Nash Equilibrium Seeking in Nonzero-Sum Games: A Prescribed-Time Fuzzy Control Approach

被引:0
|
作者
Zhang, Yan [1 ]
Chadli, Mohammed [2 ,3 ]
Xiang, Zhengrong [1 ]
机构
[1] Nanjing University of Science and Technology, School of Automation, Nanjing,210094, China
[2] University Paris-Saclay, Gif-sur-Yvette,91190, France
[3] University Evry, IBISC, Evry,91020, France
基金
中国国家自然科学基金;
关键词
Adaptive algorithms - Fuzzy control - Reinforcement learning;
D O I
10.1109/TFUZZ.2024.3468036
中图分类号
学科分类号
摘要
This article investigates the Nash equilibrium seeking issue in N-player nonzero-sum (NZS) games. First, prescribed-time control is a priori encoded into the framework of N-player NZS games by defining a cost function that considers the interactions between multiple players and prescribed-time performance requirements. To tackle the complex challenge of solving the coupled Hamilton-Jacobi (HJ) equation, a fuzzy adaptive learning algorithm within the prescribed-time frame is proposed. An identifier is constructed to address the lack of prior knowledge about the system's nonlinear dynamics. Critic and actor-tuning laws are designed to approximate optimal value functions and Nash equilibrium strategies. The proposed algorithm achieves Nash equilibrium and ensures the system state converges to a prescribed range within a specified time. Finally, the feasibility of the proposed algorithm is substantiated through a simulation example involving three-player games. © 1993-2012 IEEE.
引用
收藏
页码:6929 / 6938
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