CN117154772A - Today's energy storage control method and device, terminal equipment, readable storage medium - Google Patents
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- H—ELECTRICITY
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Abstract
本发明提供了一种日前储能调控方法及装置、终端设备、可读存储介质,该日前储能调控方法包括:基于电化学储能特征获取目标储能系统的各类额定参数,并根据各类额定参数确定目标储能系统对应的第一约束条件;基于第一约束条件对预设的SCUC模型的目标函数进行求解;将第一约束条件以及预设的经济参数计算式作为第二约束条件,基于SCUC模型的输出结果以及第二约束条件对预设的SCED模型的目标函数进行求解;基于SCUC模型的输出结果和SCED模型的输出结果进行目标储能系统的调控。本发明通过SCUC模型和SCED模型的结合、以及两个模型的约束条件的创造性设计实现了储能系统的日前储能调控。
The invention provides a day-ahead energy storage control method and device, terminal equipment, and readable storage medium. The day-ahead energy storage control method includes: obtaining various rated parameters of the target energy storage system based on electrochemical energy storage characteristics, and based on each The class-rated parameters determine the first constraint corresponding to the target energy storage system; solve the objective function of the preset SCUC model based on the first constraint; use the first constraint and the preset economic parameter calculation formula as the second constraint , the objective function of the preset SCED model is solved based on the output results of the SCUC model and the second constraint; the target energy storage system is regulated based on the output results of the SCUC model and the output results of the SCED model. The present invention realizes day-ahead energy storage regulation of the energy storage system through the combination of the SCUC model and the SCED model and the creative design of the constraints of the two models.
Description
技术领域Technical Field
本发明属于储能调控技术领域,更具体地说,是涉及一种日前储能调控方法及装置、终端设备、可读存储介质。The present invention belongs to the technical field of energy storage regulation and control, and more specifically, relates to a day-ahead energy storage regulation method and device, terminal equipment, and a readable storage medium.
背景技术Background Art
近些年,我国将可再生能源的开发与利用纳入到国家的能源发展战略之中,由于风电、光伏自身存在的随机性、波动性以及电力系统本身调峰调频能力有限等因素,大规模风电和光伏的装机和应用给电网调峰调频带来了较大压力。而储能由于其响应速度快,灵活性强,效率高,能双向功率调节等特点,可以有效提供调频、调峰等辅助服务,从而解决调峰、调频问题,缓解电力系统火电机组压力,提高新能源消纳能力。In recent years, my country has incorporated the development and utilization of renewable energy into the country's energy development strategy. Due to the randomness and volatility of wind power and photovoltaic power, as well as the limited peak and frequency regulation capabilities of the power system itself, the installation and application of large-scale wind power and photovoltaic power have brought great pressure to the peak and frequency regulation of the power grid. Energy storage, due to its fast response speed, strong flexibility, high efficiency, and bidirectional power regulation, can effectively provide auxiliary services such as frequency regulation and peak regulation, thereby solving the peak and frequency regulation problems, alleviating the pressure on thermal power units in the power system, and improving the ability to absorb new energy.
因此,随着近年来储能成本的降低和储能技术的进步,各类储能的应用规模也越来越大。目前,储能参与调峰辅助服务的一个主要研究方向为储能容量的配置和资源调度的优化,如何对日前储能资源参与调峰交易的配置进行优化调度成为本领域技术人员亟需解决的问题。Therefore, with the reduction of energy storage costs and the advancement of energy storage technology in recent years, the application scale of various types of energy storage has also become larger and larger. At present, a major research direction of energy storage participating in peak-shaving auxiliary services is the configuration of energy storage capacity and the optimization of resource scheduling. How to optimize the configuration of day-ahead energy storage resources participating in peak-shaving transactions has become an urgent problem that technicians in this field need to solve.
发明内容Summary of the invention
本发明的目的在于提供一种日前储能调控方法及装置、终端设备、可读存储介质,以对日前储能资源参与调峰交易的配置进行优化调度。The purpose of the present invention is to provide a day-ahead energy storage control method and apparatus, terminal equipment, and readable storage medium to optimize the configuration of day-ahead energy storage resources participating in peak load trading.
本发明实施例的第一方面,提供了一种日前储能调控方法,包括:A first aspect of an embodiment of the present invention provides a day-ahead energy storage control method, comprising:
基于电化学储能特征获取目标储能系统的各类额定参数,并根据所述各类额定参数确定所述目标储能系统对应的第一约束条件;Acquire various rated parameters of the target energy storage system based on the electrochemical energy storage characteristics, and determine a first constraint condition corresponding to the target energy storage system according to the various rated parameters;
基于所述第一约束条件对预设的SCUC模型的目标函数进行求解,得到SCUC模型的输出结果;将所述第一约束条件以及预设的经济参数计算式作为第二约束条件,基于所述SCUC模型的输出结果以及所述第二约束条件对预设的SCED模型的目标函数进行求解,得到所述SCED模型的输出结果;The objective function of the preset SCUC model is solved based on the first constraint condition to obtain the output result of the SCUC model; the first constraint condition and the preset economic parameter calculation formula are used as the second constraint condition, and the objective function of the preset SCED model is solved based on the output result of the SCUC model and the second constraint condition to obtain the output result of the SCED model;
基于所述SCUC模型的输出结果和所述SCED模型的输出结果进行所述目标储能系统的调控。The target energy storage system is regulated based on the output result of the SCUC model and the output result of the SCED model.
本发明实施例的第二方面,提供了一种日前储能调控装置,包括:A second aspect of an embodiment of the present invention provides a day-ahead energy storage control device, comprising:
数据获取模块,用于基于电化学储能特征获取目标储能系统的各类额定参数,并根据所述各类额定参数确定所述目标储能系统对应的第一约束条件;A data acquisition module, used to acquire various rated parameters of a target energy storage system based on electrochemical energy storage characteristics, and determine a first constraint condition corresponding to the target energy storage system according to the various rated parameters;
模型求解模块,用于基于所述第一约束条件对预设的SCUC模型的目标函数进行求解,得到SCUC模型的输出结果;将所述第一约束条件以及预设的经济参数计算式作为第二约束条件,基于所述SCUC模型的输出结果以及所述第二约束条件对预设的SCED模型的目标函数进行求解,得到所述SCED模型的输出结果;A model solving module, used to solve the objective function of a preset SCUC model based on the first constraint condition to obtain an output result of the SCUC model; using the first constraint condition and a preset economic parameter calculation formula as a second constraint condition, and solving the objective function of a preset SCED model based on the output result of the SCUC model and the second constraint condition to obtain an output result of the SCED model;
储能调控模块,用于基于所述SCUC模型的输出结果和所述SCED模型的输出结果进行所述目标储能系统的调控。The energy storage control module is used to control the target energy storage system based on the output results of the SCUC model and the output results of the SCED model.
本发明实施例的第三方面,提供了一种终端设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现上述的日前储能调控方法的步骤。According to a third aspect of an embodiment of the present invention, a terminal device is provided, comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein the processor implements the steps of the above-mentioned day-ahead energy storage control method when executing the computer program.
本发明实施例的第四方面,提供了一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现上述的日前储能调控方法的步骤。According to a fourth aspect of an embodiment of the present invention, a computer-readable storage medium is provided, wherein the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the above-mentioned day-ahead energy storage control method are implemented.
本发明实施例提供的日前储能调控方法及装置、终端设备、可读存储介质的有益效果在于:The beneficial effects of the day-ahead energy storage control method and device, terminal device, and readable storage medium provided by the embodiments of the present invention are:
本发明实施例首先根据储能系统的电化学储能系统获取了目标储能系统的各类额定参数,在此基础上计算并得出了SCUC模型的约束条件,基于SCUC模型即可实现储能系统机组组合的优化。在此基础上,本发明实施例还根据SCUC模型的约束条件以及预设的经济参数计算式确定了SCED模型的约束条件,基于SCED模型即可实现储能系统经济调度的优化。也即,基于SCUC模型和SCED模型的输出结果即可实现目标储能系统的日前储能调控。也即,本发明实施例通过SCUC模型和SCED模型的结合、以及两个模型的约束条件的创造性设计实现了日前储能调控,解决了现有技术的问题。The embodiment of the present invention first obtains various rated parameters of the target energy storage system based on the electrochemical energy storage system of the energy storage system, and on this basis calculates and obtains the constraints of the SCUC model, and the optimization of the unit combination of the energy storage system can be achieved based on the SCUC model. On this basis, the embodiment of the present invention also determines the constraints of the SCED model according to the constraints of the SCUC model and the preset economic parameter calculation formula, and the optimization of the economic dispatch of the energy storage system can be achieved based on the SCED model. That is, the day-ahead energy storage regulation of the target energy storage system can be achieved based on the output results of the SCUC model and the SCED model. That is, the embodiment of the present invention realizes day-ahead energy storage regulation through the combination of the SCUC model and the SCED model, and the creative design of the constraints of the two models, thereby solving the problems of the prior art.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
为了更清楚地说明本发明实施例中的技术方案,下面将对实施例或现有技术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 required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.
图1为本发明一实施例提供的日前储能调控方法的流程示意图;FIG1 is a schematic flow chart of a method for regulating and controlling a day-ahead energy storage system according to an embodiment of the present invention;
图2为本发明一实施例提供的IEEE39节点电力系统的拓扑结构图;FIG2 is a topological structure diagram of an IEEE39 node power system provided by an embodiment of the present invention;
图3为本发明一实施例提供的储能系统各机组调频市场中标电量图;FIG3 is a diagram of the winning bids for each unit in the frequency regulation market of an energy storage system provided by an embodiment of the present invention;
图4为本发明一实施例提供的储能系统各机组电能量市场中标电量图;FIG4 is a diagram of the electricity market winning bids for each unit of the energy storage system provided by an embodiment of the present invention;
图5为本发明一实施例提供的储能机组收益图;FIG5 is a profit diagram of an energy storage unit provided by an embodiment of the present invention;
图6为本发明一实施例提供的常规机组收益图;FIG6 is a conventional unit profit diagram provided by an embodiment of the present invention;
图7为本发明一实施例提供的日前储能调控装置的结构框图;FIG7 is a structural block diagram of a day-ahead energy storage control device provided by an embodiment of the present invention;
图8为本发明一实施例提供的终端设备的示意框图。FIG8 is a schematic block diagram of a terminal device provided in an embodiment of the present invention.
具体实施方式DETAILED DESCRIPTION
以下描述中,为了说明而不是为了限定,提出了诸如特定系统结构、技术之类的具体细节,以便透彻理解本发明实施例。然而,本领域的技术人员应当清楚,在没有这些具体细节的其它实施例中也可以实现本发明。在其它情况中,省略对众所周知的系统、装置、电路以及方法的详细说明,以免不必要的细节妨碍本发明的描述。In the following description, specific details such as specific system structures, technologies, etc. are provided for the purpose of illustration rather than limitation, so as to provide a thorough understanding of the embodiments of the present invention. However, it should be clear to those skilled in the art that the present invention may be implemented in other embodiments without these specific details. In other cases, detailed descriptions of well-known systems, devices, circuits, and methods are omitted to prevent unnecessary details from obstructing the description of the present invention.
为使本发明的目的、技术方案和优点更加清楚,下面将结合附图通过具体实施例来进行说明。In order to make the purpose, technical solutions and advantages of the present invention more clear, specific embodiments will be described below in conjunction with the accompanying drawings.
请参考图1,图1为本发明一实施例提供的日前储能调控方法的流程示意图,该日前储能调控方法包括:Please refer to FIG. 1 , which is a schematic flow chart of a method for regulating energy storage according to an embodiment of the present invention. The method for regulating energy storage according to the present invention includes:
S101:基于电化学储能特征获取目标储能系统的各类额定参数,并根据各类额定参数确定目标储能系统对应的第一约束条件。S101: Acquire various rated parameters of a target energy storage system based on electrochemical energy storage characteristics, and determine a first constraint condition corresponding to the target energy storage system according to the various rated parameters.
在本实施例中,可基于电化学储能特性,获取待分析储能电站(也即本发明实施例所描述的目标储能系统)的相关额定参数。本发明实施例主要以独立电化学储能电站为分析对象,所基于的电化学储能特性是指以化学元素为介质,充放电伴随储能介质的化学反应或变价的各类储能电池的储能特性。应当理解的是,本发明实施例所描述的各类额定参数不仅包括储能电站各参数,还包括目标储能系统上连接的各常规机组的额定参数。In this embodiment, the relevant rated parameters of the energy storage power station to be analyzed (that is, the target energy storage system described in the embodiment of the present invention) can be obtained based on the electrochemical energy storage characteristics. The embodiment of the present invention mainly takes an independent electrochemical energy storage power station as the analysis object, and the electrochemical energy storage characteristics based on it refer to the energy storage characteristics of various energy storage batteries that use chemical elements as the medium, and the charging and discharging are accompanied by chemical reactions or changes in the energy storage medium. It should be understood that the various rated parameters described in the embodiment of the present invention include not only the various parameters of the energy storage power station, but also the rated parameters of the conventional units connected to the target energy storage system.
在本实施例中,获取目标储能系统的各类额定参数可以包括:In this embodiment, obtaining various rated parameters of the target energy storage system may include:
获取储能系统各储能机组的容量额定值。其中,可以i表示节点,以k表示储能机组,即表示第i个节点的第k个储能机组的额定储能量。Get the capacity rating of each energy storage unit in the energy storage system. Where i represents the node and k represents the energy storage unit. That is, it represents the rated storage capacity of the kth energy storage unit at the i-th node.
获取储能系统SOC上限Smax和SOC下限Smin及储能系统时段结束时刻额定荷电状态Sn。The energy storage system SOC upper limit S max and SOC lower limit S min and the rated state of charge S n of the energy storage system at the end of the time period are obtained.
获取储能系统储能机组的最大充放电功率及充电效率放电效率 Get the maximum charge and discharge power of the energy storage unit of the energy storage system and charging efficiency Discharge efficiency
获取各常规机组的最大发电出力和最小发电出力 Get the maximum power output of each conventional unit and minimum power output
获取各常规机组运行时的爬坡速率 Get the ramp rate of each conventional unit during operation
获取各常规机组的开停机最小持续时间Tc。The minimum start-stop duration T c of each conventional unit is obtained.
获取各常规机组的单次启动成本和单次关停成本 Obtain the single startup cost of each conventional unit and single shutdown cost
获取系统运行时节点间潮流传输极限 Get the power flow transmission limit between nodes when the system is running
通过上述各类额定参数即可确定储能系统参与调峰调频的调控能力范围。其中,前述调控能力范围包括但不限于:储能机组调控范围、常规机组调控范围、电力负荷调控范围以及支路功率调控范围。其中储能机组调控范围主要包括:储能机组充放电功率范围、储能容量范围以及储能机组参与调频容量范围等。常规机组调控范围主要包括:常规机组的实时出力功率范围、常规机组发电开停机时间范围以及常规机组参与调频容量范围等。前述各个调控范围也即储能系统参与调峰调频的各项约束条件,也即第一约束条件。The above-mentioned rated parameters can be used to determine the control capacity range of the energy storage system participating in peak load regulation and frequency regulation. Among them, the aforementioned control capacity range includes but is not limited to: the control range of energy storage units, the control range of conventional units, the control range of power loads, and the control range of branch power. Among them, the control range of energy storage units mainly includes: the charging and discharging power range of energy storage units, the energy storage capacity range, and the capacity range of energy storage units participating in frequency regulation. The control range of conventional units mainly includes: the real-time output power range of conventional units, the power generation start and stop time range of conventional units, and the capacity range of conventional units participating in frequency regulation. The aforementioned various control ranges are also the various constraints for the energy storage system to participate in peak load regulation and frequency regulation, that is, the first constraint.
S102:基于第一约束条件对预设的SCUC模型的目标函数进行求解,得到SCUC模型的输出结果。将第一约束条件以及预设的经济参数计算式作为第二约束条件,基于SCUC模型的输出结果以及第二约束条件对预设的SCED模型的目标函数进行求解,得到SCED模型的输出结果。S102: Solving the objective function of the preset SCUC model based on the first constraint condition to obtain the output result of the SCUC model. Using the first constraint condition and the preset economic parameter calculation formula as the second constraint condition, solving the objective function of the preset SCED model based on the output result of the SCUC model and the second constraint condition to obtain the output result of the SCED model.
在本实施例中,可预先确定目标储能系统运行时各机组的成本计算式,在此基础上,根据目标储能系统的各成本计算式,建立以最小成本为目标函数的安全约束机组组合模型(也即SCUC模型),在此基础上,通过数学优化技术CPLEX及YALMIP最优化求解器结合前述第一约束条件对SCUC模型进行求解,以根据SCUC模型的输出结果编制机组出力计划、储能充放电计划以及各机组开停机计划。其中,SCUC模型的求解工具CPLEX函数及YALMIP函数的使用均可通过MATLAB工具包来实现。In this embodiment, the cost calculation formula of each unit when the target energy storage system is running can be determined in advance. On this basis, according to the cost calculation formulas of the target energy storage system, a safety constraint unit combination model (i.e., SCUC model) with minimum cost as the objective function is established. On this basis, the SCUC model is solved by combining the aforementioned first constraint condition with the mathematical optimization technology CPLEX and YALMIP optimization solver to compile the unit output plan, energy storage charging and discharging plan, and each unit start-up and shutdown plan according to the output results of the SCUC model. Among them, the use of the CPLEX function and the YALMIP function, which are the solving tools of the SCUC model, can be realized through the MATLAB toolkit.
其中,具体求解时,SCUC模型的输入参数包括:常规机组输入参数、储能机组输入参数以及目标储能系统所在电网的电网网络参数。Among them, when solving the problem specifically, the input parameters of the SCUC model include: input parameters of conventional units, input parameters of energy storage units, and grid network parameters of the grid where the target energy storage system is located.
常规机组输入参数主要包括:常规机组的数量与其所在节点、常规机组的输入输出的最大最小功率、常规机组的上下爬坡速率以及启停爬坡速率、常规机组的启动成本、关停成本以及开停机最小持续时间、常规机组的调频性能、调频容量占比以及调频里程-容量比、常规机组的发电报价、调频容量报价以及调频里程报价。The input parameters of conventional units mainly include: the number of conventional units and their nodes, the maximum and minimum input and output power of conventional units, the up and down ramp rates and start and stop ramp rates of conventional units, the startup cost, shutdown cost and minimum start and shutdown duration of conventional units, the frequency regulation performance of conventional units, the proportion of frequency regulation capacity and the frequency regulation mileage-capacity ratio, the power generation quotation, frequency regulation capacity quotation and frequency regulation mileage quotation of conventional units.
储能机组输入参数主要包括:储能机组的数量以及其所在节点、储能机组充放电功率、储能机组的最大最小容量以及日内初始时刻容量和结束时刻容量、储能机组的电荷状态、储能机组的调频性能、调频容量占比以及调频里程-容量比、储能机组的充放电报价、调频里程报价和调频容量报价。The input parameters of the energy storage unit mainly include: the number of energy storage units and their nodes, the charging and discharging power of the energy storage unit, the maximum and minimum capacity of the energy storage unit and the capacity at the initial and end times of the day, the charge state of the energy storage unit, the frequency regulation performance of the energy storage unit, the proportion of frequency regulation capacity and the frequency regulation mileage-capacity ratio, the charging and discharging quotation of the energy storage unit, the frequency regulation mileage quotation and the frequency regulation capacity quotation.
电网网络输入参数主要包括:网络节点个数,网络线路条数,网络线路功率转移分布因子以及节点间的关联矩阵。The input parameters of the power grid network mainly include: the number of network nodes, the number of network lines, the power transfer distribution factor of the network lines and the correlation matrix between nodes.
在此基础上,将上述输入参数输入至SCUC模型中,即可实现SCUC模型的求解,得到SCUC模型的输出结果。On this basis, the above input parameters are input into the SCUC model to solve the SCUC model and obtain the output results of the SCUC model.
在本实施例中,可根据目标区域(也即目标储能系统所在的区域)的电力辅助服务市场运营规则,建立安全约束经济调度模型(也即SCED模型),并根据SCED模型确定节点电价、调频出清价格等,从而计算出目标储能系统参与辅助服务市场交易的最大收益,并编制目标储能系统参与辅助服务市场交易计划。具体的,本实施例可根据SCUC模型输出的结果,得到目标储能系统运行成本最小时的机组出力计划和储能充放电计划。在此基础上,本实施例还可确定SCED模型节点电价、出清价格等参数的求解方式。在此基础上,即可根据目标储能系统运行成本最小时的各储能资源配置,结合目标区域电力辅助服务市场运营规则,以目标储能系统成本最小为目标函数建立SCED模型。在此基础上,以SCUC模型的输出结果作为SCED的输入参数,通过dual()函数求解SCED模型,得到储能系统参与调峰调频交易的节点电价以及出清价格等输出结果。根据SCED模型的输出结果,即可计算出目标储能系统参与调峰调频交易能够取得的收益,并编制目标储能系统参与辅助服务市场的交易计划。In this embodiment, a safety-constrained economic dispatch model (i.e., a SCED model) can be established according to the operating rules of the power auxiliary service market in the target area (i.e., the area where the target energy storage system is located), and the node electricity price, frequency regulation clearing price, etc. can be determined according to the SCED model, so as to calculate the maximum benefit of the target energy storage system participating in the auxiliary service market transaction, and compile the target energy storage system to participate in the auxiliary service market transaction plan. Specifically, this embodiment can obtain the unit output plan and energy storage charging and discharging plan when the target energy storage system has the lowest operating cost according to the results output by the SCUC model. On this basis, this embodiment can also determine the solution method for parameters such as the node electricity price and clearing price of the SCED model. On this basis, the SCED model can be established with the minimum cost of the target energy storage system as the objective function according to the configuration of each energy storage resource when the target energy storage system has the lowest operating cost, combined with the operating rules of the power auxiliary service market in the target area. On this basis, the output result of the SCUC model is used as the input parameter of the SCED, and the SCED model is solved by the dual() function to obtain the node electricity price and clearing price of the energy storage system participating in the peak and frequency regulation transaction. Based on the output results of the SCED model, the benefits that the target energy storage system can obtain from participating in peak-shaving and frequency-regulation transactions can be calculated, and a trading plan for the target energy storage system to participate in the ancillary service market can be compiled.
其中,目标区域的电力辅助服务市场运营规则包括但不限于:按申报容量进行调峰调频报价分档申报、发电计划编制、市场交易出清、费用结算、交易补偿等规则。Among them, the operating rules of the power ancillary service market in the target area include but are not limited to: tiered submission of peak-shaving and frequency-regulation quotations according to the declared capacity, preparation of power generation plans, market transaction clearing, fee settlement, transaction compensation and other rules.
S103:基于SCUC模型的输出结果和SCED模型的输出结果进行目标储能系统的调控。S103: Regulating the target energy storage system based on the output results of the SCUC model and the output results of the SCED model.
在本实施例中,SCUC模型的输出结果为:常规机组各机组的出力状态变量、常规机组各机组的出力功率、常规机组参与调频服务容量、网络线路的实时负荷与功率、储能机组的充放电状态变量及充放电功率、储能实时容量以及储能参与调频的容量。在此基础上,即可根据SCUC模型的输出结果编制机组出力计划、储能充放电计划以及各机组开停机计划等。In this embodiment, the output results of the SCUC model are: the output state variables of each conventional unit, the output power of each conventional unit, the capacity of conventional units participating in frequency regulation service, the real-time load and power of the network line, the charge and discharge state variables and charge and discharge power of the energy storage unit, the real-time capacity of energy storage, and the capacity of energy storage participating in frequency regulation. On this basis, the unit output plan, energy storage charge and discharge plan, and the start and stop plan of each unit can be compiled according to the output results of the SCUC model.
其中,SCUC模型的输出结果也即SCED模型的输入参数。Among them, the output results of the SCUC model are also the input parameters of the SCED model.
在此基础上,SCED模型的输出结果为:各常规机组电能量市场与调频市场中标量、各储能机组电能量市场与调频市场中标量、平衡节点电价、调频容量与调频里程出清价格。On this basis, the output results of the SCED model are: the winning bids of each conventional unit in the electric energy market and the frequency regulation market, the winning bids of each energy storage unit in the electric energy market and the frequency regulation market, the balancing node electricity price, and the frequency regulation capacity and frequency regulation mileage clearing price.
在本实施例中,确定SCUC模型和SCED模型的输出结果后,即可根据两者的输出结果编制各类计划以进行目标储能系统的调控。In this embodiment, after the output results of the SCUC model and the SCED model are determined, various plans can be compiled according to the output results of the two models to regulate the target energy storage system.
在一种可能的实现方式中,各类额定参数包括目标储能系统中各个节点储能机组的储能量以及充放电功率、目标储能系统的SOC上限值和SOC下限值、所述目标储能系统结束时刻的额定荷电状态(也即储能SOC额定值)、储能机组的最大充放电功率、常规机组的额定参数(比如,常规机组的最大发电出力和最小发电出力、以及常规机组的爬坡速率)、常规机组的开停机最小持续时间、目标储能系统中常规机组的单次启动成本和单次关停成本。In a possible implementation, the various rated parameters include the energy storage capacity and charge/discharge power of each node energy storage unit in the target energy storage system, the SOC upper limit and SOC lower limit of the target energy storage system, the rated state of charge of the target energy storage system at the end time (that is, the energy storage SOC rated value), the maximum charge/discharge power of the energy storage unit, the rated parameters of the conventional unit (for example, the maximum power generation output and the minimum power generation output of the conventional unit, and the ramp rate of the conventional unit), the minimum duration of start/stop of the conventional unit, and the single startup cost and single shutdown cost of the conventional unit in the target energy storage system.
第一约束条件包括储能容量约束、储能SOC约束、充放电功率约束、常规机组运行的出力约束、功率平衡约束、常规机组的开机时间约束和停机时间约束、常规机组的开停机启动成本约束。The first constraint conditions include energy storage capacity constraint, energy storage SOC constraint, charge and discharge power constraint, output constraint of conventional unit operation, power balance constraint, start-up time constraint and shutdown time constraint of conventional units, and start-up and shutdown cost constraint of conventional units.
根据各类额定参数确定目标储能系统对应的第一约束条件,包括:The first constraint condition corresponding to the target energy storage system is determined according to various rated parameters, including:
根据目标储能系统各储能机组的储能量,计算储能系统额定总储能量,得到储能系统参与调峰调频交易的储能容量约束。According to the energy storage capacity of each energy storage unit in the target energy storage system, the rated total energy storage capacity of the energy storage system is calculated, and the energy storage capacity constraint of the energy storage system participating in peak load and frequency regulation trading is obtained.
其中,储能容量约束为:Among them, the energy storage capacity constraint is:
其中,为t时刻的储能量,EB为额定总储能量。in, is the energy storage at time t, and EB is the rated total energy storage.
其中,通过计算EB,为第i个节点的第k个储能机组的额定储能量,I、K表示目标储能系统包含I个节点、每个节点包含K个储能机组。Among them, through Calculate E B , is the rated storage capacity of the kth energy storage unit at the ith node, and I and K indicate that the target energy storage system contains I nodes and each node contains K energy storage units.
其中,通过计算为t-1时刻第i个节点的第k个储能机组的储能量,为t时刻第i个节点的第k个储能机组的充电功率,为充电效率,为t时刻第i个节点的第k个储能机组的放电功率,为放电效率,Δt为t-1时刻和t时刻的时间差。Among them, through calculate is the energy storage capacity of the kth energy storage unit at the i-th node at time t-1, is the charging power of the kth energy storage unit at the i-th node at time t, For charging efficiency, is the discharge power of the kth energy storage unit at the i-th node at time t, is the discharge efficiency, and Δt is the time difference between time t-1 and time t.
根据目标储能系统的储能SOC额定值,确定储能SOC约束。The energy storage SOC constraint is determined according to the energy storage SOC rating of the target energy storage system.
其中,储能SOC约束为:Among them, the energy storage SOC constraint is:
Smin≤St≤Smax且 Smin≤St≤Smax and
其中,Smax、Smin分别为目标储能系统的SOC上限值和SOC下限值,St为t时刻的储能SOC值。T为目标储能系统的任意时间段,Sn为额定荷电状态。表示T结束时刻的储能SOC值应达到规定值Sn,以便次日目标储能系统的正常启动与运行。Wherein, S max and S min are the upper and lower limits of the SOC of the target energy storage system, respectively, St is the energy storage SOC value at time t, T is any time period of the target energy storage system, and Sn is the rated state of charge. It indicates that the energy storage SOC value at the end time T should reach the specified value Sn , so that the target energy storage system can start and operate normally the next day.
其中,通过计算St。Si,k,t-1为t-1时刻第i个节点的第k个储能机组的储能SOC值。Among them, through Calculate S t . S i,k,t-1 is the energy storage SOC value of the kth energy storage unit at the i-th node at time t-1.
综合上述,目标储能系统的实时储能容量应满足:In summary, the real-time energy storage capacity of the target energy storage system should meet the following requirements:
根据目标储能系统的储能机组的最大充放电功率,计算储能机组的系统功率,得到储能系统的充放电功率约束。According to the maximum charge and discharge power of the energy storage unit of the target energy storage system, the system power of the energy storage unit is calculated to obtain the charge and discharge power constraint of the energy storage system.
其中,充放电功率约束具体可以为:The charge and discharge power constraints may specifically be:
其中,Pt B为t时刻目标储能系统中的储能机组的总出力功率,为目标储能系统的最大充放电功率。Among them, P t B is the total output power of the energy storage unit in the target energy storage system at time t, is the maximum charging and discharging power of the target energy storage system.
其中,表示目标储能系统的各节点机组充放电总出力功率应当在目标储能系统额定的最大充放电范围。和表示目标储能系统充放电应满足充放电状态变量约束。表示目标储能系统充放电时应考虑系统参与调频容量的约束。表示目标储能系统不能同时进行充放电过程。in, It means that the total charging and discharging output power of each node unit of the target energy storage system should be within the rated maximum charging and discharging range of the target energy storage system. and It indicates that the charging and discharging of the target energy storage system should satisfy the charging and discharging state variable constraints. It indicates that the constraints of the system's frequency regulation capacity should be considered when charging and discharging the target energy storage system. Indicates that the target energy storage system cannot be charged and discharged at the same time.
其中,通过计算Pt B,为t时刻第i个节点的第k个储能机组的系统功率,通过计算 Among them, through Calculate P t B , is the system power of the kth energy storage unit at the i-th node at time t, through calculate
其中,分别表示目标储能系统的充放电状态变量,两者的取值为0或1。为t时刻目标储能系统的储能机组参与调频的储能量。in, They represent the charging and discharging state variables of the target energy storage system respectively, and their values are 0 or 1. It is the energy storage capacity of the energy storage unit of the target energy storage system participating in frequency regulation at time t.
根据目标储能系统常规机组的额定参数,计算目标储能系统各节点的常规机组的最大发电出力和最小发电出力,得到常规机组运行的出力约束。According to the rated parameters of the conventional units of the target energy storage system, the maximum power generation output and the minimum power generation output of the conventional units at each node of the target energy storage system are calculated to obtain the output constraints of the conventional units.
其中,常规机组运行的出力约束为:Among them, the output constraint of conventional unit operation is:
其中,为常规机组各节点机组中标出力约束。in, It is the output constraint for each node unit of conventional units.
Pt G-min≤Pt G≤Pt G-max为常规机组总中标出力约束。P t G-min ≤P t G ≤P t G-max is the total bid output constraint of conventional units.
表示常规机组实时出力应考虑常规机组参与调频容量的约束。 It indicates that the real-time output of conventional units should take into account the constraints of the conventional units' participation in frequency regulation capacity.
表示常规机组出力受到机组爬坡速率和启停爬坡速率的约束。 It means that the output of conventional units is constrained by the unit ramp rate and start-stop ramp rate.
其中,为t时刻第i个节点的第k个常规机组参与调峰调频交易申报出力功率,Pt G为目标储能系统中各个节点的常规机组的总中标出力,通过计算Pt G,为t时刻第i个节点的第k个常规机组的中标出力。为t时刻第i个节点的第k个常规机组的启停状态变量,其取值为0或1。Pt G-min、Pt G-max分别为目标储能系统各节点的常规机组在t时刻的最大发电出力和最小发电出力。其中,通过计算Pt G-max,通过计算Pt G-min,分别为第i个节点的第k个常规机组的最大发电出力和最小发电出力。为t时刻目标储能系统的常规机组参与调频的容量。为第i个节点的第k个常规机组运行时的爬坡速率。为t-1时刻第i个节点的第k个常规机组的启停状态变量,其取值为0或1。为第i个节点的第k个常规机组启停时的爬坡速率。为t+1时刻第i个节点的第k个常规机组的启停状态变量,其取值为0或1。为t-1时刻第i个节点的第k个常规机组的中标出力。in, is the output power reported by the kth conventional unit at the i-th node participating in the peak load and frequency regulation transaction at time t, PtG is the total winning output of the conventional units at each node in the target energy storage system, and Calculate PtG , is the winning bid output of the kth conventional unit at the i-th node at time t. is the start/stop state variable of the kth conventional unit at the i-th node at time t, and its value is 0 or 1. P t G-min and P t G-max are the maximum and minimum power outputs of the conventional units at each node of the target energy storage system at time t. Calculate P t G-max by Calculate P t G-min , are the maximum power output and minimum power output of the kth conventional unit at the ith node respectively. It is the capacity of conventional units of the target energy storage system participating in frequency regulation at time t. is the ramp rate of the kth conventional unit at the ith node when it is in operation. is the start/stop state variable of the kth conventional unit at the ith node at time t-1, and its value is 0 or 1. is the ramp rate when the kth conventional unit at the i-th node is started or stopped. It is the start/stop state variable of the kth conventional unit of the i-th node at time t+1, and its value is 0 or 1. It is the winning bid output of the kth conventional unit at the i-th node at time t-1.
其中,通过计算 Among them, through calculate
根据目标储能系统各机组的实时负荷,确定目标储能系统的功率平衡约束。According to the real-time load of each unit of the target energy storage system, the power balance constraint of the target energy storage system is determined.
其中,目标储能系统的功率平衡约束为:Among them, the power balance constraint of the target energy storage system is:
∑Pt B+∑Pt G=∑Pt L ∑P t B +∑P t G =∑P t L
其中,∑Pt L为目标储能系统t时刻的总负荷,∑Pt B为目标储能系统中的储能机组在t时刻的总负荷,∑Pt G为目标储能系统中常规机组在t时刻的总负荷。Among them, ∑P t L is the total load of the target energy storage system at time t, ∑P t B is the total load of the energy storage units in the target energy storage system at time t, and ∑P t G is the total load of the conventional units in the target energy storage system at time t.
根据目标储能系统常规机组的开停机最小持续时间计算目标储能系统中常规机组的开机时间约束和停机时间约束。The start-up time constraint and shutdown time constraint of the conventional units in the target energy storage system are calculated according to the minimum start-up and shutdown duration of the conventional units in the target energy storage system.
其中,常规机组的开机时间约束为:Among them, the startup time constraint of conventional units is:
其中,为T时段目标储能系统中常规机组的启动变量。in, is the startup variable of the conventional unit in the target energy storage system during period T.
常规机组的停机时间约束为:The downtime constraint of conventional units is:
其中,为T时段目标储能系统中常规机组的关停变量。in, It is the shutdown variable of the conventional unit in the target energy storage system during period T.
通过T=t:min{96,t+Tc-1}计算T,Tc为开停机最小持续时间。T is calculated by T=t:min{96,t+T c -1}, where T c is the minimum duration of start and stop.
根据常规机组的单次启动成本和单次关停成本计算目标储能系统中常规机组的开停机启动成本约束。The startup and shutdown cost constraints of conventional units in the target energy storage system are calculated based on the single startup cost and single shutdown cost of conventional units.
其中,常规机组的开停机启动成本约束为:Among them, the startup cost constraint of conventional units is:
其中,分别为目标储能系统中常规机组在的单次启动成本和单次关停成本,分别为目标储能系统中常规机组在的当前启动成本和当前关停成本,分别为目标储能系统中常规机组的初始启动成本和关停成本。分别为目标储能系统中常规机组在t=0时刻和t=1时刻的启停状态变量。in, are the single startup cost and single shutdown cost of the conventional unit in the target energy storage system, are the current startup cost and current shutdown cost of conventional units in the target energy storage system, respectively. are the initial startup cost and shutdown cost of conventional units in the target energy storage system, respectively. are the start and stop state variables of the conventional units in the target energy storage system at t=0 and t=1 respectively.
在一种可能的实现方式中,各类额定参数还包括:目标储能系统运行时各节点间的潮流传输极限。第一约束条件还包括:目标储能系统中各机组参与调频的约束、各节点之间的线路潮流约束、常规机组的运行成本计算式、常规机组的启停成本计算式、储能机组的充放电成本计算式、常规机组的调频成本计算式、储能机组的调频成本计算式。In a possible implementation, the various rated parameters also include: the power transmission limit between nodes when the target energy storage system is running. The first constraint condition also includes: the constraints on the frequency regulation of each unit in the target energy storage system, the line power constraints between nodes, the operation cost calculation formula of conventional units, the start-stop cost calculation formula of conventional units, the charging and discharging cost calculation formula of energy storage units, the frequency regulation cost calculation formula of conventional units, and the frequency regulation cost calculation formula of energy storage units.
其中,各机组参与调频的约束包括:Among them, the constraints on each unit participating in frequency regulation include:
储能机组参与调频的约束: Constraints on energy storage units participating in frequency regulation:
常规机组参与调频的约束: Constraints on conventional units participating in frequency regulation:
所述目标储能系统总调频容量的约束: The constraint of the total frequency regulation capacity of the target energy storage system is:
所述目标储能系统总调频里程的约束:The constraints of the total frequency regulation mileage of the target energy storage system are:
其中,分别表示常规机组和储能机组在t时刻的调频里程;in, They represent the frequency regulation mileage of conventional units and energy storage units at time t respectively;
其中,各节点之间的线路潮流约束为:Among them, the line flow constraint between each node is:
其中,为所述潮流传输极限,Pab,t表示节点a和节点b之间在t时刻的线路潮流;通过Pab,t=γ(AG·Pt G+AB·Pt B-Pt L)计算Pab,t,γ为功率转移分布因子,AG、AB分别为常规机组与节点的关联矩阵、以及储能机组与节点的关联矩阵;in, is the power flow transmission limit, Pab,t represents the line power flow between node a and node b at time t; Pab,t is calculated by Pab,t =γ(AG·PtG+AB·PtB-PtL ) , γ is the power transfer distribution factor , AG and AB are the association matrix between the conventional unit and the node, and the association matrix between the energy storage unit and the node, respectively;
其中,常规机组的运行成本计算式为:Among them, the operating cost calculation formula of conventional units is:
其中,CG-O为常规机组的运行成本,λG为常规机组运行的发电成本。Among them, C GO is the operating cost of the conventional unit, and λ G is the power generation cost of the conventional unit.
常规机组的启停成本计算式为:The calculation formula for the start-up and shutdown cost of conventional units is:
其中,CG-UD为常规机组的启停成本。Among them, CG-UD is the start-up and shutdown cost of conventional units.
储能机组的充放电成本计算式为:The calculation formula for the charging and discharging cost of the energy storage unit is:
其中,CB为储能机组的充放电成本,λBc、λBd分别为储能机组的充电电价和放电电价。Among them, CB is the charging and discharging cost of the energy storage unit, λBc and λBd are the charging price and discharging price of the energy storage unit respectively.
常规机组的调频成本计算式为:The frequency regulation cost calculation formula of conventional units is:
其中,CG-F为常规机组的调频成本计算式,分别为常规机组调频容量出清价格和调频里程出清价格,为常规机组调频市场中标量。Among them, CGF is the frequency regulation cost calculation formula of conventional units, They are the frequency regulation capacity clearing price and frequency regulation mileage clearing price of conventional units, The number of successful bids in the conventional unit frequency regulation market.
储能机组的调频成本计算式为:The frequency regulation cost calculation formula of the energy storage unit is:
其中,CB-F为储能机组的调频成本,分别为表示储能机组调频容量出清价格和调频里程出清价格,为储能机组调频市场中标量。Among them, CBF is the frequency regulation cost of the energy storage unit, are the clearing price of frequency regulation capacity and frequency regulation mileage of energy storage units, respectively. The number of bids won in the frequency regulation market for energy storage units.
在一种可能的实现方式中,预设的经济参数计算式包括:节点电价计算式、功率转移分布因子计算式和出清价格计算式。In a possible implementation, the preset economic parameter calculation formulas include: a node electricity price calculation formula, a power transfer distribution factor calculation formula, and a clearing price calculation formula.
节点电价计算式为:The calculation formula of node electricity price is:
其中,λi为节点电价,为平衡节点电价,Pm-1为i节点m支路的上游节点功率,Pm+1为i节点m支路的下游节点功率,γ为功率转移分布因子。其中,平衡节点电价求解方法为:通过dual()函数访问功率平衡约束对应的对偶变量,得到t时刻的功率平衡约束对偶变量的值,再将对偶变量除以功率基准值,即可得到平衡节点电价。其中,上下游节点功率的求解方法为:通过dual()函数访问线路潮流约束对应的对偶变量,到t时刻的线路潮流约束对偶变量的值,将对偶变量除以功率基准值,得到上下游节点功率。Among them, λ i is the node electricity price, is the balanced node electricity price, P m-1 is the upstream node power of the i-node m branch, P m+1 is the downstream node power of the i-node m branch, and γ is the power transfer distribution factor. The solution method for the balanced node electricity price is: access the dual variable corresponding to the power balance constraint through the dual() function, obtain the value of the dual variable of the power balance constraint at time t, and then divide the dual variable by the power reference value to obtain the balanced node electricity price. The solution method for the upstream and downstream node power is: access the dual variable corresponding to the line flow constraint through the dual() function, obtain the value of the dual variable of the line flow constraint at time t, divide the dual variable by the power reference value, and obtain the upstream and downstream node power.
功率转移分布因子计算式为:The power transfer distribution factor is calculated as:
γi,j=(Bfi,m-Bfj,m)/Bbusi,j γ i,j = (Bf i,m -Bf j,m )/Bbus i,j
其中,γi,j为m支路在节点i和节点j处的功率转移分布因子,Bbusi,j为节点i和节点j之间的电纳值。Wherein, γ i,j is the power transfer distribution factor of the m branch at nodes i and j, and Bbus i,j is the susceptance value between nodes i and j.
在本实施例中,预设的经济参数计算式还可包括出清价格计算式,出清价格计算式为:In this embodiment, the preset economic parameter calculation formula may also include a clearing price calculation formula, which is:
其中,γ”为出清价格,为调频约束对应的对偶变量,P0为功率基准值。Among them, γ” is the clearing price, is the dual variable corresponding to the frequency modulation constraint, and P 0 is the power reference value.
也即,通过dual()函数访问调频约束对应的对偶变量,到t时刻的调频约束对偶变量的值,将对偶变量除以功率基准值,得到调频容量(里程)出清价格。That is, the dual variable corresponding to the frequency regulation constraint is accessed through the dual() function, and the value of the dual variable of the frequency regulation constraint at time t is obtained. The dual variable is divided by the power reference value to obtain the frequency regulation capacity (mileage) clearing price.
在一种可能的实现方式中,SCUC模型和SCED模型的目标函数可以相同,在此基础上,SCUC模型和SCED模型的目标函数为:In a possible implementation, the objective functions of the SCUC model and the SCED model may be the same. On this basis, the objective functions of the SCUC model and the SCED model are:
min{CG-O+CG-UD+CB+CG-F+CB-F}min{C GO +C G-UD +C B +C GF +C BF }
其中,CG-O为常规机组的运行成本,CG-UD为常规机组的启停成本,CB为储能机组的充放电成本,CG-F为常规机组的调频成本计算式,CB-F为储能机组的调频成本。Among them, C GO is the operating cost of the conventional unit, CG -UD is the start-up and shutdown cost of the conventional unit, CB is the charging and discharging cost of the energy storage unit, CGF is the frequency regulation cost calculation formula of the conventional unit, and CBF is the frequency regulation cost of the energy storage unit.
在一种可能的实现方式中,基于SCUC模型的输出结果和SCED模型的输出结果进行目标储能系统的调控,包括:In a possible implementation, the target energy storage system is regulated based on the output results of the SCUC model and the output results of the SCED model, including:
根据SCUC模型的输出结果编制目标储能系统的机组出力计划、储能充放电计划及各机组开停机计划。根据SCED模型的输出结果编制目标储能系统参与辅助服务市场的交易计划。According to the output results of the SCUC model, the unit output plan, energy storage charging and discharging plan and the start and stop plan of each unit of the target energy storage system are prepared. According to the output results of the SCED model, the trading plan of the target energy storage system participating in the ancillary service market is prepared.
其中,机组出力计划、储能充放电计划、各机组开停机计划以及交易计划为目标储能系统的调控策略。Among them, the unit output plan, energy storage charging and discharging plan, each unit start and shutdown plan and trading plan are the control strategies of the target energy storage system.
在一种可能的实现方式中,日前储能调控方法还包括:In a possible implementation, the day-ahead energy storage control method further includes:
根据SCED模型的输出结果预估目标储能系统参与调峰调频交易能够取得的最大收益。According to the output results of the SCED model, the maximum profit that the target energy storage system can obtain by participating in peak and frequency regulation transactions is estimated.
在本实施例中,可根据SCED模型的输出结果,计算储能系统参与调峰调频交易能够取得的最大收益I。具体的,储能系统参与调峰调频交易能够获得的收益主要分为储能电站收益IB和常规机组收益IG。In this embodiment, the maximum benefit I that the energy storage system can obtain by participating in peak load and frequency regulation transactions can be calculated based on the output results of the SCED model. Specifically, the benefits that the energy storage system can obtain by participating in peak load and frequency regulation transactions are mainly divided into energy storage power station benefits I B and conventional unit benefits I G .
具体的,储能系统常规机组的收益计算式为:Specifically, the profit calculation formula of the conventional unit of the energy storage system is:
具体的,储能系统储能机组收益计算式为:Specifically, the energy storage system energy storage unit profit calculation formula is:
因此,储能系统参与调峰调频交易的收益计算式为:Therefore, the profit calculation formula of the energy storage system participating in peak load and frequency regulation transactions is:
I=IG+IB I= IG + IB
通过上述方法,可对储能系统参与调峰调频交易的资源进行日前调度,从最小运行成本和最大交易收益的角度实现储能资源的优化配置。Through the above method, the resources of the energy storage system participating in peak load and frequency regulation transactions can be scheduled on the day-ahead, and the optimal configuration of energy storage resources can be achieved from the perspective of minimum operating cost and maximum transaction revenue.
在一种实施方式中,本发明实施例以一具体应用例对本发明实施例的技术方案作进一步阐述。In one implementation manner, the embodiment of the present invention further illustrates the technical solution of the embodiment of the present invention by taking a specific application example.
以某地区IEEE39节点系统为例,请参考图2,该节点共有十台三相同步发电机、39个节点、共46条支路,其中5条为联络开关支路、1个电源作为平衡节点。其中各节点中主要包括火电常规机组和储能机组两种机组类型,并且根据本发明的相关要求及技术方案,统计储能系统的输入输出功率、储能量等输入参数。具体数据如下表所示:Take the IEEE39 node system in a certain area as an example, please refer to Figure 2. The node has ten three-phase synchronous generators, 39 nodes, and a total of 46 branches, of which 5 are interconnection switch branches and 1 power supply is used as a balancing node. Each node mainly includes two types of units: conventional thermal power units and energy storage units. According to the relevant requirements and technical solutions of the present invention, the input and output power, storage capacity and other input parameters of the energy storage system are counted. The specific data are shown in the following table:
表1:储能机组某日各节点的输入参数数据Table 1: Input parameter data of each node of the energy storage unit on a certain day
表2:常规机组某日各节点的输入参数数据Table 2: Input parameter data of each node of a conventional unit on a certain day
表3:某日各节点网格参数数据Table 3: Grid parameter data of each node on a certain day
根据上述表中数据,依照本发明实施例的技术方案计算出在满足最小成本的情况下,该系统的调频中标容量与电能量市场中标容量(分别如图3、图4琐事),并计算出储能系统参与调峰调频辅助服务市场交易所能获得的最大收益(分别如图5、图6所示)。从以上具体示例可知,本发明实施例基于目标储能系统各节点各机组的相关参数,通过实时计算参与调峰调频交易的成本与收益,编制合理的发电计划与参与辅助服务市场的交易计划,从而实现对储能系统参与调峰调频交易的各储能资源进行配置优化和调控。According to the data in the above table, the technical solution of the embodiment of the present invention is used to calculate the frequency regulation winning capacity and the electric energy market winning capacity of the system under the condition of meeting the minimum cost (as shown in Figures 3 and 4, respectively), and calculate the maximum benefit that the energy storage system can obtain by participating in the peak-shaving and frequency-regulating auxiliary service market transactions (as shown in Figures 5 and 6, respectively). From the above specific examples, it can be seen that the embodiment of the present invention is based on the relevant parameters of each node and each unit of the target energy storage system, and calculates the cost and benefit of participating in the peak-shaving and frequency-regulating transactions in real time, and compiles a reasonable power generation plan and a transaction plan for participating in the auxiliary service market, thereby realizing the configuration optimization and regulation of each energy storage resource of the energy storage system participating in the peak-shaving and frequency-regulating transactions.
对应于上文实施例的日前储能调控方法,图7为本发明一实施例提供的日前储能调控装置的结构框图。为了便于说明,仅示出了与本发明实施例相关的部分。参考图7,该日前储能调控装置20包括:数据获取模块21、模型求解模块22和储能调控模块23。Corresponding to the day-ahead energy storage control method of the above embodiment, FIG7 is a structural block diagram of a day-ahead energy storage control device provided by an embodiment of the present invention. For ease of explanation, only the parts related to the embodiment of the present invention are shown. Referring to FIG7 , the day-ahead energy storage control device 20 includes: a data acquisition module 21, a model solving module 22 and an energy storage control module 23.
其中,数据获取模块21,用于基于电化学储能特征获取目标储能系统的各类额定参数,并根据各类额定参数确定目标储能系统对应的第一约束条件。The data acquisition module 21 is used to acquire various rated parameters of the target energy storage system based on the electrochemical energy storage characteristics, and determine the first constraint condition corresponding to the target energy storage system according to the various rated parameters.
模型求解模块22,用于基于第一约束条件对预设的SCUC模型的目标函数进行求解,得到SCUC模型的输出结果。将第一约束条件以及预设的经济参数计算式作为第二约束条件,基于SCUC模型的输出结果以及第二约束条件对预设的SCED模型的目标函数进行求解,得到SCED模型的输出结果。The model solving module 22 is used to solve the objective function of the preset SCUC model based on the first constraint condition to obtain the output result of the SCUC model. The first constraint condition and the preset economic parameter calculation formula are used as the second constraint condition, and the objective function of the preset SCED model is solved based on the output result of the SCUC model and the second constraint condition to obtain the output result of the SCED model.
储能调控模块23,用于基于SCUC模型的输出结果和SCED模型的输出结果进行目标储能系统的调控。The energy storage control module 23 is used to control the target energy storage system based on the output results of the SCUC model and the output results of the SCED model.
在一种可能的实现方式中,各类额定参数包括目标储能系统中各个节点储能机组的储能量以及充放电功率、储能SOC额定值、储能机组的最大充放电功率、常规机组的额定参数、常规机组的开停机最小持续时间、常规机组的单次启动成本和单次关停成本。In one possible implementation, the various rated parameters include the energy storage capacity and charging and discharging power of the energy storage units at each node in the target energy storage system, the energy storage SOC rating, the maximum charging and discharging power of the energy storage units, the rated parameters of conventional units, the minimum start-up and shutdown duration of conventional units, the single startup cost and single shutdown cost of conventional units.
第一约束条件包括储能容量约束、储能SOC约束、充放电功率约束、常规机组运行的出力约束、功率平衡约束、常规机组的开机时间约束和停机时间约束、常规机组的开停机启动成本约束。The first constraint conditions include energy storage capacity constraint, energy storage SOC constraint, charge and discharge power constraint, output constraint of conventional unit operation, power balance constraint, start-up time constraint and shutdown time constraint of conventional units, and start-up and shutdown cost constraint of conventional units.
数据获取模块21具体用于:The data acquisition module 21 is specifically used for:
根据目标储能系统各储能机组的储能量,计算储能系统额定总储能量,得到储能系统参与调峰调频交易的储能容量约束。According to the energy storage capacity of each energy storage unit in the target energy storage system, the rated total energy storage capacity of the energy storage system is calculated, and the energy storage capacity constraint of the energy storage system participating in peak load and frequency regulation trading is obtained.
根据目标储能系统的储能SOC额定值,确定储能SOC约束。The energy storage SOC constraint is determined according to the energy storage SOC rating of the target energy storage system.
根据目标储能系统的储能机组的最大充放电功率,计算储能机组的系统功率,得到储能系统的充放电功率约束。According to the maximum charge and discharge power of the energy storage unit of the target energy storage system, the system power of the energy storage unit is calculated to obtain the charge and discharge power constraint of the energy storage system.
根据目标储能系统常规机组的额定参数,计算目标储能系统各节点的常规机组的最大发电出力和最小发电出力,得到常规机组运行的出力约束。According to the rated parameters of the conventional units of the target energy storage system, the maximum power generation output and the minimum power generation output of the conventional units at each node of the target energy storage system are calculated to obtain the output constraints of the conventional units.
根据目标储能系统各机组的实时负荷,确定目标储能系统的功率平衡约束。According to the real-time load of each unit of the target energy storage system, the power balance constraint of the target energy storage system is determined.
根据目标储能系统常规机组的开停机最小持续时间计算目标储能系统中常规机组的开机时间约束和停机时间约束。The start-up time constraint and shutdown time constraint of the conventional units in the target energy storage system are calculated according to the minimum start-up and shutdown duration of the conventional units in the target energy storage system.
根据常规机组的单次启动成本和单次关停成本计算目标储能系统中常规机组的开停机启动成本约束。The startup and shutdown cost constraints of conventional units in the target energy storage system are calculated based on the single startup cost and single shutdown cost of conventional units.
在一种可能的实现方式中,第一约束条件还包括:目标储能系统中各机组参与调频的约束、各节点之间的线路潮流约束、常规机组的运行成本计算式、常规机组的启停成本计算式、储能机组的充放电成本计算式、常规机组的调频成本计算式、储能机组的调频成本计算式。其中,常规机组的运行成本计算式为:In a possible implementation, the first constraint condition also includes: constraints on the frequency regulation of each unit in the target energy storage system, line flow constraints between nodes, operation cost calculation formula of conventional units, start-stop cost calculation formula of conventional units, charge and discharge cost calculation formula of energy storage units, frequency regulation cost calculation formula of conventional units, and frequency regulation cost calculation formula of energy storage units. Among them, the operation cost calculation formula of conventional units is:
其中,CG-O为常规机组的运行成本,λG为常规机组运行的发电成本。Among them, C GO is the operating cost of the conventional unit, and λ G is the power generation cost of the conventional unit.
常规机组的启停成本计算式为:The calculation formula for the start-up and shutdown cost of conventional units is:
其中,CG-UD为常规机组的启停成本。Among them, CG-UD is the start-up and shutdown cost of conventional units.
储能机组的充放电成本计算式为:The calculation formula for the charging and discharging cost of the energy storage unit is:
其中,CB为储能机组的充放电成本,λBc、λBd分别为储能机组的充电电价和放电电价。Among them, CB is the charging and discharging cost of the energy storage unit, λBc and λBd are the charging price and discharging price of the energy storage unit respectively.
常规机组的调频成本计算式为:The frequency regulation cost calculation formula of conventional units is:
其中,CG-F为常规机组的调频成本计算式,分别为常规机组调频容量出清价格和调频里程出清价格,为常规机组调频市场中标量。Among them, CGF is the frequency regulation cost calculation formula of conventional units, They are the frequency regulation capacity clearing price and frequency regulation mileage clearing price of conventional units, The number of successful bids in the conventional unit frequency regulation market.
储能机组的调频成本计算式为:The frequency regulation cost calculation formula of the energy storage unit is:
其中,CB-F为储能机组的调频成本,分别为表示储能机组调频容量出清价格和调频里程出清价格,为储能机组调频市场中标量。Among them, CBF is the frequency regulation cost of the energy storage unit, are the clearing price of frequency regulation capacity and frequency regulation mileage of energy storage units, respectively. The number of bids won in the frequency regulation market for energy storage units.
在一种可能的实现方式中,预设的经济参数计算式包括:节点电价计算式、功率转移分布因子计算式和出清价格计算式。In a possible implementation, the preset economic parameter calculation formulas include: a node electricity price calculation formula, a power transfer distribution factor calculation formula, and a clearing price calculation formula.
节点电价计算式为:The calculation formula of node electricity price is:
其中,λi为节点电价,为平衡节点电价,Pm-1为i节点m支路的上游节点功率,Pm+1为i节点m支路的下游节点功率,γ为功率转移分布因子。Among them, λ i is the node electricity price, To balance the node electricity price, P m-1 is the upstream node power of the i-node m-branch, P m+1 is the downstream node power of the i-node m-branch, and γ is the power transfer distribution factor.
功率转移分布因子计算式为:The power transfer distribution factor is calculated as:
γi,j=(Bfi,m-Bfj,m)/Bbusi,j γ i,j = (Bf i,m -Bf j,m )/Bbus i,j
其中,γi,j为m支路在节点i和节点j处的功率转移分布因子,Bbusi,j为节点i和节点j之间的电纳值。Wherein, γ i,j is the power transfer distribution factor of the m branch at nodes i and j, and Bbus i,j is the susceptance value between nodes i and j.
出清价格计算式为:The formula for calculating the clearing price is:
其中,γ”为出清价格,为调频约束对应的对偶变量,P0为功率基准值。在一种可能的实现方式中,SCUC模型和SCED模型的目标函数均为:Among them, γ” is the clearing price, is the dual variable corresponding to the frequency modulation constraint, and P 0 is the power reference value. In a possible implementation, the objective functions of the SCUC model and the SCED model are:
min{CG-O+CG-UD+CB+CG-F+CB-F}min{C GO +C G-UD +C B +C GF +C BF }
其中,CG-O为常规机组的运行成本,CG-UD为常规机组的启停成本,CB为储能机组的充放电成本,CG-F为常规机组的调频成本计算式,CB-F为储能机组的调频成本。Among them, C GO is the operating cost of the conventional unit, CG -UD is the start-up and shutdown cost of the conventional unit, CB is the charging and discharging cost of the energy storage unit, CGF is the frequency regulation cost calculation formula of the conventional unit, and CBF is the frequency regulation cost of the energy storage unit.
在一种可能的实现方式中,储能调控模块23具体用于:In a possible implementation, the energy storage control module 23 is specifically used to:
根据SCUC模型的输出结果编制目标储能系统的机组出力计划、储能充放电计划及各机组开停机计划。根据SCED模型的输出结果编制目标储能系统参与辅助服务市场的交易计划。According to the output results of the SCUC model, the unit output plan, energy storage charging and discharging plan and the start and stop plan of each unit of the target energy storage system are prepared. According to the output results of the SCED model, the trading plan of the target energy storage system participating in the ancillary service market is prepared.
其中,机组出力计划、储能充放电计划、各机组开停机计划以及交易计划为目标储能系统的调控策略。Among them, the unit output plan, energy storage charging and discharging plan, each unit start and shutdown plan and trading plan are the control strategies of the target energy storage system.
在一种可能的实现方式中,储能调控模块23还用于:In a possible implementation, the energy storage control module 23 is further used to:
根据SCED模型的输出结果预估目标储能系统参与调峰调频交易能够取得的最大收益。According to the output results of the SCED model, the maximum profit that the target energy storage system can obtain by participating in peak and frequency regulation transactions is estimated.
参见图8,图8为本发明一实施例提供的终端设备的示意框图。如图8所示的本实施例中的终端300可以包括:一个或多个处理器301、一个或多个输入设备302、一个或多个输出设备303及一个或多个存储器304。上述处理器301、输入设备302、输出设备303及存储器304通过通信总线305完成相互间的通信。存储器304用于存储计算机程序,计算机程序包括程序指令。处理器301用于执行存储器304存储的程序指令。其中,处理器301被配置用于调用程序指令执行以下操作上述各装置实施例中各模块/单元的功能,例如图7所示模块21至23的功能。Referring to FIG8 , FIG8 is a schematic block diagram of a terminal device provided in an embodiment of the present invention. As shown in FIG8 , the terminal 300 in this embodiment may include: one or more processors 301, one or more input devices 302, one or more output devices 303, and one or more memories 304. The processors 301, input devices 302, output devices 303, and memories 304 communicate with each other via a communication bus 305. The memory 304 is used to store computer programs, and the computer programs include program instructions. The processor 301 is used to execute the program instructions stored in the memory 304. Among them, the processor 301 is configured to call the program instructions to perform the functions of the modules/units in the above-mentioned device embodiments, such as the functions of modules 21 to 23 shown in FIG7 .
应当理解,在本发明实施例中,所称处理器301可以是中央处理单元(CentralProcessing Unit,CPU),该处理器还可以是其他通用处理器、数字信号处理器(DigitalSignal Processor,DSP)、专用集成电路(Application Specific Integrated Circuit,ASIC)、现成可编程门阵列(Field-Programmable Gate Array,FPGA)或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件等。通用处理器可以是微处理器或者该处理器也可以是任何常规的处理器等。It should be understood that in the embodiment of the present invention, the processor 301 may be a central processing unit (CPU), and the processor may also be other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), field-programmable gate arrays (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. A general-purpose processor may be a microprocessor or the processor may also be any conventional processor, etc.
输入设备302可以包括触控板、指纹采传感器(用于采集用户的指纹信息和指纹的方向信息)、麦克风等,输出设备303可以包括显示器(LCD等)、扬声器等。The input device 302 may include a touch panel, a fingerprint sensor (for collecting the user's fingerprint information and fingerprint direction information), a microphone, etc., and the output device 303 may include a display (LCD, etc.), a speaker, etc.
该存储器304可以包括只读存储器和随机存取存储器,并向处理器301提供指令和数据。存储器304的一部分还可以包括非易失性随机存取存储器。例如,存储器304还可以存储设备类型的信息。The memory 304 may include a read-only memory and a random access memory, and provide instructions and data to the processor 301. A portion of the memory 304 may also include a non-volatile random access memory. For example, the memory 304 may also store information on the device type.
具体实现中,本发明实施例中所描述的处理器301、输入设备302、输出设备303可执行本发明实施例提供的日前储能调控方法的第一实施例和第二实施例中所描述的实现方式,也可执行本发明实施例所描述的终端的实现方式,在此不再赘述。In a specific implementation, the processor 301, input device 302, and output device 303 described in the embodiment of the present invention can execute the implementation methods described in the first embodiment and the second embodiment of the day-ahead energy storage control method provided in the embodiment of the present invention, and can also execute the implementation method of the terminal described in the embodiment of the present invention, which will not be repeated here.
在本发明的另一实施例中提供一种计算机可读存储介质,计算机可读存储介质存储有计算机程序,计算机程序包括程序指令,程序指令被处理器执行时实现上述实施例方法中的全部或部分流程,也可以通过计算机程序来指令相关的硬件来完成,计算机程序可存储于一计算机可读存储介质中,该计算机程序在被处理器执行时,可实现上述各个方法实施例的步骤。其中,计算机程序包括计算机程序代码,计算机程序代码可以为源代码形式、对象代码形式、可执行文件或某些中间形式等。计算机可读介质可以包括:能够携带计算机程序代码的任何实体或装置、记录介质、U盘、移动硬盘、磁碟、光盘、计算机存储器、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、电载波信号、电信信号以及软件分发介质等。需要说明的是,计算机可读介质包含的内容可以根据司法管辖区内立法和专利实践的要求进行适当的增减,例如在某些司法管辖区,根据立法和专利实践,计算机可读介质不包括是电载波信号和电信信号。In another embodiment of the present invention, a computer-readable storage medium is provided, wherein the computer-readable storage medium stores a computer program, wherein the computer program includes program instructions, wherein the program instructions are executed by a processor to implement all or part of the processes in the above-mentioned embodiment method, and the computer program can also be completed by instructing related hardware through a computer program, wherein the computer program can be stored in a computer-readable storage medium, and wherein the computer program can implement the steps of each of the above-mentioned method embodiments when executed by a processor. Among them, the computer program includes computer program code, and the computer program code can be in source code form, object code form, executable file or some intermediate form, etc. The computer-readable medium may include: any entity or device capable of carrying computer program code, recording medium, U disk, mobile hard disk, magnetic disk, optical disk, computer memory, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), electric carrier signal, telecommunication signal and software distribution medium, etc. It should be noted that the contents contained in the computer-readable medium can be appropriately increased or decreased according to the requirements of legislation and patent practice in the jurisdiction. For example, in some jurisdictions, according to legislation and patent practice, the computer-readable medium does not include electric carrier signal and telecommunication signal.
计算机可读存储介质可以是前述任一实施例的终端的内部存储单元,例如终端的硬盘或内存。计算机可读存储介质也可以是终端的外部存储设备,例如终端上配备的插接式硬盘,智能存储卡(Smart Media Card,SMC),安全数字(Secure Digital,SD)卡,闪存卡(Flash Card)等。进一步地,计算机可读存储介质还可以既包括终端的内部存储单元也包括外部存储设备。计算机可读存储介质用于存储计算机程序及终端所需的其他程序和数据。计算机可读存储介质还可以用于暂时地存储已经输出或者将要输出的数据。The computer-readable storage medium may be an internal storage unit of the terminal of any of the foregoing embodiments, such as a hard disk or memory of the terminal. The computer-readable storage medium may also be an external storage device of the terminal, such as a plug-in hard disk, a smart memory card (Smart Media Card, SMC), a secure digital (Secure Digital, SD) card, a flash card (Flash Card), etc. equipped on the terminal. Further, the computer-readable storage medium may also include both an internal storage unit of the terminal and an external storage device. The computer-readable storage medium is used to store computer programs and other programs and data required by the terminal. The computer-readable storage medium may also be used to temporarily store data that has been output or is to be output.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、计算机软件或者二者的结合来实现,为了清楚地说明硬件和软件的可互换性,在上述说明中已经按照功能一般性地描述了各示例的组成及步骤。这些功能究竟以硬件还是软件方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本发明的范围。Those of ordinary skill in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, computer software, or a combination of the two. In order to clearly illustrate the interchangeability of hardware and software, the composition and steps of each example have been generally described in terms of function in the above description. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professional and technical personnel can use different methods to implement the described functions for each specific application, but such implementation should not be considered to be beyond the scope of the present invention.
所属领域的技术人员可以清楚地了解到,为了描述的方便和简洁,上述描述的终端和单元的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that, for the convenience and brevity of description, the specific working processes of the terminals and units described above can refer to the corresponding processes in the aforementioned method embodiments, and will not be repeated here.
在本申请所提供的几个实施例中,应该理解到,所揭露的终端和方法,可以通过其它的方式实现。例如,以上所描述的装置实施例仅仅是示意性的,例如,单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另外,所显示或讨论的相互之间的耦合或直接耦合或通信连接可以是通过一些接口或单元的间接耦合或通信连接,也可以是电的,机械的或其它的形式连接。In the several embodiments provided in the present application, it should be understood that the disclosed terminal and method can be implemented in other ways. For example, the device embodiments described above are only schematic, for example, the division of units is only a logical function division, and there may be other division methods in actual implementation, such as multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. In addition, the mutual coupling or direct coupling or communication connection shown or discussed can be an indirect coupling or communication connection through some interfaces or units, or it can be an electrical, mechanical or other form of connection.
作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部单元来实现本发明实施例方案的目的。The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the embodiments of the present invention.
另外,在本发明各个实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以是两个或两个以上单元集成在一个单元中。上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。In addition, each functional unit in each embodiment of the present invention may be integrated into one processing unit, or each unit may exist physically separately, or two or more units may be integrated into one unit. The above-mentioned integrated unit may be implemented in the form of hardware or in the form of software functional units.
以上,仅为本发明的具体实施方式,但本发明的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本发明揭露的技术范围内,可轻易想到各种等效的修改或替换,这些修改或替换都应涵盖在本发明的保护范围之内。因此,本发明的保护范围应以权利要求的保护范围为准。The above are only specific embodiments of the present invention, but the protection scope of the present invention is not limited thereto. Any technician familiar with the technical field can easily think of various equivalent modifications or replacements within the technical scope disclosed by the present invention, and these modifications or replacements should be included in the protection scope of the present invention. Therefore, the protection scope of the present invention shall be based on the protection scope of the claims.
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