Zero-sum game optimal control for the nonlinear switched systems based on heuristic dynamic programming

被引:2
|
作者
Fu, Xingjian [1 ,2 ]
Li, Zizheng [1 ]
机构
[1] Beijing Informat Sci & Technol Univ, Sch Automat, Beijing, Peoples R China
[2] Beijing Informat Sci & Technol Univ, Sch Automat, Beijing 100192, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
heuristic dynamic programming; neural networks; optimal control; switched system; zero-sum game; CONSTRAINED OPTIMAL-CONTROL;
D O I
10.1002/oca.3005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, the zero-sum game problem of control and disturbance is studied for discrete affine nonlinear switched systems with unknown dynamical models. A two-level heuristic dynamic programming iterative algorithm for solving the zero-sum game problem is proposed, which can be used to solve the Hamilton-Jacobi-Isaacs equation associated with the optimal regulation control problem. The convergence analysis based on the value function and control strategy is given. For algorithm implementation, neural networks are used to approximate the control strategy, disturbance strategy, and value function of the game dynamic programming, respectively. A model network is used to approximate the system states with an unknown dynamical model. The iterative algorithm steps are given. Finally, the validity of the method is verified by simulation examples.
引用
收藏
页码:2821 / 2837
页数:17
相关论文
共 50 条
  • [41] Fixed-Time Zero-Sum Pursuit-Evasion Game Control of Multisatellite via Adaptive Dynamic Programming
    Zhang, Zhixuan
    Zhang, Kun
    Xie, Xiangpeng
    Sun, Jiayue
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2024, 60 (02) : 2224 - 2235
  • [42] Optimal Control for Fuzzy Markov Jump Singularly Perturbed Systems: A Hybrid Zero-Sum Game Iteration Approach
    Wang, Jing
    Huang, Yaling
    Xie, Xiangpeng
    Yan, Huaicheng
    Shen, Hao
    IEEE Transactions on Fuzzy Systems, 2024, 32 (11) : 6388 - 6398
  • [43] Event-Triggered Adaptive Dynamic Programming for Continuous-Time Nonlinear Two-Player Zero-Sum Game
    Xue, Shan
    Luo, Biao
    Liu, Derong
    Li, Yueheng
    NEURAL INFORMATION PROCESSING (ICONIP 2018), PT VII, 2018, 11307 : 15 - 25
  • [44] Model-Free Adaptive Control for Unknown Nonlinear Zero-Sum Differential Game
    Zhong, Xiangnan
    He, Haibo
    Wang, Ding
    Ni, Zhen
    IEEE TRANSACTIONS ON CYBERNETICS, 2018, 48 (05) : 1633 - 1646
  • [45] A dynamic programming approach for optimal control of switched systems
    Xu, XP
    Antsaklis, PJ
    PROCEEDINGS OF THE 39TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 2000, : 1822 - 1827
  • [46] H∞$H_{\infty }$ optimal frequency control in islanded AC microgrids: A zero-sum dynamic game approach
    Sheikhahmadi, Hemin
    Batmani, Yazdan
    Khayat, Yousef
    Konstantinou, Charalambos
    IET RENEWABLE POWER GENERATION, 2023, 17 (07) : 1826 - 1834
  • [47] Play Like the Pros? Solving the Game of Darts as a Dynamic Zero-Sum Game
    Haugh, Martin B.
    Wang, Chun
    INFORMS JOURNAL ON COMPUTING, 2022, 34 (05) : 2540 - 2551
  • [48] An iterative adaptive dynamic programming method for solving a class of nonlinear zero-sum differential games
    Zhang, Huaguang
    Wei, Qinglai
    Liu, Derong
    AUTOMATICA, 2011, 47 (01) : 207 - 214
  • [49] Event-triggered adaptive dynamic programming algorithm for the nonlinear zero-sum differential games
    Cui L.-L.
    Zhang Y.
    Zhang X.
    Cui, Li-Li (cuilili8396@163.com), 2018, South China University of Technology (35): : 610 - 618
  • [50] Event-trigger-based approximate optimal control of modular robot manipulators using zero-sum game
    Dong, Bo
    Chen, Jingchen
    Pan, Qiang
    An, Tianjiao
    OPTIMAL CONTROL APPLICATIONS & METHODS, 2022, 43 (05): : 1328 - 1342