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首页> 外文期刊>Industry Applications, IEEE Transactions on >Multiagent-Based Energy Trading Platform for Energy Storage Systems in Distribution Systems With Interconnected Microgrids
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Multiagent-Based Energy Trading Platform for Energy Storage Systems in Distribution Systems With Interconnected Microgrids

机译:具有互连微电网的分配系统中的多算型能量交易平台

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摘要

In this article, an agent-based transactive energy (TE) trading platform to integrate energy storage systems (ESSs) into the microgrids’ energy management system is proposed. Using this platform, two different types of energy storage market models are proposed to promote local-level (within the microgrid) and communal- or global-level ESSs’ participation in the intra- and intermicrogrid TE markets. Also, a reinforcement learning algorithm known as simulated-annealing-based $Q$-learning is used to develop bidding strategies for ESSs to participate in the TE markets. Besides energy trading, the proposed system also accounts for the losses caused by energy transactions between ESSs and microgrids using a complex current-tracing-based loss allocation method. The overall efficacy of the proposed energy market management system is demonstrated using a modified IEEE 123-bus distribution system with multiple microgrids and ESSs. Based on simulation results, it is observed that the proposed model can effectively reinforce the balance between the supply and the demand in the microgrids using the mix of local and global ESSs.
机译:在本文中,提出了一种基于代理的过流能量(TE)交易平台,用于将能量存储系统(ESS)集成到MicroGrids能量管理系统中。使用这个平台,建议推动两种不同类型的能量存储市场模型,以促进地方级(在微电网中)和公共或全球级ESSS参与内部和IntramicroGrid TE市场。此外,一种被称为基于模拟退火的加强学习算法<内联公式XMLNS:MML =“http://www.w3.org/1998/math/mathml”xmlns:xlink =“http://www.w3.org/1999/xlink”> $ Q $ - 专业用于制定参加TE市场的ESS的招标策略。除了能源交易外,建议的系统还考虑了ESSS和MicroGrids之间的能源交易使用基于复杂的基于电流跟踪的损耗分配方法造成的损失。所提出的能源市场管理系统的整体疗效是使用具有多个微电网和eSS的改进的IEEE 123总线分配系统来证明。基于仿真结果,观察到所提出的模型可以使用本地和全球ESS的组合有效地增强了微普林机中的供需和需求之间的平衡。

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