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预定义时间事件触发的概括纳什平衡寻求聚合游戏及其应用到智能充电系统
Jianing Chen1, Zhijie Chen2, Sitian Qin2
1Department of Mathematics, Harbin Institute of Technology (Weihai), Weihai 264200, China; Department of Systems Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong Special Administrative Region of China.
ISA transactions
|November 6, 2025
概括
本研究介绍了一种新的算法,用于在竞争系统中快速通用纳什平衡 (GNE) 计算. 它实现了预定义的时间收,减少了资源分配的计算负担和交互成本.
科学领域:
- 游戏理论 游戏理论
- 分布式系统 分布式系统
- 优化优化 优化优化
背景情况:
- 在竞争激烈的多发电机系统中,资源配置面临复杂的挑战.
- 现有的寻求纳什平衡 (GNE) 的算法经常表现出非对称的收,限制了实际应用的速度.
- 带有合平等约束的聚合游戏需要高效的分布式解决方案.
研究的目的:
- 开发一种分布式算法,用于预定义时间的一般化纳什平衡 (GNE),在聚合游戏中寻求.
- 为了实现高速的GNE计算,同时最大限度地减少代理人之间的交互负担.
- 解决竞争性多发电机系统中的资源分配问题.
主要方法:
- 一个包含时间基生成器 (TBG) 的新型分布式算法,用于预定义时间的融合.
- 一种平均追踪技术,以确保在预定义的时间内分布式评估聚合术语.
- 一个动态事件触发机制 (DETM) 以减少代理互动和保持趋同.
主要成果:
- 拟议的算法在预定义的时间内实现了GNE计算,优于非对称方法.
- 动态事件触发机制有效地减少了通讯开销.
- 该算法通过电动汽车的智能充电系统证明了其实际适用性.
结论:
- 开发的算法在分布式GNE寻找聚合游戏方面取得了重大进展.
- 预定义的时间融合和减少交互负担是现实应用的关键好处.
- 智能充电系统是拟议的GNE寻求策略的验证用例.
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