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

被引:1
|
作者
Zhang, Yan [1 ]
Chadli, Mohammed [2 ,3 ]
Xiang, Zhengrong [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Peoples R China
[2] Univ Paris Saclay, F-91190 Gif Sur Yvette, France
[3] Univ Evry, IBISC, F-91020 Evry, France
基金
中国国家自然科学基金;
关键词
Games; Costs; Cost function; Nash equilibrium; Optimal control; Mathematical models; Convergence; N-player games; fuzzy control; Hamilton-Jacobi (HJ) equations; prescribed-time control; reinforcement learning; ADAPTIVE LEARNING SOLUTION; NONLINEAR-SYSTEMS; STABILIZATION; FEEDBACK; POLICY;
D O I
10.1109/TFUZZ.2024.3468036
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
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.
引用
收藏
页码:6929 / 6938
页数:10
相关论文
共 50 条
  • [1] Prescribed-time distributed Nash equilibrium seeking for noncooperation games?
    Zhao, Yu
    Tao, Qianle
    Xian, Chengxin
    Li, Zhongkui
    Duan, Zhisheng
    AUTOMATICA, 2023, 151
  • [2] Nash equilibrium payoffs for nonzero-sum stochastic differential games
    Buckdahn, R
    Cardaliaguet, P
    Rainer, C
    SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2004, 43 (02) : 624 - 642
  • [3] Prescribed-Time Distributed Time-Varying Nash Equilibrium Seeking for Formation Placement Control
    Tao, Qianle
    Liu, Yongfang
    Xian, Chengxin
    Zhao, Yu
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2022, 69 (11) : 4423 - 4427
  • [4] Discontinuous Nash equilibrium points for nonzero-sum stochastic differential games
    Hamadene, Said
    Mu, Rui
    STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2020, 130 (11) : 6901 - 6926
  • [5] NONZERO-SUM GAMES OF OPTIMAL STOPPING AND GENERALIZED NASH EQUILIBRIUM PROBLEMS
    Martyr, Randall
    Moriarty, John
    SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2021, 59 (02) : 1443 - 1465
  • [6] NASH EQUILIBRIUM IN NONZERO-SUM GAMES OF OPTIMAL STOPPING FOR BROWNIAN MOTION
    Attard, Natalie
    ADVANCES IN APPLIED PROBABILITY, 2017, 49 (02) : 430 - 445
  • [7] Equilibrium strategies of two-player nonzero-sum games with fuzzy payoffs
    Gao, Jinwu
    Liu, Zhi-Qiang
    Liu, Yan-Kui
    2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4, 2007, : 882 - +
  • [8] NASH EQUILIBRIA FOR NONZERO-SUM ERGODIC STOCHASTIC DIFFERENTIAL GAMES
    Cohen, Samuel N.
    Fedyashov, Victor
    JOURNAL OF APPLIED PROBABILITY, 2017, 54 (04) : 977 - 994
  • [9] Prescribed-Time Adaptive Fuzzy Optimal Control for Nonlinear Systems
    Zhang, Yan
    Chadli, Mohammed
    Xiang, Zhengrong
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 32 (04) : 2403 - 2412
  • [10] On a new class of nonzero-sum discounted stochastic games having stationary Nash equilibrium points
    Andrzej S. Nowak
    International Journal of Game Theory, 2003, 32 : 121 - 132