their full scope of equivalents.

所述功能如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本发明的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本发明各个实施例所述方法的全部或部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、磁碟或者光盘等各种可以存储程序代码的介质。If the functions described above are realized in the form of software function units and sold or used as independent products, they can be stored in a computer-readable storage medium. Based on this understanding, the essence of the technical solution of the present invention or the part that contributes to the prior art or the part of the technical solution can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including Several instructions are used to make a computer device (which may be a personal computer, a server, or a network device, etc.) execute all or part of the steps of the methods described in various embodiments of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), magnetic disk or optical disk and other media that can store program codes. .

在流程图中表示或在此以其他方式描述的逻辑和/或步骤,例如,可以被认为是用于实现逻辑功能的可执行指令的定序列表,可以具体实现在任何计算机可读介质中,以供指令执行系统、装置或设备(如基于计算机的系统、包括处理器的系统或其他可以从指令执行系统、装置或设备取指令并执行指令的系统)使用,或结合这些指令执行系统、装置或设备而使用。就本说明书而言,“计算机可读介质”可以是任何可以包含、存储、通信、传播或传输程序以供指令执行系统、装置或设备或结合这些指令执行系统、装置或设备而使用的装置。The logic and/or steps represented in the flowcharts or otherwise described herein, for example, can be considered as a sequenced listing of executable instructions for implementing logical functions, can be embodied in any computer-readable medium, For use with instruction execution systems, devices, or devices (such as computer-based systems, systems including processors, or other systems that can fetch instructions from instruction execution systems, devices, or devices and execute instructions), or in conjunction with these instruction execution systems, devices or equipment for use. For the purposes of this specification, a "computer-readable medium" may be any device that can contain, store, communicate, propagate or transmit a program for use in or in conjunction with an instruction execution system, device or device.

计算机可读介质的更具体的示例(非穷尽性列表)包括以下:具有一个或多个布线的电连接部(电子装置)、便携式计算机盘盒(磁装置)、随机存取存储器(RAM)、只读存储器(ROM)、可擦除可编辑只读存储器(EPROM或闪速存储器)、光纤装置以及便携式光盘只读存储器(CDROM)。另外,计算机可读介质甚至可以是可在其上打印所述程序的纸或其他合适的介质,因为可以例如通过对纸或其他介质进行光学扫描,接着进行编辑、解译或必要时以其他合适方式进行处理来以电子方式获得所述程序,然后将其存储在计算机存储器中。More specific examples (non-exhaustive list) of computer-readable media include the following: electrical connection with one or more wires (electronic device), portable computer disk case (magnetic device), random access memory (RAM), Read-Only Memory (ROM), Erasable and Editable Read-Only Memory (EPROM or Flash), Fiber Optic, and Compact Disc Read-Only Memory (CDROM). In addition, the computer-readable medium may even be paper or other suitable medium on which the program can be printed, as it may be possible, for example, by optically scanning the paper or other medium, followed by editing, interpreting, or other suitable processing if necessary. The program is processed electronically and stored in computer memory.

应当理解,本发明的各部分可以用硬件、软件、固件或它们的组合来实现。在上述实施方式中,多个步骤或方法可以用存储在存储器中且由合适的指令执行系统执行的软件或固件来实现。例如,如果用硬件来实现,和在另一实施方式中一样,可用本领域公知的下列技术中的任一项或他们的组合来实现:具有用于对数据信号实现逻辑功能的逻辑门电路的离散逻辑电路,具有合适的组合逻辑门电路的专用集成电路,可编程门阵列(PGA),现场可编程门阵列(FPGA)等。It should be understood that various parts of the present invention can be realized by hardware, software, firmware or their combination. In the embodiments described above, various steps or methods may be implemented by software or firmware stored in memory and executed by a suitable instruction execution system. For example, if implemented in hardware, as in another embodiment, it can be implemented by any one or combination of the following techniques known in the art: Discrete logic circuits, ASICs with suitable combinational logic gates, programmable gate arrays (PGAs), field programmable gate arrays (FPGAs), etc.

在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本发明的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不一定指的是相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任何的一个或多个实施例或示例中以合适的方式结合。In the description of this specification, descriptions referring to the terms "one embodiment", "some embodiments", "example", "specific examples", or "some examples" mean that specific features described in connection with the embodiment or example , structure, material or characteristic is included in at least one embodiment or example of the present invention. In this specification, schematic representations of the above terms do not necessarily refer to the same embodiment or example. Furthermore, the specific features, structures, materials or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.

尽管已经示出和描述了本发明的实施例,本领域的普通技术人员可以理解:在不脱离本发明的原理和宗旨的情况下可以对这些实施例进行多种变化、修改、替换和变型,本发明的范围由权利要求及其等同物限定。Although the embodiments of the present invention have been shown and described, those skilled in the art can understand that various changes, modifications, substitutions and modifications can be made to these embodiments without departing from the principle and spirit of the present invention. The scope of the invention is defined by the claims and their equivalents.

以上是对本发明的较佳实施进行了具体说明,但本发明并不限于所述实施例,熟悉本领域的技术人员在不违背本发明精神的前提下还可做出种种的等同变形或替换,这些等同的变形或替换均包含在本发明权利要求所限定的范围内。The above is a specific description of the preferred implementation of the present invention, but the present invention is not limited to the described embodiments, and those skilled in the art can also make various equivalent deformations or replacements without violating the spirit of the present invention. These equivalent modifications or replacements are all within the scope defined by the claims of the present invention.

Claims (10)

1.一种集成化小型堤防安全监测智能感知方法,其特征在于,包括:1. An integrated small embankment safety monitoring intelligent sensing method, characterized in that, comprising: 通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号;The data of the target type is collected on the embankment by a plurality of different sensors, and the transmission signals of the data collected by the sensors include an analog signal and a first digital signal; 通过数据采集模块将所述模拟信号转换为第二数字信号;converting the analog signal into a second digital signal through a data acquisition module; 根据数字信号的传输协议,通过通讯模块将所述传感器采集的数据传递给数据解算模块;According to the transmission protocol of the digital signal, the data collected by the sensor is transmitted to the data calculation module through the communication module; 通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果。Through the built-in relational analysis model, water level identification analysis model and object identification model of the data calculation module, the data collected by the sensor is analyzed to obtain the monitoring result of the embankment. 2.根据权利要求1所述的一种集成化小型堤防安全监测智能感知方法,其特征在于,还包括:2. A kind of integrated small dike safety monitoring intelligent perception method according to claim 1, is characterized in that, also comprises: 通过数据解算模块根据所述监测结果对所述传感器、数据采集模块或通讯模块中的至少之一下达动作指令,以执行所述动作指令对应的操作。The data calculation module issues an action command to at least one of the sensor, data collection module or communication module according to the monitoring result, so as to execute the operation corresponding to the action command. 3.根据权利要求1所述的一种集成化小型堤防安全监测智能感知方法,其特征在于,还包括:3. A kind of integrated small dike safety monitoring intelligent perception method according to claim 1, is characterized in that, also comprises: 通过通讯模块根据MQTT协议与云端平台进行通讯,将所述传感器采集的数据与所述监测结果传递给所述云端平台;Communicate with the cloud platform through the communication module according to the MQTT protocol, and transmit the data collected by the sensor and the monitoring results to the cloud platform; 或,or, 通过通讯模块接收所述云端平台下发的控制指令,并将所述控制指令传递给数据采集模块,以控制所述传感器开展监测。The communication module receives the control instruction issued by the cloud platform, and transmits the control instruction to the data acquisition module, so as to control the sensor to carry out monitoring. 4.根据权利要求1所述的一种集成化小型堤防安全监测智能感知方法,其特征在于,所述传感器包括雨量计、堰流计、摄像头、水位计、MEMS传感器及GNSS传感器。4 . The intelligent perception method for integrated small-scale embankment safety monitoring according to claim 1 , wherein the sensors include rain gauges, weir flow meters, cameras, water level gauges, MEMS sensors and GNSS sensors. 5.根据权利要求1所述的一种集成化小型堤防安全监测智能感知方法,其特征在于,所述通过数据采集模块将所述模拟信号转换为第二数字信号,包括:5. A kind of integrated small levee safety monitoring intelligent sensing method according to claim 1, characterized in that, converting the analog signal into a second digital signal through the data acquisition module comprises: 通过数据采集模块利用数字转换器将所述模拟信号经过加装或改造A/D转换模块,使所述模拟信号转换为第二数字信号。The analog signal is converted into a second digital signal by adding or modifying an A/D conversion module by using a digital converter through the data acquisition module. 6.根据权利要求1所述的一种集成化小型堤防安全监测智能感知方法,其特征在于,在所述通过通讯模块将所述传感器采集的数据传递给数据解算模块之前,还包括:6. A kind of integrated small levee safety monitoring intelligent sensing method according to claim 1, characterized in that, before the data collected by the sensor is transmitted to the data calculation module through the communication module, it also includes: 通过数据采集模块利用滤波、数据分选或归一化方法中的至少之一处理所述第一数字信号与所述第二数字信号。The first digital signal and the second digital signal are processed by a data acquisition module using at least one of filtering, data sorting or normalization methods. 7.根据权利要求1所述的一种集成化小型堤防安全监测智能感知方法,其特征在于,所述通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果,包括:7. A kind of integrated small levee safety monitoring intelligent perception method according to claim 1, characterized in that, the built-in relational analysis model, water level recognition analysis model and object recognition model through the data calculation module are used for all The data collected by the sensor is analyzed to obtain the monitoring results of the embankment, including: 通过数据解算模块内置的关系型解析模型及预设的数据阈值,对所述传感器采集的数据间的相互关系,以及每种类型的数据与对应的阈值之间关系进行判断;Through the built-in relational analysis model of the data calculation module and the preset data threshold, the mutual relationship between the data collected by the sensor and the relationship between each type of data and the corresponding threshold are judged; 通过数据解算模块内置的水位识别分析模型分析所述传感器采集的数据中的图片,并通过数据解算模块内置的物体识别模型识别所述图片中的有害物。The pictures in the data collected by the sensor are analyzed through the built-in water level recognition analysis model of the data calculation module, and the harmful objects in the pictures are identified through the built-in object recognition model of the data calculation module. 8.一种集成化小型堤防安全监测智能感知装置,其特征在于,包括:8. An integrated small embankment safety monitoring intelligent sensing device, characterized in that it includes: 数据采集单元,用于通过多个不同的传感器对堤岸采集目标类型的数据,传感器采集的数据的传输信号包括模拟信号和第一数字信号;The data acquisition unit is used to collect target type data on the embankment through a plurality of different sensors, and the transmission signal of the data collected by the sensor includes an analog signal and a first digital signal; 信号转换单元,用于通过数据采集模块将所述模拟信号转换为第二数字信号;a signal conversion unit, configured to convert the analog signal into a second digital signal through the data acquisition module; 数据传递单元,用于根据数字信号的传输协议,通过通讯模块将所述传感器采集的数据传递给数据解算模块;The data transmission unit is used to transmit the data collected by the sensor to the data calculation module through the communication module according to the transmission protocol of the digital signal; 数据分析单元,用于通过数据解算模块内置的关系型解析模型、水位识别分析模型及物体识别模型,对所述传感器采集的数据进行分析,得到对所述堤岸的监测结果。The data analysis unit is used to analyze the data collected by the sensor through the built-in relational analysis model, water level identification analysis model and object identification model of the data calculation module, and obtain the monitoring result of the embankment. 9.一种电子设备,其特征在于,包括处理器以及存储器;9. An electronic device, comprising a processor and a memory; 所述存储器用于存储程序;The memory is used to store programs; 所述处理器执行所述程序实现如权利要求1至7中任一项所述的方法。The processor executes the program to implement the method according to any one of claims 1-7. 10.一种计算机可读存储介质,其特征在于,所述存储介质存储有程序,所述程序被处理器执行实现如权利要求1至7中任一项所述的方法。10. A computer-readable storage medium, wherein the storage medium stores a program, and the program is executed by a processor to implement the method according to any one of claims 1 to 7.
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