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储能系统技术 ★ 5.0

考虑分布式储能SOC均衡与多智能体合作博弈的主动配电网协调优化调度

Coordinated Optimal Dispatch in Active Distribution Network Considering SOC Equalization of Distributed Energy Storage and Multi-Agent Cooperative Game

作者 Ruoxi Cheng · Chengfu Wang · Guoying Wang · Chunling Liu · Xiaoming Dong · Shengqi Zhou
期刊 IEEE Transactions on Industry Applications
出版日期 2025年7月
技术分类 储能系统技术
相关度评分 ★★★★★ 5.0 / 5.0
关键词 主动配电网 分布式储能 荷电状态均衡 多智能体合作博弈 协调优化调度
语言:

中文摘要

在主动配电网(ADN)中,分布式储能(DES)荷电状态(SOC)不均衡,再加上多个利益相关者的利益相互交织,极大地增加了系统协调与调度的复杂性。对此,提出一种考虑分布式储能荷电状态均衡和多主体合作博弈的主动配电网协调优化调度方法。首先,提出一种基于荷电状态均衡的分布式储能功率分配策略。该策略将分布式储能单元划分为优先充电组和优先放电组,通过组间和组内双层分配实现储能单元间充放电功率的均衡优化。其次,为准确描述主动配电网能量交易过程中配电网运营商、分布式储能运营商和负荷聚合商之间的经济交互,提出一种多主体交易框架。然后,引入纳什议价理论建立多主体合作博弈模型,旨在提高所有参与主体的经济效益。最后,在IEEE 33节点系统上对所提方法进行验证。数值结果表明,所提方法在确保运行过程中分布式储能荷电状态相对均衡的同时,使社会效益提高了93241美元。

English Abstract

In active distribution network (ADN), the unbalanced state-of-charge (SOC) of distributed energy storage (DES), coupled with the intertwined interests of multiple stakeholders, significantly increases the complexity of system coordination and scheduling. In this regard, a coordinated optimal dispatch in ADN considering SOC equalization of DES and multi-agent cooperative game is proposed. Firstly, a power allocation strategy for DES based on SOC equalization is proposed. In this strategy, DES units are divided into a priority charging group and a priority discharging group, and the balanced optimization of charging and discharging power among storage units is achieved through a double-layer allocation of inter-group and intra-group. Secondly, to accurately describe the economic interactions among distribution system operator, DES operator, and load aggregators during the energy trading process in ADN, a multi-agent trading framework is proposed. Then, Nash bargaining theory is introduced to establish a multi-agent cooperative game model, aiming to enhance the economic benefits of all participating entities. Finally, we validate the proposed method on an IEEE 33-bus system. Numerical results show that the proposed method improves the social benefit by $93,241 while ensuring the relative equalization of SOC among DESs during operation.
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SunView 深度解读

该研究对阳光电源ST系列储能变流器和PowerTitan大型储能系统具有重要应用价值。SOC均衡控制技术可直接应用于分布式储能集群管理,解决多台储能设备并联运行时的SOC不一致问题,有效避免过充过放,延长电池寿命。多智能体合作博弈机制可集成到iSolarCloud云平台的智能调度模块,实现多储能站点间的协调优化,降低配电网损耗。该方法为阳光电源开发新一代储能EMS能量管理系统提供理论支撑,特别适用于工商业侧多储能柜并联场景和电网侧储能电站的集群控制,提升系统整体经济性和设备利用率,增强产品市场竞争力。