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WO2025205513A1 - Energy conversion plan creation device, and energy conversion device control system and method - Google Patents

Energy conversion plan creation device, and energy conversion device control system and method

Info

Publication number
WO2025205513A1
WO2025205513A1 PCT/JP2025/011255 JP2025011255W WO2025205513A1 WO 2025205513 A1 WO2025205513 A1 WO 2025205513A1 JP 2025011255 W JP2025011255 W JP 2025011255W WO 2025205513 A1 WO2025205513 A1 WO 2025205513A1
Authority
WO
WIPO (PCT)
Prior art keywords
energy conversion
plan
plan creation
electricity
power generation
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/JP2025/011255
Other languages
French (fr)
Japanese (ja)
Inventor
耕佑 原田
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.)
Eneos Holdings Inc
Original Assignee
Eneos Holdings Inc
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Filing date
Publication date
Application filed by Eneos Holdings Inc filed Critical Eneos Holdings Inc
Publication of WO2025205513A1 publication Critical patent/WO2025205513A1/en
Pending legal-status Critical Current
Anticipated expiration legal-status Critical

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Classifications

    • CCHEMISTRY; METALLURGY
    • C01INORGANIC CHEMISTRY
    • C01BNON-METALLIC ELEMENTS; COMPOUNDS THEREOF; METALLOIDS OR COMPOUNDS THEREOF NOT COVERED BY SUBCLASS C01C
    • C01B3/00Hydrogen; Gaseous mixtures containing hydrogen; Separation of hydrogen from mixtures containing it; Purification of hydrogen
    • 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
    • G06Q50/06Energy or water supply
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00Circuit arrangements for AC mains or AC distribution networks
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00Circuit arrangements for AC mains or AC distribution networks
    • H02J3/28Arrangements for balancing of the load in a network by storage of energy
    • H02J3/32Arrangements for balancing of the load in a network by storage of energy using batteries with converting means
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02JCIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00Circuit arrangements for AC mains or AC distribution networks
    • H02J3/38Arrangements for parallely feeding a single network by two or more generators, converters or transformers

Definitions

  • the present invention relates to an energy conversion plan creation device, an energy conversion device control system, and a method.
  • electricity has been traded in electricity markets such as the spot market.
  • the price of electricity traded in the electricity market (hereinafter also referred to as the electricity market price) fluctuates every time slot (for example, in Japan, one slot is 30 minutes) (meaning that different electricity market prices can be formed for each slot).
  • electricity market prices are determined based on the balance between supply and demand, and are cheaper when there is a surplus of electricity and more expensive when there is a shortage.
  • businesses that own storage batteries can increase their profitability by charging their batteries when the electricity market price is cheap and discharging them when the electricity market price is expensive.
  • a battery charging and discharging plan is created based on the predicted electricity market price before the electricity market price becomes known, the electricity used for charging is procured from the market, and the discharged electricity is sold back to the market.
  • the purpose of this invention is to improve the profitability of energy conversion.
  • An energy conversion plan creation device includes a smoothing processing unit that performs a smoothing process on predicted values of electricity market prices for a predetermined future period, and a plan creation unit that creates an energy conversion plan for an energy conversion device based on the smoothed predicted values.
  • the present invention makes it possible to improve the profitability of energy conversion.
  • FIG. 1 is a diagram showing an overall configuration according to an embodiment of the present invention
  • FIG. 2 is a diagram illustrating a functional configuration of a control device according to an embodiment of the present invention.
  • 1 is a flowchart of a process for creating an energy conversion plan according to an embodiment of the present invention.
  • FIG. 3 is a sequence diagram of an energy conversion process based on an energy conversion plan according to one embodiment of the present invention.
  • 10A and 10B are diagrams for explaining the difference between a case where smoothing processing is performed and a case where smoothing processing is not performed according to an embodiment of the present invention.
  • 10A and 10B are diagrams for explaining the difference between a case where smoothing processing is performed and a case where smoothing processing is not performed according to an embodiment of the present invention.
  • FIG. 1 is a diagram for explaining an example of application of an energy conversion plan according to an embodiment of the present invention to a virtual power plant.
  • FIG. 2 is a diagram illustrating a hardware configuration of a control device according to an embodiment
  • energy conversion refers to at least one of converting fuel, etc. into electricity (e.g., charging) and converting electricity (electrical energy) into other energy (e.g., discharging).
  • an “energy conversion device” refers to at least one of a power generation device that converts fuel, etc. into electricity (e.g., a thermal power generation device, a fuel cell, etc.), a power utilization device that converts electricity into other energy sources (e.g., a hydrogen production device, an air conditioner, a heat pump, etc.), and a device that can both generate electricity and utilize electricity (e.g., a storage battery, a hydroelectric power generation device, etc.).
  • the "energy conversion plan” refers to at least one of a plan for when and how much fuel or the like is converted into electricity (e.g., a charging plan) and a plan for when and how much electricity is converted into other energy sources (e.g., a discharging plan).
  • the “energy conversion plan” may be a plan that combines plans for conversion into electricity by a plurality of energy conversion devices and plans for conversion from electricity.
  • ⁇ System Configuration> 1 is a diagram showing the overall configuration of an embodiment of the present invention.
  • the energy conversion device control system 1 includes a control device 10 and an energy conversion device 20 controlled by the control device 10.
  • the control device 10 controls the energy conversion device 20 according to the energy conversion plan.
  • the control device 10 can transmit and receive data to and from the energy conversion device 20 via any network.
  • the control device 10 is composed of one or more computers.
  • the control device 10 includes an energy conversion plan creation device 11.
  • the energy conversion plan creation device 11 performs smoothing processing on predicted values of electricity market prices for a predetermined future period, and creates an energy conversion plan for the energy conversion device 20 based on the smoothed predicted values.
  • the energy conversion device 20 is any device that converts energy (specifically, converts fuel or the like into electricity, or converts electricity into other energy).
  • the energy conversion device includes at least one of a storage battery, a hydrogen production device, and a power generation device (e.g., a thermal power generation device).
  • the energy conversion device 20 operates in response to commands from the control device 10.
  • the energy conversion device 20 is a storage battery
  • the storage battery charges and discharges in response to commands from the control device 10.
  • storage batteries can include industrial storage batteries, household storage batteries, EVs (Electric Vehicles), etc.
  • the smoothing process can be a moving average process, or a smoothing process using a Gaussian filter.
  • the width of the section used for the smoothing process can be any width, but it is preferable to use a width of no more than five frames before and after the reference frame, and more preferably two to four frames before and after the reference frame.
  • the moving average process calculates the average value of the predicted values within an interval centered on a reference frame (for example, the simple average value of multiple frames within the interval).
  • the energy conversion plan is either a plan for the next day (i.e., a one-day plan) or a plan for the next week (i.e., a one-week plan).
  • the energy conversion plan is a plan for charging and discharging the storage battery.
  • the energy conversion plan is created based on the predicted value of the electricity market price smoothed by the smoothing processing unit 112 and the SoC of the storage battery.
  • the energy conversion plan is a power generation plan for a power generation device.
  • the energy conversion plan is created based on the predicted value of the electricity market price, fuel price, fuel inventory, and power demand forecast value, all of which have been smoothed by the smoothing processing unit 112.
  • the energy conversion device 20 may include a hydrogen production device, an organic hydride production device, and a power generation device
  • the plan creation unit 113 may create a hydrogen production plan for the hydrogen production device, an organic hydride production plan for the organic hydride production device, and a power generation plan for the power generation device based on the hydrogen demand forecast value and the power demand forecast value.
  • the information acquisition unit 121 acquires information about the energy conversion device 20 from the energy conversion device 20.
  • the command unit 122 controls the energy conversion device 20 in accordance with the energy conversion plan for the energy conversion device 20 created by the plan creation unit 113. Specifically, the command unit 122 commands the energy conversion device 20 to convert energy in accordance with the energy conversion plan for the energy conversion device 20 created by the plan creation unit 113.
  • FIG. 3 is a flowchart of a process for creating an energy conversion plan according to an embodiment of the present invention.
  • step 2 (S2) the smoothing processing unit 112 performs smoothing processing on the predicted value of the electricity market price for a specified future period obtained in S1.
  • step 3 the plan creation unit 113 creates an energy conversion plan for the energy conversion device 20 based on the predicted values smoothed in S2.
  • Figure 4 is a sequence diagram of the energy conversion process based on an energy conversion plan according to one embodiment of the present invention.
  • step 12 (S12) the energy conversion plan creation device 11 sends the energy conversion plan for the energy conversion device 20 created in S11 to the command unit 122.
  • Examples 1-1 to 1-4 show the results when smoothing processing is performed using a simple average of the interval from one frame before and after to four frames before and after.
  • the first and last frames of the time period where the price is 0.01 yen/kWh are averaged with the prices of the frames before and after, resulting in a predicted price higher than 0.01 yen/kWh. This makes it possible to obtain a plan to charge near the center of the time period where the price is 0.01 yen/kWh, increasing the likelihood of creating a plan to charge at a time when the electricity market price is likely to be 0.01 yen/kWh.
  • FIG. 7 is a diagram illustrating an example of application of an energy conversion plan according to one embodiment of the present invention to a virtual power plant.
  • the energy conversion plan created by the energy conversion plan creation device 11 may be a plan for converting energy used by a virtual power plant (VPP) 2 that buys and sells electricity in the electricity market system 4.
  • VPP virtual power plant
  • each of the multiple control devices 10 can create an energy conversion plan for each of the multiple energy conversion devices 20 controlled by the control device 10.
  • the integrated control device 3 may also be equipped with an energy conversion plan creation device 11 (in this case, the integrated control device 3 can create an energy conversion plan for each of the multiple energy conversion devices 20 controlled by each of the multiple control devices 10).
  • multiple energy conversion devices 20 can be managed collectively to adjust supply and demand (when the electricity market price is low, electricity is converted into other energy sources, and when the electricity market price is high, fuel, etc. is converted into electricity).
  • the targets of supply and demand adjustment i.e., energy conversion devices 20
  • the water electrolysis device and organic hydride production device are controlled taking into account the remaining hydrogen tank and organic hydride tank, etc.
  • the electricity market price is high, it becomes possible to perform integrated management such as discharging the storage battery and generating electricity using hydrogen and organic hydride.
  • fluctuations in the electricity market price are taken into consideration, thereby reducing energy costs and improving energy efficiency.
  • a smoothing process on the predicted value of the electricity market price, it is possible to extract and reflect price trends with high prediction accuracy (i.e., rough trends in fluctuations in the electricity market price) in charging and discharging, while suppressing wasteful charging and discharging caused by taking into consideration small price differences with low prediction accuracy (i.e., fine trends in fluctuations in the electricity market price).
  • ⁇ Hardware configuration> 8 is a diagram showing the hardware configuration of the control device 10 according to one embodiment of the present invention. The same applies to the energy conversion plan creation device 11.
  • the control device 10 can include a control unit 1001, a main memory unit 1002, an auxiliary memory unit 1003, an input unit 1004, an output unit 1005, and an interface unit 1006. Each of these units will be described below.
  • the control unit 1001 is a processor (e.g., a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), etc.) that executes various programs installed in the auxiliary storage unit 1003.
  • a processor e.g., a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), etc.
  • CPU Central Processing Unit
  • GPU Graphics Processing Unit
  • the main memory unit 1002 includes non-volatile memory (ROM (Read Only Memory)) and volatile memory (RAM (Random Access Memory)).
  • ROM Read Only Memory
  • RAM Random Access Memory
  • the ROM stores various programs, data, etc. required for the control unit 1001 to execute the various programs installed in the auxiliary memory unit 1003.
  • the RAM provides a working area into which the various programs installed in the auxiliary memory unit 1003 are expanded when executed by the control unit 1001.
  • the auxiliary memory unit 1003 is an auxiliary memory device that stores various programs and information used when the various programs are executed.
  • the input unit 1004 is an input device through which the operator of the control device 10 inputs various instructions to the control device 10.
  • This specification discloses at least the following devices, systems, methods, programs, and storage media.
  • Appendix 1 a smoothing processing unit that performs a smoothing process on the predicted value of the electricity market price for a predetermined future period; and a plan creation unit that creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed.
  • Appendix 2 The energy conversion plan creation device according to (Supplementary Note 1), wherein the smoothing process is a moving average process.
  • (Appendix 3) The energy conversion plan creation device according to (Supplementary Note 1) or (Supplementary Note 2), wherein the electricity market is a spot market.
  • (Appendix 7) The energy conversion plan creation device according to any one of (Supplementary Note 1) to (Supplementary Note 6), wherein the energy conversion plan is a charging plan and a discharging plan for a storage battery.
  • (Appendix 8) The energy conversion plan creation device according to (Supplementary Note 7), wherein the energy conversion plan is created based on the SoC of the storage battery.
  • (Appendix 9) The energy conversion plan creation device according to any one of (Appendix 1) to (Appendix 8), wherein the energy conversion plan is a hydrogen production plan for a hydrogen production device and is created based on a hydrogen demand forecast value.
  • the energy conversion device includes a storage battery, a hydrogen production device, and a power generation device;
  • the energy conversion device includes a hydrogen production device, an organic hydride production device, and a power generation device; An energy conversion plan creation device described in any of (Appendix 1) to (Appendix 11), wherein the plan creation unit creates a hydrogen production plan for the hydrogen production device, an organic hydride production plan for the organic hydride production device, and a power generation plan for the power generation device based on a hydrogen demand forecast value and a power demand forecast value.
  • the energy conversion plan creation device according to any one of (Supplementary Note 1) to (Supplementary Note 12), wherein the energy conversion plan is either a plan for the next day or a plan for the next week.
  • An energy conversion device control system including a control device and an energy conversion device controlled by the control device, The control device a smoothing processing unit that performs a smoothing process on the predicted value of the electricity market price for a predetermined future period; a plan creation unit that creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed; and a command unit that controls the energy conversion device according to the energy conversion plan.
  • (Appendix 15) A method executed by an energy conversion device control system including a control device and an energy conversion device controlled by the control device, the method comprising: The control device performs a smoothing process on a predicted value of the electricity market price for a predetermined future period; The control device creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed; and the controller controlling the energy conversion device according to the energy conversion plan.
  • (Appendix 16) A program that causes a computer to execute the method of (Appendix 15), or a storage medium that stores the program.

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Abstract

The present invention improves energy conversion profitability. An energy conversion plan creation device according to one embodiment of the present invention comprises: a smoothing process unit that performs a smoothing process with respect to a prediction value of the electricity market price in a prescribed period in the future; and a plan creation unit that creates an energy conversion plan of an energy conversion device on the basis of the prediction value subjected to the smoothing process.

Description

エネルギー変換計画作成装置、エネルギー変換装置制御システムおよび方法Energy conversion plan creation device, energy conversion device control system and method

 本発明は、エネルギー変換計画作成装置、エネルギー変換装置制御システムおよび方法に関する。 The present invention relates to an energy conversion plan creation device, an energy conversion device control system, and a method.

 従来、電力は、スポット市場等の電力市場で取引されている。例えば、スポット市場においては、電力市場で取引される電力の価格(以下、電力市場価格ともいう)は、コマ(例えば、日本では1コマ:30分)ごとに変動する(つまり、各コマにおいて異なる電力市場価格が形成されうる)。 Traditionally, electricity has been traded in electricity markets such as the spot market. For example, in a spot market, the price of electricity traded in the electricity market (hereinafter also referred to as the electricity market price) fluctuates every time slot (for example, in Japan, one slot is 30 minutes) (meaning that different electricity market prices can be formed for each slot).

 一般に、電力市場価格は、電力の需給バランスに応じて形成され、電力の余剰時には安価になり、電力の不足時には高価になる。例えば、蓄電池を保有する事業者は、電力市場価格が安価なときに蓄電池の充電を行い、電力市場価格が高価なときに蓄電池の放電を行うことで、収益性を上げることができる。 Generally, electricity market prices are determined based on the balance between supply and demand, and are cheaper when there is a surplus of electricity and more expensive when there is a shortage. For example, businesses that own storage batteries can increase their profitability by charging their batteries when the electricity market price is cheap and discharging them when the electricity market price is expensive.

 例えば、スポット市場を利用する場合には、電力市場価格が明らかになる前に、電力市場価格の予測値に基づいて蓄電池の充放電計画を作成し、充電に用いられる電力を市場から調達し、放電した電力を市場に販売する。 For example, when using the spot market, a battery charging and discharging plan is created based on the predicted electricity market price before the electricity market price becomes known, the electricity used for charging is procured from the market, and the discharged electricity is sold back to the market.

特許第5579954号公報Patent No. 5579954

 しかしながら、電力市場価格を高い精度で予測することは困難であり、電力市場価格の予測が外れた場合には十分に収益性を上げられない。 However, it is difficult to predict electricity market prices with a high degree of accuracy, and if electricity market price predictions are incorrect, it will not be possible to achieve sufficient profitability.

 本発明では、エネルギーの変換による収益性を向上させることを目的とする。 The purpose of this invention is to improve the profitability of energy conversion.

 本発明の一実施形態であるエネルギー変換計画作成装置は、将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行う平滑化処理部と、前記平滑化処理が行われた予測値に基づいて、エネルギー変換装置のエネルギー変換計画を作成する計画作成部と、を備える。 An energy conversion plan creation device according to one embodiment of the present invention includes a smoothing processing unit that performs a smoothing process on predicted values of electricity market prices for a predetermined future period, and a plan creation unit that creates an energy conversion plan for an energy conversion device based on the smoothed predicted values.

 本発明によれば、エネルギーの変換による収益性を向上させることができる。 The present invention makes it possible to improve the profitability of energy conversion.

本発明の一実施形態に係る全体の構成を示す図である。1 is a diagram showing an overall configuration according to an embodiment of the present invention; 本発明の一実施形態に係る制御装置の機能構成を示す図である。FIG. 2 is a diagram illustrating a functional configuration of a control device according to an embodiment of the present invention. 本発明の一実施形態に係るエネルギー変換計画の作成処理のフローチャートである。1 is a flowchart of a process for creating an energy conversion plan according to an embodiment of the present invention. 本発明の一実施形態に係るエネルギー変換計画に基づくエネルギー変換処理のシーケンス図である。FIG. 3 is a sequence diagram of an energy conversion process based on an energy conversion plan according to one embodiment of the present invention. 本発明の一実施形態に係る平滑化処理が有る場合と平滑化処理が無い場合の違いを説明するための図である。10A and 10B are diagrams for explaining the difference between a case where smoothing processing is performed and a case where smoothing processing is not performed according to an embodiment of the present invention. 本発明の一実施形態に係る平滑化処理が有る場合と平滑化処理が無い場合の違いを説明するための図である。10A and 10B are diagrams for explaining the difference between a case where smoothing processing is performed and a case where smoothing processing is not performed according to an embodiment of the present invention. 本発明の一実施形態に係るエネルギー変換計画のバーチャルパワープラントへの適用例を説明するための図である。FIG. 1 is a diagram for explaining an example of application of an energy conversion plan according to an embodiment of the present invention to a virtual power plant. 本発明の一実施形態に係る制御装置のハードウェア構成を示す図である。FIG. 2 is a diagram illustrating a hardware configuration of a control device according to an embodiment of the present invention.

 以下、図面に基づいて本発明の実施の形態を説明する。 The following describes an embodiment of the present invention with reference to the drawings.

<用語の説明>
・本明細書において、「エネルギーの変換」は、燃料等を電力に変換すること(例えば、充電)と、電力(電気エネルギー)を他のエネルギーに変換すること(例えば、放電)と、の少なくとも一方である。
・本明細書において、「エネルギー変換装置」は、燃料等を電力に変換する発電デバイス(例えば、火力発電装置、燃料電池等)と、電力を他のエネルギーに変換する電力利用デバイス(例えば、水素製造装置、空調、ヒートポンプ等)と、発電と電力利用がいずれも可能なデバイス(例えば、蓄電池、水力発電装置等)と、の少なくとも1つである。
・本明細書において、「エネルギー変換計画」は、いつどれぐらいの燃料等を電力に変換するかの計画(例えば、充電の計画)と、いつどれぐらいの電力を他のエネルギーに変換するかの計画(例えば、放電の計画)と、の少なくとも1つである。「エネルギー変換計画」は、複数のエネルギー変換装置の電力への変換の計画、および、電力からの変換の計画を組み合わせた計画であってもよい。
<Terminology>
In this specification, "energy conversion" refers to at least one of converting fuel, etc. into electricity (e.g., charging) and converting electricity (electrical energy) into other energy (e.g., discharging).
In this specification, an "energy conversion device" refers to at least one of a power generation device that converts fuel, etc. into electricity (e.g., a thermal power generation device, a fuel cell, etc.), a power utilization device that converts electricity into other energy sources (e.g., a hydrogen production device, an air conditioner, a heat pump, etc.), and a device that can both generate electricity and utilize electricity (e.g., a storage battery, a hydroelectric power generation device, etc.).
In this specification, the "energy conversion plan" refers to at least one of a plan for when and how much fuel or the like is converted into electricity (e.g., a charging plan) and a plan for when and how much electricity is converted into other energy sources (e.g., a discharging plan). The "energy conversion plan" may be a plan that combines plans for conversion into electricity by a plurality of energy conversion devices and plans for conversion from electricity.

<システム構成>
 図1は、本発明の一実施形態に係る全体の構成を示す図である。エネルギー変換装置制御システム1は、制御装置10と、制御装置10によって制御されるエネルギー変換装置20と、を含む。
<System Configuration>
1 is a diagram showing the overall configuration of an embodiment of the present invention. The energy conversion device control system 1 includes a control device 10 and an energy conversion device 20 controlled by the control device 10.

<<制御装置>>
 制御装置10は、エネルギー変換計画にしたがってエネルギー変換装置20を制御する。制御装置10は、任意のネットワークを介して、エネルギー変換装置20とデータを送受信することができる。制御装置10は、1つまたは複数のコンピュータから構成される。
<<Control device>>
The control device 10 controls the energy conversion device 20 according to the energy conversion plan. The control device 10 can transmit and receive data to and from the energy conversion device 20 via any network. The control device 10 is composed of one or more computers.

 制御装置10は、エネルギー変換計画作成装置11を含む。エネルギー変換計画作成装置11は、将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行い、当該平滑化処理が行われた予測値に基づいて、エネルギー変換装置20のエネルギー変換計画を作成する。 The control device 10 includes an energy conversion plan creation device 11. The energy conversion plan creation device 11 performs smoothing processing on predicted values of electricity market prices for a predetermined future period, and creates an energy conversion plan for the energy conversion device 20 based on the smoothed predicted values.

<<エネルギー変換装置>>
 エネルギー変換装置20は、エネルギーを変換する(具体的には、燃料等を電力に変換する、電力を他のエネルギーに変換する)任意の装置である。例えば、エネルギー変換装置は、蓄電池と、水素製造装置と、発電装置(例えば、火力発電装置)と、のうちの少なくとも1つを含む。エネルギー変換装置20は、制御装置10からの指令に応じて動作する。
<<Energy conversion device>>
The energy conversion device 20 is any device that converts energy (specifically, converts fuel or the like into electricity, or converts electricity into other energy). For example, the energy conversion device includes at least one of a storage battery, a hydrogen production device, and a power generation device (e.g., a thermal power generation device). The energy conversion device 20 operates in response to commands from the control device 10.

 例えば、エネルギー変換装置20が蓄電池の場合、蓄電池は、制御装置10からの指令に応じて、充電および放電を行う。なお、蓄電池は、産業用蓄電池、家庭用蓄電池、EV(Electric Vehicle)等を含むことができる。 For example, if the energy conversion device 20 is a storage battery, the storage battery charges and discharges in response to commands from the control device 10. Note that storage batteries can include industrial storage batteries, household storage batteries, EVs (Electric Vehicles), etc.

 例えば、エネルギー変換装置20が水素製造装置の場合、水素製造装置は、制御装置10からの指令に応じて、水素の製造量の調整を行う。なお、水素製造装置は、再生可能エネルギー等の電力を用いて水素を製造する水電解装置、有機ハイドライド製造装置等を含むことができる。 For example, if the energy conversion device 20 is a hydrogen production device, the hydrogen production device adjusts the amount of hydrogen produced in response to commands from the control device 10. Note that the hydrogen production device may include a water electrolysis device that produces hydrogen using electricity from renewable energy sources, an organic hydride production device, etc.

 なお、本発明は、再生可能エネルギーを用いて水素製造装置にて製造した水素をタンクにて貯蔵の上、水素を燃料電池や水素発電等の発電装置にて発電する場合にも適用することができる。また、本発明は、再生可能エネルギーを用いて有機ハイドライド製造装置にて有機ハイドライドを製造し、有機ハイドライドから脱水素反応で取り出した水素を発電装置に導入して発電する場合にも適用することができる。 The present invention can also be applied when hydrogen produced in a hydrogen production device using renewable energy is stored in a tank and then used to generate electricity in a power generation device such as a fuel cell or hydrogen power plant. The present invention can also be applied when organic hydride is produced in an organic hydride production device using renewable energy, and the hydrogen extracted from the organic hydride through a dehydrogenation reaction is introduced into a power generation device to generate electricity.

 例えば、エネルギー変換装置20が発電装置(例えば、火力発電装置)の場合、発電装置は、制御装置10からの指令に応じて、発電量の調整を行う。 For example, if the energy conversion device 20 is a power generation device (e.g., a thermal power generation device), the power generation device adjusts the amount of power generation in response to commands from the control device 10.

<機能構成>
 図2は、本発明の一実施形態に係る制御装置10の機能構成を示す図である。制御装置10は、予測値取得部111と、平滑化処理部112と、計画作成部113と、情報取得部121と、指令部122と、を備えることができる。制御装置10は、プログラムを実行することによって、予測値取得部111、平滑化処理部112、計画作成部113、情報取得部121、指令部122、として機能することができる。
<Functional configuration>
2 is a diagram showing the functional configuration of a control device 10 according to one embodiment of the present invention. The control device 10 can include a predicted value acquisition unit 111, a smoothing processing unit 112, a plan creation unit 113, an information acquisition unit 121, and a command unit 122. The control device 10 can function as the predicted value acquisition unit 111, the smoothing processing unit 112, the plan creation unit 113, the information acquisition unit 121, and the command unit 122 by executing a program.

 エネルギー変換計画作成装置11は、予測値取得部111と、平滑化処理部112と、計画作成部113と、を備えることができる。エネルギー変換計画作成装置11は、プログラムを実行することによって、予測値取得部111、平滑化処理部112、計画作成部113、として機能することができる。 The energy conversion plan creation device 11 can include a predicted value acquisition unit 111, a smoothing processing unit 112, and a plan creation unit 113. By executing a program, the energy conversion plan creation device 11 can function as the predicted value acquisition unit 111, the smoothing processing unit 112, and the plan creation unit 113.

 予測値取得部111は、将来の所定の期間(例えば、翌日、翌週等)における電力市場価格の予測値を取得する。 The forecast value acquisition unit 111 acquires a forecast value for the electricity market price for a specified future period (e.g., the next day, the next week, etc.).

 なお、電力市場価格の予測の方法として、任意の方法を用いることができる。例えば、電力市場価格の予測の方法は、電力需要予測、電源稼働状況をもとに予測する方法であってもよいし、機械学習等の方法で過去の実績をもとに予測する方法であってもよい。 In addition, any method can be used to predict electricity market prices. For example, the method for predicting electricity market prices may be a method based on electricity demand forecasts and power source operation status, or a method based on past performance using machine learning or other methods.

[電力市場価格]
 ここで、電力市場価格について説明する。電力市場価格は、所定の時間に電力市場で取引される電力の価格である。なお、所定の時間は、時間帯(つまり、ある時刻からある時刻までの時間の幅)であってもよいし、時刻(つまり、瞬間)であってもよい。
[Electricity market price]
Here, the electricity market price will be explained. The electricity market price is the price of electricity traded in the electricity market at a predetermined time. Note that the predetermined time may be a time period (i.e., a period of time from one time to another) or a time (i.e., a moment).

 例えば、電力市場価格は、所定の時間帯に電力市場で取引される電力の価格である。例えば、所定の時間帯は、電力市場(例えば、スポット市場)での取引の単位である1コマの時間の幅(例えば、日本では30分)である。 For example, the electricity market price is the price of electricity traded in the electricity market during a specified time period. For example, the specified time period is the time span of one unit (e.g., 30 minutes in Japan), which is the unit of trading in the electricity market (e.g., the spot market).

 平滑化処理部112は、予測値取得部111が取得した、将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行う。 The smoothing processing unit 112 performs smoothing processing on the predicted value of the electricity market price for a specified future period acquired by the predicted value acquisition unit 111.

 なお、平滑化の方法として、任意の方法を用いることができる。例えば、平滑化処理は、移動平均処理であってもよいし、ガウシアンフィルタ(ガウスフィルタ)による平滑化処理であってもよい。なお、平滑化処理に用いる区間の幅は任意でよいが、基準となるコマを含む前後5コマ以内が好ましく、基準となるコマを含む前後2~4コマ程度がさらに好ましい。 Any method can be used as the smoothing method. For example, the smoothing process can be a moving average process, or a smoothing process using a Gaussian filter. The width of the section used for the smoothing process can be any width, but it is preferable to use a width of no more than five frames before and after the reference frame, and more preferably two to four frames before and after the reference frame.

 移動平均処理では、基準となるコマを中心とする区間内の予測値の平均値(例えば、区間内の複数のコマの単純平均値)を算出する。 The moving average process calculates the average value of the predicted values within an interval centered on a reference frame (for example, the simple average value of multiple frames within the interval).

 ガウシアンフィルタによる平滑化処理では、基準となるコマを中心とする区間内の予測値に対して、正規分布の形状を持つカーネルに基づく係数を重みとする重み付き平均値を算出する。 In the smoothing process using a Gaussian filter, a weighted average is calculated for predicted values within an interval centered on a reference frame, with weights based on coefficients based on a kernel with a normal distribution shape.

 計画作成部113は、平滑化処理部112によって平滑化処理が行われた電力市場価格の予測値に基づいて、エネルギー変換装置20のエネルギー変換計画を作成する。例えば、計画作成部113は、数理計画法(数理最適化)を用いる。例えば、数理計画法の目的関数は、各時間の、平滑化処理が行われた電力市場価格の予測値と充放電電力量の積の、所定の期間(例えば、1日、1週間等)の総和を含む。なお、各時間は、時間帯(つまり、ある時刻からある時刻までの時間の幅)であってもよいし、時刻(つまり、瞬間)であってもよい。 The plan creation unit 113 creates an energy conversion plan for the energy conversion device 20 based on the predicted value of the electricity market price smoothed by the smoothing processing unit 112. For example, the plan creation unit 113 uses mathematical programming (mathematical optimization). For example, the objective function of the mathematical programming includes the sum, over a predetermined period (e.g., one day, one week, etc.), of the product of the predicted value of the electricity market price smoothed for each time and the amount of charged and discharged electricity. Note that each time may be a time period (i.e., a span of time from one time to another) or a time (i.e., a moment in time).

 なお、数理計画法の目的関数(1コマが30分であり、1日分の計画の場合)は、下記の式で表される。c_iは時間iにおける平滑化処理が行われた電力市場価格の予測値、E_iは時間iにおける充放電電力量である。 The objective function of the mathematical programming (for a one-day plan with 30-minute time periods) is expressed by the following formula. c_i is the predicted value of the smoothed electricity market price at time i, and E_i is the amount of charged/discharged electricity at time i.

 なお、数理計画法における制約条件は、充放電電力の最大値、蓄電池のSoC(State of charge(充電率または充電状態を示す))の連続性、蓄電池のSoCの上下限を含んでいてもよい。 In addition, constraints in mathematical programming may include the maximum value of charging and discharging power, the continuity of the storage battery's SoC (State of charge, which indicates the charging rate or state of charge), and upper and lower limits of the storage battery's SoC.

[エネルギー変換計画]
 ここで、エネルギー変換計画について説明する。例えば、エネルギー変換計画は、翌日の計画(つまり、1日の計画)と翌週の計画(つまり、1週間の計画)とのいずれか一方である。
[Energy Conversion Plan]
The energy conversion plan will now be described. For example, the energy conversion plan is either a plan for the next day (i.e., a one-day plan) or a plan for the next week (i.e., a one-week plan).

 例えば、エネルギー変換計画は、蓄電池の充電の計画および放電の計画である。エネルギー変換計画は、平滑化処理部112によって平滑化処理が行われた電力市場価格の予測値、および、蓄電池のSoCに基づいて作成される。 For example, the energy conversion plan is a plan for charging and discharging the storage battery. The energy conversion plan is created based on the predicted value of the electricity market price smoothed by the smoothing processing unit 112 and the SoC of the storage battery.

 例えば、エネルギー変換計画は、水素製造装置の水素製造計画である。エネルギー変換計画は、平滑化処理部112によって平滑化処理が行われた電力市場価格の予測値、水素在庫量、および、水素需要予測値に基づいて作成される。 For example, the energy conversion plan is a hydrogen production plan for a hydrogen production device. The energy conversion plan is created based on the predicted value of the electricity market price smoothed by the smoothing processing unit 112, the hydrogen inventory amount, and the hydrogen demand forecast value.

 例えば、エネルギー変換計画は、発電装置の発電計画である。エネルギー変換計画は、平滑化処理部112によって平滑化処理が行われた電力市場価格の予測値、燃料価格、燃料在庫量、および、電力需要予測値に基づいて作成される。 For example, the energy conversion plan is a power generation plan for a power generation device. The energy conversion plan is created based on the predicted value of the electricity market price, fuel price, fuel inventory, and power demand forecast value, all of which have been smoothed by the smoothing processing unit 112.

[複数のエネルギー変換計画]
 例えば、エネルギー変換装置20が、蓄電池と水素製造装置と発電装置とを含み、計画作成部113が、蓄電池のSoCに基づいて蓄電池の充電の計画および放電の計画を作成し、水素需要予測値に基づいて水素製造装置の水素製造計画を作成し、電力需要予測値に基づいて発電装置の発電計画を作成することができる。
[Multiple energy conversion plans]
For example, the energy conversion device 20 may include a storage battery, a hydrogen production device, and a power generation device, and the plan creation unit 113 may create a charging plan and a discharging plan for the storage battery based on the SoC of the storage battery, create a hydrogen production plan for the hydrogen production device based on the hydrogen demand forecast value, and create a power generation plan for the power generation device based on the power demand forecast value.

 例えば、エネルギー変換装置20が、水素製造装置と有機ハイドライド製造装置と発電装置とを含み、計画作成部113が、水素需要予測値および電力需要予測値に基づいて、水素製造装置の水素製造計画と、有機ハイドライド製造装置の有機ハイドライド製造計画と、発電装置の発電計画とを作成することができる。 For example, the energy conversion device 20 may include a hydrogen production device, an organic hydride production device, and a power generation device, and the plan creation unit 113 may create a hydrogen production plan for the hydrogen production device, an organic hydride production plan for the organic hydride production device, and a power generation plan for the power generation device based on the hydrogen demand forecast value and the power demand forecast value.

 情報取得部121は、エネルギー変換装置20の情報をエネルギー変換装置20から取得する。 The information acquisition unit 121 acquires information about the energy conversion device 20 from the energy conversion device 20.

 指令部122は、計画作成部113が作成したエネルギー変換装置20のエネルギー変換計画にしたがってエネルギー変換装置20を制御する。具体的には、指令部122は、計画作成部113が作成したエネルギー変換装置20のエネルギー変換計画にしたがってエネルギーを変換するようエネルギー変換装置20に指令する。 The command unit 122 controls the energy conversion device 20 in accordance with the energy conversion plan for the energy conversion device 20 created by the plan creation unit 113. Specifically, the command unit 122 commands the energy conversion device 20 to convert energy in accordance with the energy conversion plan for the energy conversion device 20 created by the plan creation unit 113.

<処理方法>
 図3は、本発明の一実施形態に係るエネルギー変換計画の作成処理のフローチャートである。
<Processing method>
FIG. 3 is a flowchart of a process for creating an energy conversion plan according to an embodiment of the present invention.

 ステップ1(S1)において、予測値取得部111は、将来の所定の期間における電力市場価格の予測値を取得する。 In step 1 (S1), the forecast value acquisition unit 111 acquires a forecast value for the electricity market price for a specified future period.

 ステップ2(S2)において、平滑化処理部112は、S1で取得された、将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行う。 In step 2 (S2), the smoothing processing unit 112 performs smoothing processing on the predicted value of the electricity market price for a specified future period obtained in S1.

 ステップ3(S3)において、計画作成部113は、S2で平滑化処理が行われた予測値に基づいて、エネルギー変換装置20のエネルギー変換計画を作成する。 In step 3 (S3), the plan creation unit 113 creates an energy conversion plan for the energy conversion device 20 based on the predicted values smoothed in S2.

 図4は、本発明の一実施形態に係るエネルギー変換計画に基づくエネルギー変換処理のシーケンス図である。 Figure 4 is a sequence diagram of the energy conversion process based on an energy conversion plan according to one embodiment of the present invention.

 ステップ11(S11)において、エネルギー変換計画作成装置11は、エネルギー変換装置20のエネルギー変換計画を作成する処理(図3のS1~S3)を実行する。 In step 11 (S11), the energy conversion plan creation device 11 executes the process of creating an energy conversion plan for the energy conversion device 20 (S1 to S3 in Figure 3).

 ステップ12(S12)において、エネルギー変換計画作成装置11は、S11で作成されたエネルギー変換装置20のエネルギー変換計画を指令部122へ送る。 In step 12 (S12), the energy conversion plan creation device 11 sends the energy conversion plan for the energy conversion device 20 created in S11 to the command unit 122.

 ステップ13(S13)において、指令部122は、S12のエネルギー変換計画にしたがってエネルギー変換装置20を制御する。具体的には、指令部122は、S12のエネルギー変換計画にしたがってエネルギーを変換するようエネルギー変換装置20に指令する。 In step 13 (S13), the command unit 122 controls the energy conversion device 20 in accordance with the energy conversion plan of S12. Specifically, the command unit 122 commands the energy conversion device 20 to convert energy in accordance with the energy conversion plan of S12.

 ステップ14(S14)において、エネルギー変換装置20は、指令部122からの指令に応じてエネルギーを変換する。 In step 14 (S14), the energy conversion device 20 converts energy in response to a command from the command unit 122.

 図5は、本発明の一実施形態に係る平滑化処理が有る場合と平滑化処理が無い場合の違いを説明するための図である。 Figure 5 is a diagram illustrating the difference between when smoothing processing is performed and when it is not performed, according to one embodiment of the present invention.

 図5では、定格出力5MW、定格容量10MWhの蓄電池を用いて、日本卸電力取引所(Japan Electric Power Exchange(JEPX))のスポット市場において値差取引を行った場合の、2023年4月1日から2023年9月30日までの期間における充放電シミュレーションに基づく値差取引の収益の結果を示す。いずれの実施例および比較例も、外部機関より入手したスポット市場価格の前日朝8時時点における予測値を図3のS1の予測値とした。 Figure 5 shows the revenue results for price differential trading based on a charge/discharge simulation for the period from April 1, 2023 to September 30, 2023, when price differential trading is conducted in the spot market of the Japan Electric Power Exchange (JEPX) using a storage battery with a rated output of 5 MW and a rated capacity of 10 MWh. In all examples and comparative examples, the predicted value for S1 in Figure 3 is the spot market price as of 8:00 a.m. the previous day, which was obtained from an external institution.

 比較例は、図3のS2における平滑化処理を行わない場合の結果を示している。 The comparative example shows the results when the smoothing process in S2 of Figure 3 is not performed.

 実施例1-1~1-4は、前後1コマから前後4コマまでの区間の単純平均による平滑化処理を行った場合の結果を示す。 Examples 1-1 to 1-4 show the results when smoothing processing is performed using a simple average of the interval from one frame before and after to four frames before and after.

 実施例2-1~2-4は、前後1コマから前後4コマに対してガウシアンフィルタ(ガウスフィルタ)を適用することによる平滑化処理を行った場合の結果を示す。 Examples 2-1 to 2-4 show the results of smoothing processing by applying a Gaussian filter to one to four frames before and after.

 いずれの実施例においても、1日当たりの充放電回数(図5の「1日当たり充放電回数」)が減少する一方で、値差取引収益(図5の「1日当たり値差取引収益」)と放電量当たり収益(図5の「放電量当たり収益」)が増大していることから、適当な平滑化処理を行うことで収益性を向上させることができることがわかる。これは、蓄電池の充放電に伴う劣化を抑制すると同時に、電力市場価格の予測が外れることによる値差取引収益の毀損を抑制していることを示しており、期待する効果を得られていることを示している。 In all examples, the number of charge/discharge cycles per day ("Number of charge/discharge cycles per day" in Figure 5) decreased, while the price differential trading revenue ("Price differential trading revenue per day" in Figure 5) and revenue per discharge amount ("Revenue per discharge amount" in Figure 5) increased, indicating that profitability can be improved by performing appropriate smoothing processing. This shows that deterioration associated with the charging and discharging of storage batteries is suppressed, while at the same time, the damage to price differential trading revenue due to incorrect predictions of electricity market prices is suppressed, indicating that the expected effects are being achieved.

 図6は、本発明の一実施形態に係る平滑化処理が有る場合と平滑化処理が無い場合の違いを説明するための図である。 Figure 6 is a diagram illustrating the difference between when smoothing processing is performed and when smoothing processing is not performed according to one embodiment of the present invention.

・「スポット市場価格実績」は、実際に電力市場で取引された電力の価格を示す。
・「スポット市場価格予測(平滑化前)」は、平滑化処理が行われていない電力市場価格の予測値を示す。
・「スポット市場価格予測(平滑化後:実施例1-2)」は、前後2コマの区間の単純平均による平滑化処理を行った電力市場価格の予測値を示す。
・「充放電量(比較例)」は、平滑化処理が行われていない電力市場価格の予測値に基づいて作成した充放電量計画を示す。
・「充放電量(実施例1-2)」は、前後2コマの区間の単純平均による平滑化処理を行った電力市場価格の予測値に基づいて作成した充放電量計画を示す。
- "Actual spot market price" indicates the price of electricity actually traded in the electricity market.
"Spot market price forecast (before smoothing)" indicates the forecast value of the electricity market price without smoothing processing.
"Spot market price forecast (after smoothing: Example 1-2)" indicates the forecast value of the electricity market price after smoothing processing using a simple average of the two frames before and after.
"Charge/Discharge Amount (Comparative Example)" indicates a charge/discharge amount plan created based on predicted values of the electricity market price that have not been subjected to smoothing processing.
"Charge/Discharge Amount (Example 1-2)" indicates a charge/discharge amount plan created based on predicted values of the electricity market price that have been smoothed by simple averaging of the two frames before and after.

 図6のaに示されるように、平滑化処理が行われないと、電力市場価格の予測値の微小な価格差に基づく充放電を行ってしまう。ところが、実際の電力市場価格はこのような微小な価格差が予測通りに出現することは少なく、結果として図6のaに示すように充電時の平均価格よりも放電時の平均価格のほうが安く、充放電を行うことで収支が負となってしまうことも多い。平滑化処理を行うことによって、電力市場価格の予測値の微小な価格差は平均化され、結果として、このような予測精度の期待できない細かな充放電や値差取引を削減することができる。 As shown in Figure 6a, if smoothing processing is not performed, charging and discharging will occur based on small price differences in the predicted value of the electricity market price. However, such small price differences rarely occur in the actual electricity market price as predicted, and as a result, as shown in Figure 6a, the average price during discharging is lower than the average price during charging, and charging and discharging often results in a negative balance. By performing smoothing processing, small price differences in the predicted value of the electricity market price are averaged out, and as a result, it is possible to reduce such small charging and discharging and price difference trading where prediction accuracy cannot be expected.

 図6のbに示されるように、電力市場価格の予測値が0.01円/kWhであるコマが連続する場合、実際に0.01円/kWhとなる確率はコマごとに異なり、0.01円/kWhが連続する時間帯の最初のコマや最後のコマは実際に0.01円/kWhとなる確率が低いと考えられる。しかし、この予測データを計画作成に用いたとき、実際に0.01円/kWhとなる確率の違いは通常考慮されず、これらのコマのうち適当なコマで充電する計画を作成してしまう。平滑化処理を行うことによって、0.01円/kWhが連続する時間帯の最初のコマや最後のコマは、前後のコマの価格と平均化され、0.01円/kWhよりも大きな予測価格となる結果、0.01円/kWhが連続する時間帯の中央付近で充電する計画を得ることができ、結果として電力市場価格が0.01円/kWhとなる可能性が高い時間に充電する計画を立てることができる可能性が高まる。 As shown in Figure 6b, when there are consecutive frames where the predicted electricity market price is 0.01 yen/kWh, the probability that the price will actually be 0.01 yen/kWh varies for each frame, and it is thought that the first and last frames of the time period where the price is 0.01 yen/kWh are less likely to actually be 0.01 yen/kWh. However, when this predicted data is used to create a plan, the difference in the probability of the price actually being 0.01 yen/kWh is not usually taken into account, and a plan is created to charge at a random frame among these frames. By performing smoothing processing, the first and last frames of the time period where the price is 0.01 yen/kWh are averaged with the prices of the frames before and after, resulting in a predicted price higher than 0.01 yen/kWh. This makes it possible to obtain a plan to charge near the center of the time period where the price is 0.01 yen/kWh, increasing the likelihood of creating a plan to charge at a time when the electricity market price is likely to be 0.01 yen/kWh.

 図7は、本発明の一実施形態に係るエネルギー変換計画のバーチャルパワープラントへの適用例を説明するための図である。図7に示されるように、エネルギー変換計画作成装置11が作成するエネルギー変換計画は、電力市場システム4で電力の売買を行うバーチャルパワープラント(VPP)2が用いるエネルギーを変換するための計画であってもよい。 FIG. 7 is a diagram illustrating an example of application of an energy conversion plan according to one embodiment of the present invention to a virtual power plant. As shown in FIG. 7, the energy conversion plan created by the energy conversion plan creation device 11 may be a plan for converting energy used by a virtual power plant (VPP) 2 that buys and sells electricity in the electricity market system 4.

 例えば、複数の制御装置10の各々は、制御装置10が制御している複数のエネルギー変換装置20の各々のエネルギー変換計画を作成することができる。なお、統合制御装置3がエネルギー変換計画作成装置11を備えてもよい(この場合、統合制御装置3は、複数の制御装置10の各々が制御している複数のエネルギー変換装置20の各々のエネルギー変換計画を作成することができる)。 For example, each of the multiple control devices 10 can create an energy conversion plan for each of the multiple energy conversion devices 20 controlled by the control device 10. The integrated control device 3 may also be equipped with an energy conversion plan creation device 11 (in this case, the integrated control device 3 can create an energy conversion plan for each of the multiple energy conversion devices 20 controlled by each of the multiple control devices 10).

 このように、複数のエネルギー変換装置20のエネルギーの変換(具体的には、燃料等を電力に変換することと、電力を他のエネルギーに変換することと、の少なくとも一方である)の計画を作成することによって、複数のエネルギー変換装置20を一括管理して需給調整を行うことができる(電力市場価格が安価なときには、電力を他のエネルギーに変換し、電力市場価格が高価なときには、燃料等を電力に変換する)。 In this way, by creating a plan for the energy conversion of multiple energy conversion devices 20 (specifically, at least one of converting fuel, etc. into electricity and converting electricity into other energy sources), multiple energy conversion devices 20 can be managed collectively to adjust supply and demand (when the electricity market price is low, electricity is converted into other energy sources, and when the electricity market price is high, fuel, etc. is converted into electricity).

 具体的には、平滑化処理が行われた電力市場価格の予測値に応じて、需給調整対象(つまり、エネルギー変換装置20)を組み合わせて制御することができる。例えば、電力市場価格が安価なときには、蓄電池への充電に加えて、水素タンク、有機ハイドライドタンク残留等を踏まえて水電解装置、有機ハイドライド製造装置を制御する。電力市場価格が高価なときには、蓄電池の放電に加えて、水素、有機ハイドライドを用いて発電を行うといった一括管理が可能となる。 Specifically, it is possible to combine and control the targets of supply and demand adjustment (i.e., energy conversion devices 20) according to the predicted value of the electricity market price after smoothing processing. For example, when the electricity market price is low, in addition to charging the storage battery, the water electrolysis device and organic hydride production device are controlled taking into account the remaining hydrogen tank and organic hydride tank, etc. When the electricity market price is high, it becomes possible to perform integrated management such as discharging the storage battery and generating electricity using hydrogen and organic hydride.

<効果>
 本発明の一実施形態では、電力市場価格の変動を考慮し、エネルギーコストの削減およびエネルギー効率の向上を実現することができる。具体的には、電力市場価格の予測値に対して平滑化処理を行うことで、予測精度の高い価格のトレンド(つまり、電力市場価格の変動の大まかな傾向)を抽出して充放電に反映しつつ、かつ、予測精度の低い微小な価格差(つまり、電力市場価格の変動の細かな傾向)を考慮してしまうことによる無駄な充放電を抑制することができる。
<Effects>
In one embodiment of the present invention, fluctuations in the electricity market price are taken into consideration, thereby reducing energy costs and improving energy efficiency. Specifically, by performing a smoothing process on the predicted value of the electricity market price, it is possible to extract and reflect price trends with high prediction accuracy (i.e., rough trends in fluctuations in the electricity market price) in charging and discharging, while suppressing wasteful charging and discharging caused by taking into consideration small price differences with low prediction accuracy (i.e., fine trends in fluctuations in the electricity market price).

 太陽光発電の普及により、電力市場価格は、昼間に安価になり、夕方に高騰するという曲線で示される。このような電力市場価格の変動の大まかな傾向は比較的高い精度で予測されるが、電力市場価格の変動の細かな傾向まで高い精度で予測することは困難である。例えば、蓄電池の充放電計画を作成する代表的な方法として、電力市場価格に一定の値差が発生すると予測される場合に充電および放電の計画を立てる方法が考えられる。この方法では、予測精度の低い電力市場価格(つまり、電力市場価格の変動の細かな傾向)と予測精度の高い電力市場価格(つまり、電力市場価格の変動の大まかな傾向)を区別せずに充放電計画を作成してしまうため、余計な充放電を行ってしまい、結果として収益性を損ねてしまう。本発明のように、電力市場価格の予測値に平滑化処理を行うことで、収益性を向上させることができる。 With the spread of solar power generation, electricity market prices are shown as a curve that shows lower prices during the day and higher prices in the evening. While the general trends in such electricity market price fluctuations can be predicted with a relatively high degree of accuracy, it is difficult to predict the detailed trends in electricity market price fluctuations with a high degree of accuracy. For example, a typical method for creating a battery charge/discharge plan is to create a charging and discharging plan when a certain value difference is predicted in the electricity market price. With this method, the charge/discharge plan is created without distinguishing between electricity market prices with low prediction accuracy (i.e., the detailed trends in electricity market price fluctuations) and electricity market prices with high prediction accuracy (i.e., the general trends in electricity market price fluctuations), resulting in unnecessary charging and discharging, which ultimately reduces profitability. By performing a smoothing process on the predicted value of the electricity market price, as in the present invention, profitability can be improved.

<ハードウェア構成>
 図8は、本発明の一実施形態に係る制御装置10のハードウェア構成を示す図である。なお、エネルギー変換計画作成装置11についても同様である。
<Hardware configuration>
8 is a diagram showing the hardware configuration of the control device 10 according to one embodiment of the present invention. The same applies to the energy conversion plan creation device 11.

 制御装置10は、制御部1001と、主記憶部1002と、補助記憶部1003と、入力部1004と、出力部1005と、インタフェース部1006と、を備えることができる。以下、それぞれについて説明する。 The control device 10 can include a control unit 1001, a main memory unit 1002, an auxiliary memory unit 1003, an input unit 1004, an output unit 1005, and an interface unit 1006. Each of these units will be described below.

 制御部1001は、補助記憶部1003にインストールされている各種プログラムを実行するプロセッサ(例えば、CPU(Central Processing Unit)、GPU(Graphics Processing Unit)等)である。 The control unit 1001 is a processor (e.g., a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), etc.) that executes various programs installed in the auxiliary storage unit 1003.

 主記憶部1002は、不揮発性メモリ(ROM(Read Only Memory))および揮発性メモリ(RAM(Random Access Memory))を含む。ROMは、補助記憶部1003にインストールされている各種プログラムを制御部1001が実行するために必要な各種プログラム、データ等を格納する。RAMは、補助記憶部1003にインストールされている各種プログラムが制御部1001によって実行される際に展開される作業領域を提供する。 The main memory unit 1002 includes non-volatile memory (ROM (Read Only Memory)) and volatile memory (RAM (Random Access Memory)). The ROM stores various programs, data, etc. required for the control unit 1001 to execute the various programs installed in the auxiliary memory unit 1003. The RAM provides a working area into which the various programs installed in the auxiliary memory unit 1003 are expanded when executed by the control unit 1001.

 補助記憶部1003は、各種プログラムや、各種プログラムが実行される際に用いられる情報を格納する補助記憶デバイスである。 The auxiliary memory unit 1003 is an auxiliary memory device that stores various programs and information used when the various programs are executed.

 入力部1004は、制御装置10の操作者が制御装置10に対して各種指示を入力する入力デバイスである。 The input unit 1004 is an input device through which the operator of the control device 10 inputs various instructions to the control device 10.

 出力部1005は、制御装置10の内部状態等を出力する出力デバイスである。 The output unit 1005 is an output device that outputs the internal state of the control device 10, etc.

 インタフェース部1006は、ネットワークに接続し、他の装置と通信を行うための通信デバイスである。 The interface unit 1006 is a communication device that connects to a network and communicates with other devices.

 以上、本発明の実施形態について詳述したが、本発明は上述した特定の実施形態に限定されるものではなく、本発明の要旨の範囲内において、種々の変形・変更が可能である。 Although the embodiments of the present invention have been described in detail above, the present invention is not limited to the specific embodiments described above, and various modifications and variations are possible within the scope of the gist of the present invention.

[付記]
 本明細書には、少なくとも下記に付記した装置、システム、方法、プログラム、記憶媒体が開示されている。
(付記1)
 将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行う平滑化処理部と、
 前記平滑化処理が行われた予測値に基づいて、エネルギー変換装置のエネルギー変換計画を作成する計画作成部と
 を備えた、エネルギー変換計画作成装置。
(付記2)
 前記平滑化処理は、移動平均処理である、(付記1)に記載のエネルギー変換計画作成装置。
(付記3)
 前記電力市場は、スポット市場である、(付記1)または(付記2)に記載のエネルギー変換計画作成装置。
(付記4)
 前記平滑化処理では、基準となるコマを含む前後5コマ以内が用いられる、(付記3)
に記載のエネルギー変換計画作成装置。
(付記5)
 前記エネルギー変換計画では、数理計画法が用いられ、
 前記数理計画法の目的関数は、各時間の前記平滑化処理が行われた予測値と充放電電力量の積の前記所定の期間の総和を含む、(付記1)から(付記4)のいずれかに記載のエネルギー変換計画作成装置。
(付記6)
 前記エネルギー変換計画は、複数のエネルギー変換装置の電力への変換の計画、および、電力からの変換の計画を組み合わせた計画である、(付記1)から(付記5)のいずれかに記載のエネルギー変換計画作成装置。
(付記7)
 前記エネルギー変換計画は、蓄電池の充電の計画および放電の計画である、(付記1)から(付記6)のいずれかに記載のエネルギー変換計画作成装置。
(付記8)
 前記エネルギー変換計画は、前記蓄電池のSoCに基づいて作成される、(付記7)に記載のエネルギー変換計画作成装置。
(付記9)
 前記エネルギー変換計画は、水素製造装置の水素製造計画であり、水素需要予測値に基づいて作成される、(付記1)から(付記8)のいずれかに記載のエネルギー変換計画作成装置。
(付記10)
 前記エネルギー変換計画は、発電装置の発電計画であり、電力需要予測値に基づいて作成される、(付記1)から(付記9)のいずれかに記載のエネルギー変換計画作成装置。
(付記11)
 前記エネルギー変換装置は、蓄電池と水素製造装置と発電装置とを含み、
 前記計画作成部は、前記蓄電池のSoCに基づいて前記蓄電池の充電の計画および放電の計画を作成し、水素需要予測値に基づいて前記水素製造装置の水素製造計画を作成し、電力需要予測値に基づいて前記発電装置の発電計画を作成する、(付記1)から(付記10)のいずれかに記載のエネルギー変換計画作成装置。
(付記12)
 前記エネルギー変換装置は、水素製造装置と有機ハイドライド製造装置と発電装置とを含み、
 前記計画作成部は、水素需要予測値および電力需要予測値に基づいて、前記水素製造装置の水素製造計画と、前記有機ハイドライド製造装置の有機ハイドライド製造計画と、前記発電装置の発電計画とを作成する、(付記1)から(付記11)のいずれかに記載のエネルギー変換計画作成装置。
(付記13)
 前記エネルギー変換計画は、翌日の計画と翌週の計画とのいずれか一方である、(付記1)から(付記12)のいずれかに記載のエネルギー変換計画作成装置。
(付記14)
 制御装置と、前記制御装置によって制御されるエネルギー変換装置と、を含むエネルギー変換装置制御システムであって、
 前記制御装置は、
 将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行う平滑化処理部と、
 前記平滑化処理が行われた予測値に基づいて、前記エネルギー変換装置のエネルギー変換計画を作成する計画作成部と、
 前記エネルギー変換計画にしたがって前記エネルギー変換装置を制御する指令部と
 を備えた、エネルギー変換装置制御システム。
(付記15)
 制御装置、前記制御装置によって制御されるエネルギー変換装置と、を含むエネルギー変換装置制御システムが実行する方法であって、
 前記制御装置が、将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行うことと、
 前記制御装置が、前記平滑化処理が行われた予測値に基づいて、前記エネルギー変換装置のエネルギー変換計画を作成することと、
 前記制御装置が、前記エネルギー変換計画にしたがって前記エネルギー変換装置を制御することと
 を含む方法。
(付記16)
 (付記15)の方法をコンピュータに実行させるプログラム、または、プログラムを記憶した記憶媒体。
[Note]
This specification discloses at least the following devices, systems, methods, programs, and storage media.
(Appendix 1)
a smoothing processing unit that performs a smoothing process on the predicted value of the electricity market price for a predetermined future period;
and a plan creation unit that creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed.
(Appendix 2)
The energy conversion plan creation device according to (Supplementary Note 1), wherein the smoothing process is a moving average process.
(Appendix 3)
The energy conversion plan creation device according to (Supplementary Note 1) or (Supplementary Note 2), wherein the electricity market is a spot market.
(Appendix 4)
In the smoothing process, up to five frames before and after the reference frame are used (Supplementary Note 3).
The energy conversion plan creation device according to claim 1.
(Appendix 5)
The energy conversion plan uses mathematical programming,
The energy conversion plan creation device according to any one of (Appendix 1) to (Appendix 4), wherein the objective function of the mathematical programming includes the sum, over the specified period, of the products of the smoothed predicted values and the charge/discharge power amounts for each time period.
(Appendix 6)
An energy conversion plan creation device described in any of (Appendix 1) to (Appendix 5), wherein the energy conversion plan is a plan that combines plans for conversion into electricity and plans for conversion from electricity by multiple energy conversion devices.
(Appendix 7)
The energy conversion plan creation device according to any one of (Supplementary Note 1) to (Supplementary Note 6), wherein the energy conversion plan is a charging plan and a discharging plan for a storage battery.
(Appendix 8)
The energy conversion plan creation device according to (Supplementary Note 7), wherein the energy conversion plan is created based on the SoC of the storage battery.
(Appendix 9)
The energy conversion plan creation device according to any one of (Appendix 1) to (Appendix 8), wherein the energy conversion plan is a hydrogen production plan for a hydrogen production device and is created based on a hydrogen demand forecast value.
(Appendix 10)
The energy conversion plan creation device according to any one of (Supplementary Note 1) to (Supplementary Note 9), wherein the energy conversion plan is a power generation plan for a power generation device and is created based on a predicted power demand value.
(Appendix 11)
the energy conversion device includes a storage battery, a hydrogen production device, and a power generation device;
The energy conversion plan creation device described in any one of (Appendix 1) to (Appendix 10), wherein the plan creation unit creates a charging plan and a discharging plan for the storage battery based on the SoC of the storage battery, creates a hydrogen production plan for the hydrogen production device based on a hydrogen demand forecast value, and creates a power generation plan for the power generation device based on a power demand forecast value.
(Appendix 12)
the energy conversion device includes a hydrogen production device, an organic hydride production device, and a power generation device;
An energy conversion plan creation device described in any of (Appendix 1) to (Appendix 11), wherein the plan creation unit creates a hydrogen production plan for the hydrogen production device, an organic hydride production plan for the organic hydride production device, and a power generation plan for the power generation device based on a hydrogen demand forecast value and a power demand forecast value.
(Appendix 13)
The energy conversion plan creation device according to any one of (Supplementary Note 1) to (Supplementary Note 12), wherein the energy conversion plan is either a plan for the next day or a plan for the next week.
(Appendix 14)
An energy conversion device control system including a control device and an energy conversion device controlled by the control device,
The control device
a smoothing processing unit that performs a smoothing process on the predicted value of the electricity market price for a predetermined future period;
a plan creation unit that creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed;
and a command unit that controls the energy conversion device according to the energy conversion plan.
(Appendix 15)
A method executed by an energy conversion device control system including a control device and an energy conversion device controlled by the control device, the method comprising:
The control device performs a smoothing process on a predicted value of the electricity market price for a predetermined future period;
The control device creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed;
and the controller controlling the energy conversion device according to the energy conversion plan.
(Appendix 16)
A program that causes a computer to execute the method of (Appendix 15), or a storage medium that stores the program.

 本国際出願は2024年3月26日に出願された日本国特許出願2024-048945号に基づく優先権を主張するものであり、2024-048945号の全内容をここに本国際出願に援用する。 This international application claims priority from Japanese Patent Application No. 2024-048945, filed on March 26, 2024, the entire contents of which are hereby incorporated by reference into this international application.

1 エネルギー変換装置制御システム
2 バーチャルパワープラント
3 統合制御装置
4 電力市場システム
10 制御装置
11 エネルギー変換計画作成装置
20 エネルギー変換装置
111 予測値取得部
112 平滑化処理部
113 計画作成部
121 情報取得部
122 指令部
1001 制御部
1002 主記憶部
1003 補助記憶部
1004 入力部
1005 出力部
1006 インタフェース部
REFERENCE SIGNS LIST 1 Energy conversion device control system 2 Virtual power plant 3 Integrated control device 4 Electricity market system 10 Control device 11 Energy conversion plan creation device 20 Energy conversion device 111 Prediction value acquisition unit 112 Smoothing processing unit 113 Plan creation unit 121 Information acquisition unit 122 Command unit 1001 Control unit 1002 Main memory unit 1003 Auxiliary memory unit 1004 Input unit 1005 Output unit 1006 Interface unit

Claims (15)

 将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行う平滑化処理部と、
 前記平滑化処理が行われた予測値に基づいて、エネルギー変換装置のエネルギー変換計画を作成する計画作成部と
 を備えた、エネルギー変換計画作成装置。
a smoothing processing unit that performs a smoothing process on the predicted value of the electricity market price for a predetermined future period;
and a plan creation unit that creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed.
 前記平滑化処理は、移動平均処理である、請求項1に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 1, wherein the smoothing process is a moving average process.  前記電力市場は、スポット市場である、請求項1に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 1, wherein the electricity market is a spot market.  前記平滑化処理では、基準となるコマを含む前後5コマ以内が用いられる、請求項3に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 3, wherein the smoothing process uses up to five frames before and after the reference frame.  前記エネルギー変換計画では、数理計画法が用いられ、
 前記数理計画法の目的関数は、各時間の前記平滑化処理が行われた予測値と充放電電力量の積の前記所定の期間の総和を含む、請求項1に記載のエネルギー変換計画作成装置。
The energy conversion plan uses mathematical programming,
2. The energy conversion plan creation device according to claim 1, wherein an objective function of the mathematical programming includes a sum, over the predetermined period, of a product of the smoothed predicted value for each time period and the amount of charge/discharge power.
 前記エネルギー変換計画は、複数のエネルギー変換装置の電力への変換の計画、および、電力からの変換の計画を組み合わせた計画である、請求項1に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 1, wherein the energy conversion plan is a plan that combines plans for conversion to electricity and plans for conversion from electricity by multiple energy conversion devices.  前記エネルギー変換計画は、蓄電池の充電の計画および放電の計画である、請求項1に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 1, wherein the energy conversion plan is a charging plan and a discharging plan for a storage battery.  前記エネルギー変換計画は、前記蓄電池のSoCに基づいて作成される、請求項7に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 7, wherein the energy conversion plan is created based on the SoC of the storage battery.  前記エネルギー変換計画は、水素製造装置の水素製造計画であり、水素需要予測値に基づいて作成される、請求項1に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 1, wherein the energy conversion plan is a hydrogen production plan for a hydrogen production device and is created based on a hydrogen demand forecast value.  前記エネルギー変換計画は、発電装置の発電計画であり、電力需要予測値に基づいて作成される、請求項1に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 1, wherein the energy conversion plan is a power generation plan for a power generation device and is created based on a predicted power demand value.  前記エネルギー変換装置は、蓄電池と水素製造装置と発電装置とを含み、
 前記計画作成部は、前記蓄電池のSoCに基づいて前記蓄電池の充電の計画および放電の計画を作成し、水素需要予測値に基づいて前記水素製造装置の水素製造計画を作成し、電力需要予測値に基づいて前記発電装置の発電計画を作成する、請求項1に記載のエネルギー変換計画作成装置。
the energy conversion device includes a storage battery, a hydrogen production device, and a power generation device;
2. The energy conversion plan creation device according to claim 1, wherein the plan creation unit creates a charging plan and a discharging plan for the storage battery based on an SoC of the storage battery, creates a hydrogen production plan for the hydrogen production device based on a hydrogen demand forecast value, and creates a power generation plan for the power generation device based on a power demand forecast value.
 前記エネルギー変換装置は、水素製造装置と有機ハイドライド製造装置と発電装置とを含み、
 前記計画作成部は、水素需要予測値および電力需要予測値に基づいて、前記水素製造装置の水素製造計画と、前記有機ハイドライド製造装置の有機ハイドライド製造計画と、前記発電装置の発電計画とを作成する、請求項1に記載のエネルギー変換計画作成装置。
the energy conversion device includes a hydrogen production device, an organic hydride production device, and a power generation device;
2. The energy conversion plan creation device according to claim 1, wherein the plan creation unit creates a hydrogen production plan for the hydrogen production device, an organic hydride production plan for the organic hydride production device, and a power generation plan for the power generation device based on a hydrogen demand forecast value and an electric power demand forecast value.
 前記エネルギー変換計画は、翌日の計画と翌週の計画とのいずれか一方である、請求項1に記載のエネルギー変換計画作成装置。 The energy conversion plan creation device of claim 1, wherein the energy conversion plan is either a plan for the next day or a plan for the next week.  制御装置と、前記制御装置によって制御されるエネルギー変換装置と、を含むエネルギー変換装置制御システムであって、
 前記制御装置は、
 将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行う平滑化処理部と、
 前記平滑化処理が行われた予測値に基づいて、前記エネルギー変換装置のエネルギー変換計画を作成する計画作成部と、
 前記エネルギー変換計画にしたがって前記エネルギー変換装置を制御する指令部と
 を備えた、エネルギー変換装置制御システム。
An energy conversion device control system including a control device and an energy conversion device controlled by the control device,
The control device
a smoothing processing unit that performs a smoothing process on the predicted value of the electricity market price for a predetermined future period;
a plan creation unit that creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed;
and a command unit that controls the energy conversion device according to the energy conversion plan.
 制御装置、前記制御装置によって制御されるエネルギー変換装置と、を含むエネルギー変換装置制御システムが実行する方法であって、
 前記制御装置が、将来の所定の期間における電力市場価格の予測値に対して、平滑化処理を行うことと、
 前記制御装置が、前記平滑化処理が行われた予測値に基づいて、前記エネルギー変換装置のエネルギー変換計画を作成することと、
 前記制御装置が、前記エネルギー変換計画にしたがって前記エネルギー変換装置を制御することと
 を含む方法。
A method executed by an energy conversion device control system including a control device and an energy conversion device controlled by the control device, the method comprising:
The control device performs a smoothing process on a predicted value of the electricity market price for a predetermined future period;
The control device creates an energy conversion plan for the energy conversion device based on the predicted value that has been smoothed;
and the controller controlling the energy conversion device according to the energy conversion plan.
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