arXiv:2506.06058cs.GTcs.AI2025-06

通过博弈论与遗传算法,优化微电网联盟的能源交易策略。

Microgrids Coalitions for Energy Market Balancing

  • 用合作博弈与膜进化算法寻找最优微电网联盟。
  • 联盟在电力过剩时购电,短缺时售电,实现整体收益最大化。
  • 基于夏普利值公平分配收益,适合能源市场研究者参考。

随着可再生能源接入配电网络,亟需智能机制来平衡能源市场。缺乏此类机制可能导致停电、财务损失或电网不稳定。在此背景下,将微电网组成最优联盟以在电力过剩时从市场购电,在短缺时向市场供电,成为高效管理配电网络的关键。本文提出一种方法,将最优联盟识别建模为优化问题,结合受合作博弈理论启发的策略与膜进化算法求解。个体代表一个微电网联盟,通过重组和变异实现种群演化。适应度函数定义为联盟总收益减去交易量超过市场供需时的惩罚。联盟收益根据其在市场缺电时售电利润或过剩时购电节省,以及交易成本计算;收益按夏普利值公平分配给各成员,体现各自贡献。

原文摘要 · Abstract (English)

With the integration of renewable sources in electricity distribution networks, the need to develop intelligent mechanisms for balancing the energy market has arisen. In the absence of such mechanisms, the energy market may face imbalances that can lead to power outages, financial losses or instability at the grid level. In this context, the grouping of microgrids into optimal coalitions that can absorb energy from the market during periods of surplus or supply energy to the market during periods of is a key aspect in the efficient management of distribution networks. In this article, we propose a method that identify an optimal microgrids coalition capable of addressing the dynamics of the energy market. The proposed method models the problem of identifying the optimal coalition as an optimization problem that it solves by combining a strategy inspired by cooperative game theory with a memetic algorithm. An individual is represented as a coalition of microgrids and the evolution of population of individuals over generations is assured by recombination and mutation. The fitness function is defined as the difference between the total value generated by the coalition and a penalty applied to the coalition when the energy traded by coalition exceeds the energy available/demanded on/by the energy market. The value generated by the coalition is calculated based on the profit obtained by the collation if it sells energy on the market during periods of deficit or the savings obtained by the coalition if it buys energy on the market during periods of surplus and the costs associated with the trading process. This value is divided equitably among the coalition members, according to the Shapley value, which considers the contribution of each one to the formation of collective value.

微电网能源市场优化算法

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