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Game theory-based multi-agent capacity optimization for integrated energy systems with compressed air energy storage

机译:基于博弈论的多智能传递能力优化,具有压缩空气储能的集成能源系统

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The capacity optimization of integrated energy systems (IESs) is directly related to economy and stability, while centralized optimization methods are difficult to solve for scenarios in which energy units belong to different operators. This study proposes a game theory-based multi-agent capacity optimization method for an IES to analyze the benefit interactions among independent operators in decision-making processes. The IES is composed of four plants: solar photovoltaic, wind turbine, combined heating and power system, and compressed air energy storage (CAES), wherein plant operators act as players, and the net present value (NPV) is selected as the utility function. The Nash equilibrium is proven to exist and is solved by the best response algorithm for analyzing self-interested optimization. The Shapley value method is adopted to deal with benefit allocation in cooperative coalition, considering both stability and fairness. Several case studies are conducted to analyze all fifteen possible game models among four players. The results show that the access of CAES could improve the environmental and economic performance of the IES. The completely cooperative game model yields better economic performance for the whole and for individuals; its total NPV is 20.15% higher than when individuals act alone.(c) 2021 Published by Elsevier Ltd.
机译:集成能量系统(IESS)的容量优化与经济性和稳定性直接相关,而集中优化方法难以解决能量单位属于不同运营商的情况。本研究提出了一种基于博弈的基于博弈基的多代理能力优化方法,用于分析决策过程中独立运营商之间的福利交互。 IES由四个工厂组成:太阳能光伏,风力涡轮机,组合加热和电力系统,以及压缩空气储能(CAES),其中工厂运营商充当玩家,并选择净现值(NPV)作为实用程序功能。被证明存在纳什均衡,并通过最佳响应算法来分析自我兴趣优化来解决。考虑到稳定性和公平,采用福利价值法处理合作联盟的福利分配。进行了几项案例研究,以分析四名球员之间的所有十五个可能的游戏模型。结果表明,CAES的进入可以改善IES的环境和经济表现。完全合作的游戏模型为整体和个人提供了更好的经济性能;其总NPV比单独行动的行为高出20.15%。(c)2021由elestvier有限公司出版

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