CN116128193A - A park micro-grid scheduling method and scheduling system based on blockchain technology - Google Patents
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Abstract
Description
技术领域Technical Field
本发明涉及园区微网调度技术领域,更进一步的,涉及一种基于区块链技术的园区微网调度方法及调度系统。The present invention relates to the technical field of park microgrid scheduling, and further to a park microgrid scheduling method and scheduling system based on blockchain technology.
背景技术Background Art
近年来我国电气化水平不断提高,用电需求也在日益增长,而化石能源枯竭、能源危机和环境污染的问题却日益严重;为缓解电力需求日益增长和传统能源逐渐枯竭之间的矛盾,可再生能源技术快速发展,但可再生能源易受自然因素的影响,具有随机性和波动性,大规模接入会给大电网带来冲击和波动,园区微网作为可再生能源接入的有效载体,能够促进可再生能源就地消纳,减少其出力波动性给电网造成的不利影响。In recent years, my country's electrification level has been continuously improving, and the demand for electricity has also been growing, while the problems of fossil energy depletion, energy crisis and environmental pollution have become increasingly serious. In order to alleviate the contradiction between the growing demand for electricity and the gradual depletion of traditional energy, renewable energy technology has developed rapidly, but renewable energy is easily affected by natural factors and has randomness and volatility. Large-scale access will bring shocks and fluctuations to the large power grid. Park microgrids, as an effective carrier for renewable energy access, can promote the local consumption of renewable energy and reduce the adverse effects of its output volatility on the power grid.
但是,传统的集中式电力调度存在数据透明度低、数据安全性不高等问题,并且各单元难以获得实时、准确、全面的数据,导致预测准确度较低,调度中心决策时间长,时效性差,从而产生较大的电能损耗,影响电能传输效率。However, traditional centralized power dispatching has problems such as low data transparency and low data security. In addition, it is difficult for each unit to obtain real-time, accurate and comprehensive data, resulting in low prediction accuracy, long decision-making time and poor timeliness of the dispatching center, which in turn causes large power losses and affects power transmission efficiency.
有鉴于此,特提出本申请。In view of this, this application is hereby filed.
发明内容Summary of the invention
针对于在现有技术中电力调度存在数据透明度低、安全性不高、决策时间长、时效性差的问题,本发明提供了一种基于区块链技术的园区微网调度方法及调度系统,该方法基于区块链网络技术,获取园区微网中各单元的信息,提高数据的透明度和准确度,调度数据存储于区块链中,从而保证了数据的安全性,降低调度决策时间和提高时效性。In view of the problems of low data transparency, low security, long decision-making time and poor timeliness in power dispatching in the prior art, the present invention provides a campus microgrid dispatching method and dispatching system based on blockchain technology. The method is based on blockchain network technology, obtains information of each unit in the campus microgrid, improves data transparency and accuracy, and stores dispatching data in the blockchain, thereby ensuring data security, reducing dispatching decision time and improving timeliness.
为实现上述发明目的,本发明提供以下技术方案:In order to achieve the above-mentioned invention object, the present invention provides the following technical solutions:
第一方面First aspect
本发明提供了一种基于区块链技术的园区微网调度方法,包括如下步骤:The present invention provides a park microgrid scheduling method based on blockchain technology, comprising the following steps:
S1:构建区块链网络,其中,区块链网络的各节点表示园区微电网的各单元,单元包括发电单元、用电单元、蓄电池单元以及与电网交互单元;S1: Build a blockchain network, where each node of the blockchain network represents each unit of the park microgrid, including power generation units, power consumption units, battery units, and grid interaction units;
S2:获取信息组,并通过智能合约将信息组内各信息进行整合,获得整合信息集,由智能合约将整合信息集存储至区块链网络,其中,信息组包括发电单元的发电预测信息、用电单元的用电预测信息、蓄电池单元的自身参数以及状态信息、与电网交互单元的联络线约束信息和电网电价信息;S2: Obtain an information group, and integrate the information in the information group through a smart contract to obtain an integrated information set, which is then stored in the blockchain network by the smart contract. The information group includes power generation forecast information of the power generation unit, power consumption forecast information of the power consumption unit, parameters and status information of the battery unit, tie line constraint information of the power grid interaction unit, and power grid electricity price information;
S3:以园区微电网运行总成本最小为目标,同时构建约束条件,建立园区微电网的经济调度模型;S3: Taking the minimization of the total cost of the park microgrid operation as the goal, while building constraints, an economic dispatch model for the park microgrid is established;
S4:利用经济调度模型对整合信息集进行优化,获得优化调度方案;S4: Use the economic dispatch model to optimize the integrated information set and obtain the optimal dispatch solution;
S5:将优化调度方案下发至区块链网络的各节点中。S5: Send the optimized scheduling plan to each node of the blockchain network.
在本方案中,基于区块链网络,设计智能合约实现信息交互,区块链网络中各节点可实时获得数据和历史数据来提高预测的准确度以及数据的透明度,基于整合信息集,在成本以及其他的条件约束下建立园区微电网的经济调度模型,利用经济调度模型对整合信息集进行优化,获得优化调度方案;将优化调度方案下发至区块链网络的各节点中,以此实现园区微电网的调度优化,优化后的调度方案和数据信息存储至区块链中,保证数据的安全,及时获取的数据能够降低调度决策时间和提高时效性。In this scheme, based on the blockchain network, smart contracts are designed to realize information interaction. Each node in the blockchain network can obtain data and historical data in real time to improve the accuracy of prediction and the transparency of data. Based on the integrated information set, an economic dispatch model of the park microgrid is established under the constraints of cost and other conditions. The integrated information set is optimized using the economic dispatch model to obtain the optimized dispatch plan; the optimized dispatch plan is sent to each node of the blockchain network to realize the dispatch optimization of the park microgrid. The optimized dispatch plan and data information are stored in the blockchain to ensure data security. Timely acquired data can reduce the dispatch decision time and improve timeliness.
进一步的,步骤S2中,获取信息组之后还包括如下步骤:确认信息组内各信息的有效性,将有效信息作为待整合的信息,确认信息的有效后方可进行后续操作,保证后续调度方案的准确性。Furthermore, in step S2, after obtaining the information group, the following steps are also included: confirming the validity of each information in the information group, taking the valid information as the information to be integrated, and only after confirming the validity of the information can subsequent operations be performed to ensure the accuracy of the subsequent scheduling plan.
进一步的,有效性是指信息组内各信息满足预设范围,超出范围的信息为异常信息,不具备有效性,需要重新进行获取。Furthermore, validity means that each information in the information group meets a preset range. Information outside the range is abnormal information, has no validity, and needs to be obtained again.
进一步的,步骤S3中,约束条件包括:功率平衡约束、风电机组运行约束,光伏机组运行约束,微型燃气轮机组运行约束,蓄电池储能单元约束或联络线交换功率约束中的至少一者,园区微电网根据其所具备的设备选择合适的约束条件。Furthermore, in step S3, the constraints include: power balance constraints, wind turbine operation constraints, photovoltaic unit operation constraints, micro gas turbine unit operation constraints, battery energy storage unit constraints or at least one of the interconnection line exchange power constraints. The park microgrid selects appropriate constraints based on the equipment it has.
进一步的,功率平衡约束为负荷与出力功率平衡,具体如下:Furthermore, the power balance constraint is the balance between load and output power, as follows:
其中,表示风力发电的功率,表示光伏发电的功率,表示微型燃气轮机发电的功率,表示购电功率,表示购电状态,表示切负荷功率,表示切负荷状态,表示储能充电功率,表示储能充电状态,表示购电功率,表示购电状态,表示储能放电状态,表示储能放电功率,表示t小时时段内预测的总负荷值;in, is the power of wind power generation, Represents the power of photovoltaic power generation, represents the power generated by the micro gas turbine, Indicates the purchased power, Indicates the power purchase status. Indicates load shedding power, Indicates load shedding state. Indicates the energy storage charging power, Indicates the energy storage charging status, Indicates the purchased power, Indicates the power purchase status. Indicates the energy storage discharge state, represents the energy storage discharge power, It represents the total load value predicted in the t-hour period;
风电机组运行约束:Wind turbine operation constraints:
其中,Pwtmax表示风力发电的出力上限;Among them, P wtmax represents the upper limit of wind power output;
光伏机组运行约束:PV unit operation constraints:
其中,Ppvmax表示光伏发电的出力上限;Among them, P pvmax represents the upper limit of photovoltaic power generation output;
微型燃气轮机组运行约束:Micro gas turbine unit operation constraints:
其中,Pmtmax、Pmtmin表示微型燃气轮机的出力上限、下限;且爬坡率也会对微型燃气轮机出力进行约束:Among them, Pmtmax and Pmtmin represent the upper and lower limits of the micro gas turbine output; and the climbing rate will also constrain the micro gas turbine output:
其中,Pmt,down表示微型燃气轮机的向下爬坡功率Pmt,up表示微型燃气轮机的向上爬坡功率;Among them, P mt,down represents the downward climbing power of the micro gas turbine, and P mt,up represents the upward climbing power of the micro gas turbine;
蓄电池储能单元约束:Battery energy storage unit constraints:
为了保证周期性调度,蓄电池每天的初试剩余电量应与24h时刻的剩余电量相等:In order to ensure periodic scheduling, the initial remaining capacity of the battery every day should be equal to the remaining capacity at 24h time:
在t时刻时,蓄电池不会同时处于充电和放电状态:At time t, the battery is not in the charging and discharging state at the same time:
蓄电池充放电时有功率约束:There are power constraints when charging and discharging batteries:
其中,Pdis,min表示蓄电池的一次性放电下限,Pdis,max表示蓄电池的一次性放电上限,Pcha,min表示蓄电池的一次性的充电下限,Pcha,max表示蓄电池的一次性的充电上限;Wherein, P dis,min represents the lower limit of one-time discharge of the battery, P dis,max represents the upper limit of one-time discharge of the battery, P cha,min represents the lower limit of one-time charge of the battery, and P cha,max represents the upper limit of one-time charge of the battery;
联络线交换功率约束:Tie line switching power constraints:
在t时刻内,园区微电网的连接线路的工作状态约束:At time t, the working state constraints of the connection lines of the park microgrid are:
园区微电网与电网交换功率的约束:Constraints on power exchange between the campus microgrid and the grid:
Pbuy,min表示向大电网购电的功率下限,Pbuy,max表示向大电网购电的功率上限,Psell,min表示向大电网售电的功率下限,Psell,max表示向大电网售电的功率上限。P buy,min represents the lower power limit of electricity purchased from the large power grid, P buy,max represents the upper power limit of electricity purchased from the large power grid, P sell,min represents the lower power limit of electricity sold to the large power grid, and P sell,max represents the upper power limit of electricity sold to the large power grid.
进一步的,基于经济调度模型对整合信息集进行优化,包括如下步骤:采用混合整数线性规划对生成线性化模型,并使用大规模求解优化器进行求解,其中,线性化模型的表达式如下:Furthermore, the integrated information set is optimized based on the economic dispatch model, including the following steps: a linearized model is generated using mixed integer linear programming, and a large-scale solver is used to solve the linearized model, wherein the expression of the linearized model is as follows:
进一步的,步骤S5中,以预设时间间隔T为周期,对优化调度方案下发至区块链网络的各节点中,其中T为≥1的正整数;在时间间隔为T的周期内,园区微电网按照调度方案进行运行。Furthermore, in step S5, the optimized scheduling plan is sent to each node of the blockchain network with a preset time interval T as a period, where T is a positive integer ≥ 1; within the period of time interval T, the park microgrid operates according to the scheduling plan.
进一步的,步骤S5后,各节点按照优化调度方案运行时,若获得的发电信息与优化调度方案的发电信息不一时,重复步骤S3到S5,获取新的调度方案,重新适配环境,以得到最小的园区运行成本。Furthermore, after step S5, when each node operates according to the optimized scheduling plan, if the power generation information obtained is different from the power generation information of the optimized scheduling plan, steps S3 to S5 are repeated to obtain a new scheduling plan and re-adapt the environment to obtain the minimum park operation cost.
第二方面Second aspect
本发明涉及一种基于区块链技术的园区微网调度系统,包括:区块链网络模块,区块链网络模块中的各节点包括园区微电网的各单元,单元包括发电单元、用电单元、蓄电池单元以及与电网交互单元;信息获得模块,信息获得模块能够获得信息组,并通过智能合约模块将信息组进行整合,获得整合信息集,智能合约模块将整合信息集上传至区块链网络模块,其中,信息组包括发电单元的发电预测信息、用电单元的用电预测信息、蓄电池单元的自身参数以及状态信息、与电网交互单元的联络线约束信息和电网电价信息;构建模块,构建模块以园区微电网运行总成本最小为目标,同时构建约束条件,建立园区微电网的经济调度模型;优化模块,优化模块利用经济调度模型对整合信息集进行优化,获得优化调度方案;分配模块,分配模块将优化调度方案下发至区块链网络模块的各节点中。The present invention relates to a park microgrid dispatching system based on blockchain technology, comprising: a blockchain network module, wherein each node in the blockchain network module comprises each unit of the park microgrid, wherein the unit comprises a power generation unit, a power consumption unit, a battery unit and a unit interacting with a power grid; an information acquisition module, wherein the information acquisition module can obtain an information group, and integrate the information group through a smart contract module to obtain an integrated information set, wherein the smart contract module uploads the integrated information set to the blockchain network module, wherein the information group comprises power generation prediction information of the power generation unit, power consumption prediction information of the power consumption unit, the battery unit's own parameters and status information, and the tie line constraint information and power grid electricity price information of the unit interacting with a power grid; a construction module, wherein the construction module takes the minimization of the total operating cost of the park microgrid as a goal, and constructs constraint conditions at the same time, and establishes an economic dispatching model of the park microgrid; an optimization module, wherein the optimization module optimizes the integrated information set using the economic dispatching model to obtain an optimized dispatching scheme; and an allocation module, wherein the allocation module sends the optimized dispatching scheme to each node of the blockchain network module.
第三方面The third aspect
本发明实施例涉及一种存储介质,其中存储有计算机程序,计算机程序在电子设备中运行时,由电子设备的处理器加载并执行上述任意一种基于区块链技术的园区微网调度方法。An embodiment of the present invention relates to a storage medium, which stores a computer program. When the computer program runs in an electronic device, the processor of the electronic device loads and executes any one of the above-mentioned campus microgrid scheduling methods based on blockchain technology.
本发明与现有技术相比,具有如下的优点和有益效果:Compared with the prior art, the present invention has the following advantages and beneficial effects:
本发明涉及的一种基于区块链技术的园区微网调度方法,综合考虑了园区微电网各单元的特征,构件区块链网络,提高数据的准确度和透明度,并利用智能合约实现信息交互,相比于传统调度模式,园区微电网中各节点可通过智能合约获取历史数据和调度方案,提高了数据信息的透明性,以及预测数据的准确性;在本发明所提供的园区微电网的经济调度模型下,能够获得最优的调度方案,优化后的调度方案和数据信息存储至区块链中,保证数据的安全,及时获取的数据能够降低调度决策时间和提高时效性;并且园区微网中的发电单元以最大功率输出,蓄电池根据电价时段不同调整出力,避免了在峰电价购电,降低了园区微电网的运行成本,提高了经济效应和出力灵活性。The present invention relates to a park microgrid dispatching method based on blockchain technology, which comprehensively considers the characteristics of each unit of the park microgrid, constructs a blockchain network, improves the accuracy and transparency of data, and uses smart contracts to realize information interaction. Compared with the traditional dispatching mode, each node in the park microgrid can obtain historical data and dispatching plans through smart contracts, which improves the transparency of data information and the accuracy of predicted data; under the economic dispatching model of the park microgrid provided by the present invention, the optimal dispatching plan can be obtained, and the optimized dispatching plan and data information are stored in the blockchain to ensure data security. The timely acquired data can reduce the dispatching decision time and improve timeliness; and the power generation unit in the park microgrid outputs at maximum power, and the battery adjusts the output according to different electricity price periods, avoiding the purchase of electricity at peak electricity prices, reducing the operating cost of the park microgrid, and improving the economic effect and output flexibility.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
附图用来提供对本发明的进一步理解,并且构成说明书的一部分,与本发明的实施例一起用于解释本发明,并不构成对本发明的限制。The accompanying drawings are used to provide further understanding of the present invention and constitute a part of the specification. They are used to explain the present invention together with the embodiments of the present invention and do not constitute a limitation of the present invention.
图1为本发明实施例提供的一种基于区块链技术的园区微网调度方法基础流程图;FIG1 is a basic flow chart of a park microgrid scheduling method based on blockchain technology provided by an embodiment of the present invention;
图2为本发明实施例提供的一种基于区块链技术的园区微网调度方法详细流程图;FIG2 is a detailed flow chart of a park microgrid scheduling method based on blockchain technology provided by an embodiment of the present invention;
图3为本发明实施例提供的一种区块链网络流程图;FIG3 is a flowchart of a blockchain network provided by an embodiment of the present invention;
图4为本发明实施例提供的大电网实时电价示例图;FIG4 is an example diagram of real-time electricity prices of a large power grid provided by an embodiment of the present invention;
图5为本发明实施例提供的风电及负荷的日前预测情况示意图;FIG5 is a schematic diagram of a day-ahead forecast of wind power and load provided by an embodiment of the present invention;
图6为本发明实施例提供的园区微电网日前调度方案示意图;FIG6 is a schematic diagram of a day-ahead dispatching scheme for a campus microgrid provided by an embodiment of the present invention;
图7为本发明实施例提供的园区微电网中各单元出力比例图;FIG7 is a diagram showing the output ratio of each unit in a park microgrid provided by an embodiment of the present invention;
图8为本发明实施例提供的园区微电网中光伏机组出力对比图;FIG8 is a comparison diagram of the output of photovoltaic units in a park microgrid provided by an embodiment of the present invention;
图9为本发明实施例提供的园区微电网中风电机组出力对比图;FIG9 is a comparison diagram of wind turbine output in a park microgrid provided by an embodiment of the present invention;
图10为本发明实施例提供的园区微电网中蓄电池储能单元能量变化图。FIG10 is a diagram showing energy changes of a battery energy storage unit in a campus microgrid provided by an embodiment of the present invention.
具体实施方式DETAILED DESCRIPTION
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例,基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, rather than all the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making creative work are within the scope of protection of the present invention.
在以下描述中,为了提供对本发明的透彻理解阐述了大量特定细节。然而,对于本领域普通技术人员显而易见的是:不必采用这些特定细节来实行本发明。在其他实例中,为了避免混淆本发明,未具体描述公知的结构、电路、材料或方法。In the following description, a large number of specific details are set forth in order to provide a thorough understanding of the present invention. However, it is apparent to one of ordinary skill in the art that these specific details are not necessarily employed to practice the present invention. In other instances, well-known structures, circuits, materials, or methods are not specifically described in order to avoid obscuring the present invention.
在整个说明书中,对“一个实施例”、“实施例”、“一个示例”或“示例”的提及意味着:结合该实施例或示例描述的特定特征、结构或特性被包含在本发明至少一个实施例中。因此,在整个说明书的各个地方出现的短语“一个实施例”、“实施例”、“一个示例”或“示例”不一定都指同一实施例或示例。此外,可以以任何适当的组合和、或子组合将特定的特征、结构或特性组合在一个或多个实施例或示例中。此外,本领域普通技术人员应当理解,在此提供的示图都是为了说明的目的,并且示图不一定是按比例绘制的。这里使用的术语“和/或”包括一个或多个相关列出的项目的任何和所有组合。Throughout the specification, references to "one embodiment," "an embodiment," "an example," or "an example" mean that a particular feature, structure, or characteristic described in conjunction with the embodiment or example is included in at least one embodiment of the present invention. Therefore, the phrases "one embodiment," "an embodiment," "an example," or "an example" appearing in various places throughout the specification do not necessarily all refer to the same embodiment or example. In addition, particular features, structures, or characteristics may be combined in one or more embodiments or examples in any suitable combination and/or sub-combination. In addition, it will be appreciated by those of ordinary skill in the art that the figures provided herein are for illustrative purposes and that the figures are not necessarily drawn to scale. The term "and/or" as used herein includes any and all combinations of one or more of the associated listed items.
实施例Example
区块链技术作为最底层的数据库技术,有着透明度高,数据不可篡改,去中心化程度高等特征,可以提高园区微网的数据透明度和预测准确值,保证调度数据的安全,对包含多个分布式节点的园区微网系统有着重大意义。As the most basic database technology, blockchain technology has the characteristics of high transparency, data immutability, and high degree of decentralization. It can improve the data transparency and prediction accuracy of the campus microgrid, ensure the security of scheduling data, and is of great significance to the campus microgrid system containing multiple distributed nodes.
目前,国内外相关学者针对区块链技术在能源领域中的应用展开了大量的研究;针对区块链技术在电网调度方面的应用,朱永胜等学者在现有调度的基础上提出环境经济调度下,采用分解的多目标进化算法以处理燃料费用和污染排放这两个相互冲突的目标,得到使两个目标函数同时最优的方案,并以此方案优化电力环境经济调度;胡伟等学者针对传统调度中网络损耗大、能源调节困难等问题,结合区块链技术建立了电力供需调度优化模型,并采用协同进化算法求解该模型,最后通过区块链工作量证明机制验证了调度方案的有效性;国外学者提出了一种基于乘子交替方法(ADMM)、投影梯度法和平均一致性的全分布式算法,将调度问题划分为若干子问题,通过平均一致法以及投影梯度法进行求解,结果表明该算法在任意初始状态下都能有效求解出园区微网中发电单元、园区联络线以及储能单元的最佳调度策略;也有学者通过整合并行智能技术,建立了一种新的调度模式,实现了复杂电网的安全运行,扩展了系统运营商的能力,并得到了最优的调度策略。At present, scholars at home and abroad have conducted a lot of research on the application of blockchain technology in the energy field. Regarding the application of blockchain technology in power grid dispatching, Zhu Yongsheng and other scholars proposed a decomposed multi-objective evolutionary algorithm to deal with the two conflicting goals of fuel costs and pollution emissions under environmental economic dispatch on the basis of existing dispatching, and obtained a solution that makes the two objective functions optimal at the same time, and used this solution to optimize the power environmental economic dispatching. Hu Wei and other scholars combined blockchain technology to establish a power supply and demand dispatching optimization model for the problems of large network loss and difficult energy regulation in traditional dispatching, and used a co-evolutionary algorithm to solve the model. Finally, the effectiveness of the dispatching scheme was verified by the blockchain proof of work mechanism. Foreign scholars proposed a fully distributed algorithm based on the alternating multiplier method (ADMM), the projected gradient method and the average consistency, which divides the dispatching problem into several sub-problems and solves them by the average consistency method and the projected gradient method. The results show that the algorithm can effectively solve the optimal dispatching strategy for the power generation unit, the park interconnection line and the energy storage unit in the park microgrid under any initial state. Some scholars have also established a new dispatching mode by integrating parallel intelligent technology, realizing the safe operation of complex power grids, expanding the capabilities of system operators, and obtaining the optimal dispatching strategy.
现有研究考虑了蓄电池储能单元的使用寿命、电动汽车的特性,主要围绕调度中心优化其调度策略;但是,传统集中式调度存在数据透明度低、数据安全性不高等问题,并且调度中心决策时间长,时效性差,因此,本实施例提供了一种基于区块链技术的园区微网调度方法,该方法能够使园区微电网中各单元获得全面而准确的数据,提高数据的透明度和准确度,调度数据存储于区块链中,保证数据的安全性。Existing research has taken into account the service life of battery energy storage units and the characteristics of electric vehicles, and mainly focuses on optimizing the dispatching strategy of the dispatching center; however, traditional centralized dispatching has problems such as low data transparency and low data security, and the dispatching center takes a long time to make decisions and has poor timeliness. Therefore, this embodiment provides a campus microgrid dispatching method based on blockchain technology, which enables each unit in the campus microgrid to obtain comprehensive and accurate data, improves data transparency and accuracy, and stores the dispatching data in the blockchain to ensure data security.
如图1所示,本发明实施例提供了一种基于区块链技术的园区微网调度方法,包括如下步骤:As shown in FIG1 , an embodiment of the present invention provides a campus microgrid scheduling method based on blockchain technology, comprising the following steps:
S1:构建区块链网络,其中,区块链网络的各节点表示园区微电网的各单元,单元包括发电单元、用电单元、蓄电池单元以及与电网交互单元;S1: Build a blockchain network, where each node of the blockchain network represents each unit of the park microgrid, including power generation units, power consumption units, battery units, and grid interaction units;
S2:获取信息组,并通过智能合约将信息组内各信息进行整合,获得整合信息集,由智能合约将整合信息集存储至区块链网络,其中,信息组包括发电单元的发电预测信息、用电单元的用电预测信息、蓄电池单元的自身参数以及状态信息、与电网交互单元的联络线约束信息和电网电价信息;S2: Obtain an information group, and integrate the information in the information group through a smart contract to obtain an integrated information set, which is then stored in the blockchain network by the smart contract. The information group includes power generation forecast information of the power generation unit, power consumption forecast information of the power consumption unit, parameters and status information of the battery unit, tie line constraint information of the power grid interaction unit, and power grid electricity price information;
S3:以园区微电网运行总成本最小为目标,同时构建约束条件,建立园区微电网的经济调度模型;S3: Taking the minimization of the total cost of the park microgrid operation as the goal, while building constraints, an economic dispatch model for the park microgrid is established;
S4:利用经济调度模型对整合信息集进行优化,获得优化调度方案;S4: Use the economic dispatch model to optimize the integrated information set and obtain the optimal dispatch solution;
S5:将优化调度方案下发至区块链网络的各节点中。S5: Send the optimized scheduling plan to each node of the blockchain network.
步骤S1中,园区微电网的各单元共同形成区块链网络的节点集,这些单元在加入区块链网络时都需要向区块链网络提交自身的相关信息,例如自身的ID、所属能源类型、账户信息、用电需求量、装机容量、最大发电额度、地理位置等,这些信息的功能是进行区块链网络的认证、身份表示并参与到园区微电网的调度当中,这些信息和数据是园区微网电力调度中的核心基础;在区块链网络中,若需生成一个新区块来保存某时间段内的数据信息,需要向全网进行广播,待所有节点收到信息并完全验证;信息如若通过验证并且在全网达成共识后,就会生成新的区块,并向整个区块链网络发布,延长到原来的区块链上,如图2所示。In step S1, each unit of the park microgrid jointly forms a node set of the blockchain network. When joining the blockchain network, these units need to submit their own relevant information to the blockchain network, such as their own ID, energy type, account information, electricity demand, installed capacity, maximum power generation quota, geographical location, etc. The function of this information is to authenticate the blockchain network, represent the identity and participate in the dispatch of the park microgrid. This information and data is the core foundation of the power dispatch of the park microgrid; in the blockchain network, if a new block needs to be generated to save data information within a certain time period, it needs to be broadcast to the entire network, and all nodes need to receive the information and fully verify it; if the information passes the verification and reaches a consensus in the entire network, a new block will be generated and published to the entire blockchain network, and extended to the original blockchain, as shown in Figure 2.
区块链网络中每个节点都储存着区块链的完整数据,每个区块内均储存着某时间段内区块链网络中的所有信息数据:在某时间段内,出力的发电单元,出力的大小、所处的位置,接受了电能的用电单元,负荷的大小,所处位置信息以及大电网电能价格等信息;区块链网络中各节点的信息格式如下:Each node in the blockchain network stores the complete data of the blockchain, and each block stores all the information data in the blockchain network within a certain period of time: the power generation unit that outputs power, the size of the output, the location of the power unit that receives the power, the size of the load, the location information, and the price of power from the large power grid. The information format of each node in the blockchain network is as follows:
发电单元的信息格式为:The information format of the power generation unit is:
GU=(IDGU,PGU,CGU,TGU,UGU,δGU,LGU);GU=(ID GU ,P GU ,C GU ,T GU ,U GU ,δ GU ,L GU );
其中GU为发电单元的数据信息,IDGU是发电单元加入区块链网络时,经验证后所获得的身份标识,PGU表示发电单元的发电额度,CGU表示发电单元的成本信息,TGU表示发电单元的能源类型,UGU表示发电单元当前的启停状态,δGU表示发电单元的爬坡率,LGU表示发电单元的所处位置信息。Where GU is the data information of the power generation unit, ID GU is the identity obtained after verification when the power generation unit joins the blockchain network, P GU represents the power generation quota of the power generation unit, C GU represents the cost information of the power generation unit, T GU represents the energy type of the power generation unit, U GU represents the current start and stop status of the power generation unit, δ GU represents the climbing rate of the power generation unit, and L GU represents the location information of the power generation unit.
用电单元的信息格式为:The information format of the power consumption unit is:
CU=(IDCU,PCU,LCU);CU=(ID CU ,P CU ,L CU );
其中CU为用电单元的数据信息,IDCU是用电单元加入区块链网络时,经验证后所获得的身份标识,PCU表示该用电单元的需求量,LGU表示该用电单元的所处位置信息。Among them, CU is the data information of the power user unit, ID CU is the identity obtained after verification when the power user unit joins the blockchain network, P CU represents the demand of the power user unit, and L GU represents the location information of the power user unit.
蓄电池单元的信息格式为:The information format of the battery unit is:
B=(IDB,PB,CB,UB,δB);B=(ID B ,P B ,C B ,U B ,δ B );
其中B为蓄电池单元的信息,IDB是蓄电池加入区块链网络时,经验证后所获得的身份标识,PB表示蓄电池储能系统的发电额度,CB表示蓄电池储能系统的成本信息,UB表示蓄电池储能系统当前的充放电状态,δB表示蓄电池储能系统一次最大充放电额度。Where B is the information of the battery unit, ID B is the identity obtained after verification when the battery joins the blockchain network, P B represents the power generation quota of the battery energy storage system, CB represents the cost information of the battery energy storage system, U B represents the current charge and discharge status of the battery energy storage system, and δ B represents the maximum charge and discharge quota of the battery energy storage system.
与电网交互单元信息格式为:The information format of the unit interacting with the power grid is:
LLX=(PLLX,CLLX);LLX=(P LLX ,C LLX );
其中,PLLX表示与大电网交换功率的能力,CLLX表示大电网的实时电价。Among them, P LLX represents the ability to exchange power with the large power grid, and C LLX represents the real-time electricity price of the large power grid.
在园区微电网调度中应用区块链技术,园区微电网的数据和调度方案能安全有效地储存在区块链网络中,通过设计功能为实现信息交互的智能合约,实现数据信息的上传和下发,收集各节点的信息,上传到区块链网络;当优化调度方案生成后,再通过智能合约下发到网络各节点中,区块链网络成为园区微电网的数据存储中心和信息交互中心。By applying blockchain technology in the dispatching of park microgrids, the data and dispatching plans of the park microgrid can be stored safely and effectively in the blockchain network. By designing smart contracts with the function of realizing information interaction, the upload and download of data information can be realized, and the information of each node can be collected and uploaded to the blockchain network. When the optimized dispatching plan is generated, it is sent to each node of the network through smart contracts. The blockchain network becomes the data storage center and information interaction center of the park microgrid.
步骤S2中,利用智能电表对参与区块链网络的节点进行实时监控并收集信息组,然后将信息组上传至区块链网络中,由区块链网络连接的能量管理系统确认信息组中信息的有效性,确认信息满足预设范围,超出范围的信息为异常信息,不具备有效性,需要重新进行获取,如图2所示,在预设范围内的信息为有效信息,将有效信息作为待整合的信息,获得整合信息集,由所述智能合约将整合信息集存储至区块链网络。In step S2, the smart meter is used to monitor the nodes participating in the blockchain network in real time and collect information groups, which are then uploaded to the blockchain network. The energy management system connected to the blockchain network confirms the validity of the information in the information group and confirms that the information meets the preset range. Information outside the range is abnormal information and has no validity and needs to be re-acquired. As shown in Figure 2, information within the preset range is valid information, and the valid information is used as information to be integrated to obtain an integrated information set, which is stored in the blockchain network by the smart contract.
首先由各用电单元自主进行负荷预测,并向区块链网络提交预测信息;然后由发电机组提供预测信息,本实施例中的发电机组包括风力发电机组、光伏发电机组以及微型燃气轮机发电机组,风力发电机组和光伏发电机组结合天气和历史数据进行出力预测,智能合约记录所有信息,直到所有信息提交完全,由蓄电池单元提交信息,并由网络获取其主要性能参数,智能合约记录信息,直到所有信息提交完全,由与电网交互单元提供信息,提供的信息均需要进行有效性确认,待获得完整的整合信息集后,进行下一步骤。First, each power-consuming unit conducts load forecasting autonomously and submits forecasting information to the blockchain network; then the generator set provides forecasting information. The generator sets in this embodiment include wind turbines, photovoltaic generators and micro gas turbine generators. Wind turbines and photovoltaic generators conduct output forecasting based on weather and historical data. The smart contract records all information until all information is submitted. The battery unit submits information, and the network obtains its main performance parameters. The smart contract records information until all information is submitted. The unit interacting with the power grid provides information, and the validity of the information provided needs to be confirmed. After obtaining a complete set of integrated information, proceed to the next step.
步骤S3中,园区微网中有多种分布式能源,以光伏和风电为主的不可控发电单元和可控发电单元:微型燃气轮机发电单元,除发电单元外还需设置储能设备;在满足园区微网负荷需求的前提下,还可向外部网络出售或购买能源,园区微电网的日前调度设定的周期为24小时,并以1小时为调度的时间间隔,规定所有数据在一小时间隔内是不变的,规划出园区微网未来一天的运行计划,该计划包括分布式电源的出力计划、运行和停止状态、储能系统的充电、放电状态以及与大电网的交互计划。In step S3, there are multiple distributed energy sources in the park microgrid, including uncontrollable power generation units and controllable power generation units mainly based on photovoltaic and wind power: micro gas turbine power generation units, in addition to power generation units, energy storage equipment must be set up; on the premise of meeting the load demand of the park microgrid, energy can also be sold or purchased from the external network. The day-ahead scheduling of the park microgrid sets a cycle of 24 hours, and uses 1 hour as the scheduling time interval. It is stipulated that all data is unchanged within a one-hour interval, and the operation plan of the park microgrid for the next day is planned. The plan includes the output plan of the distributed power source, the running and stopping status, the charging and discharging status of the energy storage system, and the interaction plan with the large power grid.
根据各发电单元的出力特点、爬坡以及机组启停等约束,蓄电池储能单元的一次性充电、放电能力,与外部网络联络线的容量约束,以及当无法满足需求时所出现的切负荷等信息,建立了各分布式出力单元、蓄电池储能单元和联络线的数学模型,需要优化的变量有:风力发电功率光伏机组发电功率微型燃气轮机发电功率购电功率售电功率储能放电功率储能充电功率切负荷功率风力发电状态光伏机组发电微型燃气轮机发电储能充电状态储能放电状态售电状态购电状态切负荷状态园区微电网中各单元的工作状态如下表所示:According to the output characteristics of each power generation unit, the constraints of climbing and unit start and stop, the one-time charging and discharging capacity of the battery energy storage unit, the capacity constraints of the external network interconnection line, and the load shedding that occurs when the demand cannot be met, the mathematical model of each distributed output unit, battery energy storage unit and interconnection line is established. The variables that need to be optimized are: wind power generation power Photovoltaic unit power generation Micro gas turbine power generation Power purchase Power sold Energy storage discharge power Energy storage charging power Load shedding power Wind power generation status Photovoltaic power generation Micro gas turbine power generation Energy storage charging status Energy storage discharge state Power sales status Power purchase status Load shedding state The working status of each unit in the park microgrid is shown in the following table:
表一工作状态表Table 1 Working status table
表2工作状态表Table 2 Working status table
在每个小时中,假设该时间段内园区微电网设备的发电功率和消耗功率为固定值,以园区微电网运行总成本最小为目标,构建的目标函数为:In each hour, assuming that the power generation and power consumption of the park microgrid equipment in this time period are fixed values, the goal is to minimize the total cost of the park microgrid operation, and the objective function constructed is:
其中,Cwt代表风力的单位成本,Cpv代表光伏的单位成本,Cmt代表燃气轮机的单位成本,表示t小时这一时刻园区微电网向电网购电时的电价,表示在t小时这一时刻园区微电网向电网售电的电价,Ccut表示切负荷惩罚的单位费用。Among them, C wt represents the unit cost of wind power, C pv represents the unit cost of photovoltaic power, and C mt represents the unit cost of gas turbine. It represents the electricity price when the park microgrid buys electricity from the grid at hour t, It represents the electricity price sold by the park microgrid to the grid at the moment of t hour, and Ccut represents the unit cost of load shedding penalty.
可再生分布式能源等利用风能、光照等取之不竭的资源发电,其发电成本很小;微型燃气轮机组的成本含有消耗燃料的费用和启停所消耗的费用,蓄电池储能单元不考虑运行时导致寿命减小带来的成本。当园区微电网内部发电功率与负荷不平衡时,可通过联络线向外部网络购买或出售电能,电价采用大电网的分时电价。Renewable distributed energy uses inexhaustible resources such as wind and sunlight to generate electricity, and its power generation cost is very small; the cost of the micro gas turbine unit includes the cost of fuel consumption and the cost of starting and stopping, and the battery energy storage unit does not consider the cost caused by the reduction of life during operation. When the power generation and load within the park microgrid are unbalanced, electricity can be purchased or sold to the external network through the interconnection line, and the electricity price adopts the time-of-use electricity price of the large power grid.
基于区块链网络中存储的整合信息集,构建的约束条件包括:功率平衡约束、风电机组运行约束,光伏机组运行约束,微型燃气轮机组运行约束,蓄电池储能单元约束或联络线交换功率约束中的至少一者,园区微电网根据其所具备的设备选择合适的约束条件,本实施例中,园区微电网具备所有的约束条件。Based on the integrated information set stored in the blockchain network, the constructed constraints include: power balance constraints, wind turbine operation constraints, photovoltaic unit operation constraints, micro gas turbine unit operation constraints, battery energy storage unit constraints or at least one of the interconnection line exchange power constraints. The park microgrid selects appropriate constraints based on the equipment it has. In this embodiment, the park microgrid has all the constraints.
功率平衡约束为负荷与出力功率平衡,具体如下:The power balance constraint is the balance between load and output power, as follows:
其中,表示风力发电的功率,表示光伏发电的功率,表示微型燃气轮机发电的功率,表示购电功率,表示购电状态,表示切负荷功率,表示切负荷状态,表示储能充电功率,表示储能充电状态,表示购电功率,表示购电状态,表示储能放电状态,表示储能放电功率,表示t小时时段内预测的总负荷值;in, is the power of wind power generation, Represents the power of photovoltaic power generation, represents the power generated by the micro gas turbine, Indicates the purchased power, Indicates the power purchase status. Indicates load shedding power, Indicates load shedding state. Indicates the energy storage charging power, Indicates the energy storage charging status, Indicates the purchased power, Indicates the power purchase status. Indicates the energy storage discharge state, represents the energy storage discharge power, It represents the total load value predicted in the t-hour period;
风电机组运行约束:Wind turbine operation constraints:
其中,Pwtmax表示风力发电的出力上限;Among them, P wtmax represents the upper limit of wind power output;
光伏机组运行约束:PV unit operation constraints:
其中,Ppvmax表示光伏发电的出力上限;Among them, P pvmax represents the upper limit of photovoltaic power generation output;
微型燃气轮机组运行约束:Micro gas turbine unit operation constraints:
其中,Pmtmax、Pmtmin表示微型燃气轮机的出力上限、下限;且爬坡率也会对微型燃气轮机出力进行约束:Among them, Pmtmax and Pmtmin represent the upper and lower limits of the micro gas turbine output; and the climbing rate will also constrain the micro gas turbine output:
其中,Pmt,down表示微型燃气轮机的向下爬坡功率Pmt,up表示微型燃气轮机的向上爬坡功率;Among them, P mt,down represents the downward climbing power of the micro gas turbine, and P mt,up represents the upward climbing power of the micro gas turbine;
蓄电池储能单元约束:Battery energy storage unit constraints:
为了保证周期性调度,蓄电池每天的初试剩余电量应与24h时刻的剩余电量相等:In order to ensure periodic scheduling, the initial remaining capacity of the battery every day should be equal to the remaining capacity at 24h time:
在t时刻时,蓄电池不会同时处于充电和放电状态:At time t, the battery is not in the charging and discharging state at the same time:
蓄电池充放电时有功率约束:There are power constraints when charging and discharging batteries:
其中,Pdis,min表示蓄电池的一次性放电下限,Pdis,max表示蓄电池的一次性放电上限,Pcha,min表示蓄电池的一次性的充电下限,Pcha,max表示蓄电池的一次性的充电上限;Wherein, P dis,min represents the lower limit of one-time discharge of the battery, P dis,max represents the upper limit of one-time discharge of the battery, P cha,min represents the lower limit of one-time charge of the battery, and P cha,max represents the upper limit of one-time charge of the battery;
联络线交换功率约束:Tie line switching power constraints:
在t时刻内,园区微电网的连接线路的工作状态约束:At time t, the working state constraints of the connection lines of the park microgrid are:
园区微电网与电网交换功率的约束:Constraints on power exchange between the campus microgrid and the grid:
Pbuy,min表示向大电网购电的功率下限,Pbuy,max表示向大电网购电的功率上限,Psell,min表示向大电网售电的功率下限,Psell,max表示向大电网售电的功率上限。P buy,min represents the lower power limit of electricity purchased from the large power grid, P buy,max represents the upper power limit of electricity purchased from the large power grid, P sell,min represents the lower power limit of electricity sold to the large power grid, and P sell,max represents the upper power limit of electricity sold to the large power grid.
步骤S4中,In step S4,
园区微电网调度优化问题可以描述为既包含连续变量 又包含离散变量的非线性函数优化问题,需要将园区微电网调度优化模型中的目标函数和约束条件线性化;采用混合整数线性规划生成线性化模型,并使用大规模求解优化器进行求解,其中,线性化模型的表达式如下:The optimization problem of campus microgrid dispatch can be described as a problem that includes both continuous variables Contains discrete variables The nonlinear function optimization problem requires linearization of the objective function and constraints in the park microgrid dispatch optimization model. The linearized model is generated by mixed integer linear programming and solved by a large-scale solver optimizer. The expression of the linearized model is as follows:
其中,fTx是目标函数,x是最终需要求解出来的列向量。可以根据向量f、lb和ub,矩阵A和Aeq,对应的向量b和beq,求解出x。本实施例中使用的大规模求解优化器为Gurobi,Gurobi是全世界范围内性能领先的大规模求解优化器,可用于求解混合整数线性规划问题,性能显著的优于传统的主流优化工具。Wherein, f T x is the objective function, and x is the column vector that needs to be solved in the end. According to the vectors f, lb and ub, the matrices A and Aeq, and the corresponding vectors b and beq, x can be solved. The large-scale solver optimizer used in this embodiment is Gurobi, which is a large-scale solver optimizer with leading performance worldwide and can be used to solve mixed integer linear programming problems. Its performance is significantly better than that of traditional mainstream optimization tools.
基于智能合约和区块链网络,园区微网中的节点可以获得实时数据和历史数据来提高预测准确度,以及数据的透明度;生成的调度方案和数据可以储存到区块链中,更好地保证了数据的安全。Based on smart contracts and blockchain networks, nodes in the campus microgrid can obtain real-time and historical data to improve prediction accuracy and data transparency; the generated scheduling plans and data can be stored in the blockchain to better ensure data security.
步骤S5中,以预设时间间隔T为周期,对优化调度方案下发至区块链网络的各节点中,其中T为≥1的正整数;在时间间隔为T的周期内,园区微电网按照调度方案进行运行,本实施例中,园区微电网的日前调度设定的周期为24小时,并以1小时为调度的时间间隔,其触发时间设置在当晚00:00之前,确保能生成并下发日前调度方案。In step S5, the optimized scheduling plan is sent to each node of the blockchain network with a preset time interval T as a period, where T is a positive integer ≥ 1; within the period of time interval T, the park microgrid operates according to the scheduling plan. In this embodiment, the day-ahead scheduling of the park microgrid is set with a period of 24 hours, and the scheduling time interval is 1 hour. The trigger time is set before 00:00 that night to ensure that the day-ahead scheduling plan can be generated and issued.
另外,步骤S5后,各节点按照优化调度方案运行时,若获得的发电信息与优化调度方案的发电信息不一时,例如由于外界环境影响,风力发电机组无法发电、光伏发电机组无法发电等,需要重新进行方案的分配,重新重复上述步骤S3到S5,此时发电机组提供的信息为实时信息与预测信息,依旧以1小时为调度的时间间隔,能量管理系统重新获取新的调度方案,只能合约重新下发调度方案,重新适配环境,以得到最小的园区运行成本。In addition, after step S5, when each node operates according to the optimized scheduling plan, if the power generation information obtained is different from the power generation information of the optimized scheduling plan, for example, due to the influence of the external environment, the wind turbine generator set cannot generate electricity, the photovoltaic generator set cannot generate electricity, etc., it is necessary to reallocate the plan and repeat the above steps S3 to S5. At this time, the information provided by the generator set is real-time information and forecast information. The scheduling time interval is still 1 hour. The energy management system re-acquires a new scheduling plan and can only re-issue the scheduling plan and re-adapt to the environment to obtain the minimum park operation cost.
本实施例提供的方法中,基于区块链网络,设计智能合约实现信息交互,区块链网络中各节点可实时获得数据和历史数据来提高预测的准确度以及数据的透明度,基于整合信息集,在成本以及其他的条件约束下建立园区微电网的经济调度模型,利用经济调度模型对整合信息集进行优化,获得优化调度方案;将优化调度方案下发至区块链网络的各节点中,以此实现园区微电网的调度优化,优化后的调度方案和数据信息存储至区块链中,保证数据的安全,及时获取的数据能够降低调度决策时间和提高时效性。In the method provided in this embodiment, based on the blockchain network, a smart contract is designed to realize information interaction. Each node in the blockchain network can obtain data and historical data in real time to improve the accuracy of prediction and the transparency of data. Based on the integrated information set, an economic dispatch model of the park microgrid is established under the constraints of cost and other conditions. The integrated information set is optimized using the economic dispatch model to obtain an optimized dispatch plan; the optimized dispatch plan is sent to each node of the blockchain network to realize the dispatch optimization of the park microgrid. The optimized dispatch plan and data information are stored in the blockchain to ensure data security. Timely acquired data can reduce the dispatch decision time and improve timeliness.
本实施例提供的方法综合考虑了园区微电网各单元的分布式和区块链技术作为分布式账本的结构特征,以及传统调度中数据不透明、预测准确度低等问题,提出了一种基于区块链技术的园区微电网优化调度架构;建立了能源区块链网络,使之园区微电网调度的数据存储和信息交互中心,相比于传统调度模式,园区微电网中各节点可通过智能合约获取历史数据和调度方案,提高了数据信息的透明性,以及预测数据的准确性;在本实施例提供的园区微电网的经济调度模型下,园区微网中的可再生分布式能源以最大功率输出,可控发电单元和蓄电池根据电价时段不同调整出力,避免了在峰电价购电,降低了园区微电网的运行成本,提高了经济效应和出力灵活性。The method provided in this embodiment comprehensively considers the distributed nature of each unit of the park microgrid and the structural characteristics of blockchain technology as a distributed ledger, as well as the problems of data opacity and low prediction accuracy in traditional scheduling, and proposes an optimized scheduling architecture for the park microgrid based on blockchain technology; an energy blockchain network is established to make it a data storage and information exchange center for the scheduling of the park microgrid. Compared with the traditional scheduling mode, each node in the park microgrid can obtain historical data and scheduling plans through smart contracts, which improves the transparency of data information and the accuracy of predicted data; under the economic scheduling model of the park microgrid provided in this embodiment, the renewable distributed energy in the park microgrid is output at maximum power, and the controllable power generation unit and the battery adjust the output according to different electricity price periods, avoiding the purchase of electricity at peak electricity prices, reducing the operating cost of the park microgrid, and improving the economic effect and output flexibility.
本发明实施例还涉及了一种基于区块链技术的园区微网调度系统,包括:区块链网络模块,区块链网络模块中的各节点包括园区微电网的各单元,单元包括发电单元、用电单元、蓄电池单元以及与电网交互单元;信息获得模块,信息获得模块能够获得信息组,并通过智能合约模块将信息组进行整合,获得整合信息集,智能合约模块将整合信息集上传至区块链网络模块,其中,信息组包括发电单元的发电预测信息、用电单元的用电预测信息、蓄电池单元的自身参数以及状态信息、与电网交互单元的联络线约束信息和电网电价信息;构建模块,构建模块以园区微电网运行总成本最小为目标,同时构建约束条件,建立园区微电网的经济调度模型;优化模块,优化模块利用经济调度模型对整合信息集进行优化,获得优化调度方案;分配模块,分配模块将优化调度方案下发至区块链网络模块的各节点中。The embodiment of the present invention also relates to a campus microgrid dispatching system based on blockchain technology, including: a blockchain network module, each node in the blockchain network module includes each unit of the campus microgrid, and the unit includes a power generation unit, a power consumption unit, a battery unit, and a unit interacting with the power grid; an information acquisition module, the information acquisition module can obtain an information group, and integrate the information group through a smart contract module to obtain an integrated information set, and the smart contract module uploads the integrated information set to the blockchain network module, wherein the information group includes power generation forecast information of the power generation unit, power consumption forecast information of the power consumption unit, the battery unit's own parameters and status information, and the interconnection line constraint information and power grid electricity price information of the unit interacting with the power grid; a construction module, the construction module takes the minimum total operating cost of the campus microgrid as the goal, and at the same time constructs constraints to establish an economic dispatching model for the campus microgrid; an optimization module, the optimization module uses the economic dispatching model to optimize the integrated information set to obtain an optimized dispatching plan; and an allocation module, the allocation module sends the optimized dispatching plan to each node of the blockchain network module.
本发明实施例还涉及一种存储介质,该存储介质中存储有计算机程序,计算机程序在电子设备中运行时,由电子设备的处理器加载并执行本实施例中任意一种基于区块链技术的园区微网调度方法;存储介质可用于存储所述计算机程序和/或模块,所述处理器通过运行或执行存储在所述存储器内的计算机程序和/或模块,以及调用存储在存储器内的数据,加载并执行本实施例中任意一种基于区块链技术的园区微网调度方法。所述存储介质可主要包括存储程序区和存储数据区,其中,存储程序区可存储操作系统、至少一个功能所需的应用程序(比如声音播放功能、图像播放功能等)等;存储数据区可存储根据手机的使用所创建的数据(比如音频数据、电话本等)等。此外,存储器可以包括高速随机存取存储器,还可以包括非易失性存储器,例如硬盘、内存、插接式硬盘,智能存储卡(Smart MediaCaed,SMC),安全数字(Secure Digital,SD)卡,闪存卡(Flash Card)、至少一个磁盘存储器件,闪存器件、或其他易失性固态存储器件The embodiment of the present invention also relates to a storage medium, in which a computer program is stored. When the computer program runs in an electronic device, the processor of the electronic device loads and executes any one of the park microgrid scheduling methods based on blockchain technology in this embodiment; the storage medium can be used to store the computer program and/or module, and the processor loads and executes any one of the park microgrid scheduling methods based on blockchain technology in this embodiment by running or executing the computer program and/or module stored in the memory, and calling the data stored in the memory. The storage medium can mainly include a storage program area and a storage data area, wherein the storage program area can store an operating system, an application required for at least one function (such as a sound playback function, an image playback function, etc.); the storage data area can store data created according to the use of a mobile phone (such as audio data, a phone book, etc.). In addition, the memory can include a high-speed random access memory, and can also include a non-volatile memory, such as a hard disk, a memory, a plug-in hard disk, a smart memory card (Smart Media Caed, SMC), a secure digital (Secure Digital, SD) card, a flash card (Flash Card), at least one disk storage device, a flash memory device, or other volatile solid-state storage devices.
以下内容是本实施例中一种基于区块链技术的园区微网调度方法的具体应用场景,在该应用场景的园区微电网中,有风力发电机组、光伏发电系统、微型燃气轮机、蓄电池储能系统以及与大电网交互线路。可以得到风电机组、光伏发电系统未来24小时内,每一个小时的最大出力预测值,以及负荷在未来24小时内,每一个小时的预测值。本次应用采用IDE-Remix平台设计了智能合约,并利用MATLAB软件编写了园区微电网的优化调度程序;园区微电网中的各分布式电源和储能单元的性能参数如表3所示。The following content is a specific application scenario of a campus microgrid scheduling method based on blockchain technology in this embodiment. In the campus microgrid of this application scenario, there are wind turbines, photovoltaic power generation systems, micro gas turbines, battery energy storage systems, and interconnection lines with the large power grid. The maximum output forecast value of the wind turbine and photovoltaic power generation system for each hour in the next 24 hours, as well as the forecast value of the load for each hour in the next 24 hours can be obtained. This application uses the IDE-Remix platform to design smart contracts, and uses MATLAB software to write the optimization scheduling program for the campus microgrid; the performance parameters of each distributed power source and energy storage unit in the campus microgrid are shown in Table 3.
表3园区微电网各单元参数表Table 3 Parameters of each unit of the park microgrid
当园区微电网与大电网交互购买或售出电能时,采用大电网分时电价,电价如图4所示。When the park microgrid interacts with the large grid to purchase or sell electricity, the large grid's time-of-use electricity price is used, as shown in Figure 4.
园区微电网中各发电单元和负荷单元调用智能合约读取区块链中的历史数据以及当前的状态信息,再结合天气信息、电价市场情况和产能信息进行综合分析,分析风电机组、光伏发电机组以及负荷在未来24小时内每个小时的最大出力值或负荷值,得到了日前预测图如图5所示。Each power generation unit and load unit in the park microgrid calls the smart contract to read the historical data and current status information in the blockchain, and then conducts a comprehensive analysis based on weather information, electricity price market conditions and production capacity information. The maximum output or load value of wind turbines, photovoltaic generators and loads in each hour in the next 24 hours is analyzed, and the day-ahead forecast is obtained as shown in Figure 5.
获得各出力预测值和负荷预测值后,区块链网络的智能合约将下发日前调度方案,如图6所示。After obtaining the output forecast value and load forecast value, the smart contract of the blockchain network will issue the day-ahead dispatch plan, as shown in Figure 6.
结合实时电价图4可以看出,在凌晨0:00到6:00时间段内,是大电网的谷电价时期,此时光伏发电机组受时间的影响没有出力,而是通过风电机组、蓄电池放电,此时仍不能满足负荷,考虑到经济效益,因此需要从大电网购电,还可以在此时通过购入大电网电能来对蓄电池充电。在6:00-12:00时间段是大电网的峰电价时期,结合负荷预测图可以看出,此时负荷需求量增大,风电和光伏出力受天气的影响也增大,由于此时电网电价较高,园区微电网中的微型燃气轮机组发电,而不是通过大电网购电。出于经济效益的考虑,此时若有多余电量可以售卖给大电网。12:00到18:00时段是平电价时期,由于光伏机组出力减小,此时园区微电网主要靠风力发电、光伏发电和向大电网购电来提供负荷的需求电量。18:00到24:00电价为峰电价,燃气轮机出力增加,光伏发电机组由于没有太阳光照出力为零,此时由风电、购电、燃气轮机来提供负荷需求电量,多余电量可以给蓄电池充电。Combined with the real-time electricity price chart 4, it can be seen that the time period from 0:00 to 6:00 in the early morning is the valley electricity price period of the large power grid. At this time, the photovoltaic generator set has no output due to the influence of time, but discharges through wind turbines and batteries. At this time, it still cannot meet the load. Considering the economic benefits, it is necessary to purchase electricity from the large power grid. At this time, the battery can also be charged by purchasing electricity from the large power grid. The time period from 6:00 to 12:00 is the peak electricity price period of the large power grid. Combined with the load forecast chart, it can be seen that the load demand increases at this time, and the output of wind power and photovoltaic power also increases due to the influence of weather. Since the power price of the power grid is high at this time, the micro gas turbine unit in the park microgrid generates electricity instead of purchasing electricity from the large power grid. For economic benefits, if there is any excess electricity at this time, it can be sold to the large power grid. The period from 12:00 to 18:00 is the flat electricity price period. Due to the reduction of the output of the photovoltaic unit, the park microgrid mainly relies on wind power generation, photovoltaic power generation and purchasing electricity from the large power grid to provide the load demand electricity. The electricity price from 18:00 to 24:00 is the peak electricity price, the gas turbine output increases, and the photovoltaic generator set has zero output due to the lack of sunlight. At this time, wind power, purchased electricity, and gas turbines are used to provide the load demand electricity, and the excess electricity can be used to charge the battery.
从图7中可以看出,在运行过程中负荷与电源功率一直保持平衡,维持了园区微电网的运行可靠性,保证了电能质量,且在所有出力中,可再生能源占比高。从图8、图9可以看出,风电机组和光伏机组都采用最大功率为输出的功率,由于可再生能源不消耗燃料,成本低,因此大大降低了园区微电网的运行费用,经济效益好。As can be seen from Figure 7, the load and power supply power are always balanced during operation, maintaining the operational reliability of the park microgrid and ensuring the quality of power. In addition, renewable energy accounts for a high proportion of all outputs. As can be seen from Figures 8 and 9, both wind turbines and photovoltaic units use the maximum power as the output power. Since renewable energy does not consume fuel and has low cost, it greatly reduces the operating costs of the park microgrid and has good economic benefits.
蓄电池能量变化情况如下图10所示,蓄电池在6:00时期进行放电满足负荷,此后一直保持平稳,在21:00进行了充电,保持蓄电池总电量的不变,此过程中没出现深度充放电,损耗小,延长了它的使用寿命。The battery energy changes are shown in Figure 10. The battery was discharged at 6:00 to meet the load, and then remained stable. It was charged at 21:00 to keep the total battery power unchanged. There was no deep charge and discharge during this process, and the loss was small, which extended its service life.
综合来看,此方案中没有出现切负荷的情况,可靠性高。燃气轮机在大电网处于峰电价时,为了减小园区微电网的运行成本,将会加大出力,避免了高电价,提高了园区微电网的经济效益和出力灵活性。In general, there is no load shedding in this solution, and the reliability is high. When the power grid is at peak price, the gas turbine will increase its output to reduce the operating cost of the park microgrid, avoid high electricity prices, and improve the economic benefits and output flexibility of the park microgrid.
在大量可再生分布式能源并网的情况下,传统的能量单向流通模式逐渐转变为能量双向流通的模式。本实施例结合园区微电网发电和负荷单元分布式的结构特征,以及区块链作为分布式账本的结构特征,研究了基于区块链技术的园区微电网经济调度模型。本实施例首先分析了区块链技术和园区微电网的相似性,从理论方面阐述了区块链和园区微电网的契合度和将区块链技术应用于园区微电网的可行性。针对园区微电网调度中现有的预测准确度不高,信息不够透明等问题,研究了一种基于区块链技术的园区微电网调度模型,并在该模型中加入了储能单元。最后利用MATLAB搭建了该模型,进行了仿真实验,验证了该园区微电网调度模型的经济性和可行性。在园区微电网中应用区块链技术,大大的提高了园区微电网的去中心化程度,以及数据的预测准确度。在没有第三方权威机构的情况下,可实现全网一致共识,以此确保园区微电网的调度方案能够自动且严格的执行。除此之外,园区微电网的调度方案以及各节点的信息均可储存在区块链网络之中,提高了数据的可追溯性和透明性,保证了调度信息的安全。In the case of a large number of renewable distributed energy grid-connected, the traditional one-way energy flow mode gradually changes to a two-way energy flow mode. This embodiment combines the structural characteristics of the distributed power generation and load units of the park microgrid, and the structural characteristics of the blockchain as a distributed ledger, and studies the economic dispatch model of the park microgrid based on blockchain technology. This embodiment first analyzes the similarities between blockchain technology and the park microgrid, and theoretically explains the compatibility of blockchain and park microgrid and the feasibility of applying blockchain technology to the park microgrid. In view of the existing problems of low prediction accuracy and insufficient information transparency in the park microgrid dispatch, a park microgrid dispatch model based on blockchain technology is studied, and energy storage units are added to the model. Finally, the model was built using MATLAB, and simulation experiments were carried out to verify the economy and feasibility of the park microgrid dispatch model. The application of blockchain technology in the park microgrid greatly improves the decentralization of the park microgrid and the prediction accuracy of the data. In the absence of a third-party authority, a consensus can be achieved across the entire network to ensure that the dispatch plan of the park microgrid can be automatically and strictly implemented. In addition, the dispatching plan of the park microgrid and the information of each node can be stored in the blockchain network, which improves the traceability and transparency of the data and ensures the security of the dispatching information.
本领域内的技术人员应明白,本申请的实施例可提供为方法、系统、或存储介质。因此,本申请可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本申请可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。Those skilled in the art will appreciate that the embodiments of the present application may be provided as methods, systems, or storage media. Therefore, the present application may adopt the form of a complete hardware embodiment, a complete software embodiment, or an embodiment in combination with software and hardware. Moreover, the present application may adopt the form of a computer program product implemented in one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) that include computer-usable program code.
本申请是参照根据本申请实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present application is described with reference to the flowchart and/or block diagram of the method, device (system) and computer program product according to the embodiment of the present application. It should be understood that each process and/or box in the flowchart and/or block diagram, and the combination of the process and/or box in the flowchart and/or block diagram can be realized by computer program instructions. These computer program instructions can be provided to a processor of a general-purpose computer, a special-purpose computer, an embedded processor or other programmable data processing device to produce a machine, so that the instructions executed by the processor of the computer or other programmable data processing device produce a device for realizing the function specified in one process or multiple processes in the flowchart and/or one box or multiple boxes in the block diagram.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing device to work in a specific manner, so that the instructions stored in the computer-readable memory produce a manufactured product including an instruction device that implements the functions specified in one or more processes in the flowchart and/or one or more boxes in the block diagram.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions may also be loaded onto a computer or other programmable data processing device so that a series of operational steps are executed on the computer or other programmable device to produce a computer-implemented process, whereby the instructions executed on the computer or other programmable device provide steps for implementing the functions specified in one or more processes in the flowchart and/or one or more boxes in the block diagram.
本领域普通技术人员可以理解实现上述事实和方法中的全部或部分步骤是可以通过程序来指令相关的硬件来完成,涉及的程序或者所述的程序可以存储于一计算机所可读取存储介质中,该程序在执行时,包括如下步骤:此时引出相应的方法步骤,所述的存储介质可以是ROM/RAM、磁碟、光盘等等。A person of ordinary skill in the art can understand that all or part of the steps in realizing the above-mentioned facts and methods can be completed by instructing the relevant hardware through a program, and the program involved or the program can be stored in a computer-readable storage medium. When the program is executed, it includes the following steps: At this time, the corresponding method steps are derived, and the storage medium can be ROM/RAM, a disk, an optical disk, etc.
以上所述的具体实施方式,对本发明的目的、技术方案和有益效果进行了进一步详细说明,所应理解的是,以上所述仅为本发明的具体实施方式而已,并不用于限定本发明的保护范围,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The specific implementation methods described above further illustrate the objectives, technical solutions and beneficial effects of the present invention in detail. It should be understood that the above description is only a specific implementation method of the present invention and is not intended to limit the scope of protection of the present invention. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of the present invention should be included in the scope of protection of the present invention.
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CN118822229A (en) * | 2024-09-19 | 2024-10-22 | 武汉易晨创想科技有限公司 | Power grid energy storage dispatching method and system based on deep learning and energy management |
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