斯塔克伯格竞赛
纳什均衡
计算机科学
需求响应
最佳反应
可扩展性
博弈论
电
数学优化
微观经济学
经济
数学
工程类
数据库
电气工程
作者
Yanni Wan,Jiahu Qin,Yang Shi,Weiming Fu,Feng Xiao
标识
DOI:10.1016/j.ijepes.2023.109577
摘要
This paper studies the price-based demand response problem in a deregulated retail electricity trading, aiming to coordinate the energy consumption behavior of end-users under dynamic retail prices. The challenge here is that in addition to the hierarchical decision-making process between utility company and end-users considered in existing works, the non-cooperative and competitive interdependence among end-users cannot be ignored. To address this issue, we first construct a novel Stackelberg–Nash game, in which the Stackelberg game is used to capture the hierarchical decision-making process between utility company and end-users, while the Nash game is dedicated to describing the interdependence among end-users. Then the existence and uniqueness of the Stackelberg–Nash equilibrium is provided along with theoretical analysis. On the basis of the analysis of equilibrium, we propose a distributed iterative algorithm with an adaptive step size, which is benchmarked with a fixed step-size algorithm. The comparison results on a real-life residential retail electricity market show that our proposed algorithm has better performance in terms of effectiveness and scalability.
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