Multigrid methods for two-player zero-sum stochastic games

被引:6
|
作者
Akian, Marianne
Detournay, Sylvie [1 ,2 ]
机构
[1] Ecole Polytech, INRIA Saclay Ile de France, F-91128 Palaiseau, France
[2] Ecole Polytech, Ctr Math Appl, F-91128 Palaiseau, France
基金
美国国家科学基金会;
关键词
two-player zero-sum stochastic games; policy iteration; algebraic multigrid methods; dynamic programming; Hamilton-Jacobi equations; Isaacs equations; variational inequalities; ALGORITHM; CONSISTENCY;
D O I
10.1002/nla.1815
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We present a fast numerical algorithm for large scale zero-sum stochastic games with perfect information, which combines policy iteration and algebraic multigrid methods. This algorithm can be applied either to a true finite state space zero-sum two-player game or to the discretization of an Isaacs equation. We present numerical tests on discretizations of Isaacs equations or variational inequalities. We also present a full multilevel policy iteration, similar to full multigrid algorithm (FMG), which allows one to improve substantially the computation time for solving some variational inequalities. Copyright (C) 2012 John Wiley & Sons, Ltd.
引用
收藏
页码:313 / 342
页数:30
相关论文
共 50 条
  • [1] Stochastic Two-Player Zero-Sum Learning Differential Games
    Liu, Mushuang
    Wan, Yan
    Lewis, Frank L.
    Lopez, Victor G.
    2019 IEEE 15TH INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2019, : 1038 - 1043
  • [2] Two-player zero-sum stochastic differential games with regime switching
    Lv, Siyu
    AUTOMATICA, 2020, 114
  • [3] TWO-PLAYER ZERO-SUM STOCHASTIC DIFFERENTIAL GAMES WITH RANDOM HORIZON
    Ferreira, M.
    Pinheiro, D.
    Pinheiro, S.
    ADVANCES IN APPLIED PROBABILITY, 2019, 51 (04) : 1209 - 1235
  • [4] Inverse Two-Player Zero-Sum Dynamic Games
    Tsai, Dorian
    Molloy, Timothy L.
    Perez, Tristan
    2016 AUSTRALIAN CONTROL CONFERENCE (AUCC), 2016, : 192 - 196
  • [5] A theorem on symmetric two-player zero-sum games
    Laffond, G
    Laslier, JF
    LeBreton, M
    JOURNAL OF ECONOMIC THEORY, 1997, 72 (02) : 426 - 431
  • [6] Two-player nonzero-sum and zero-sum games subject to stochastic noncausal systems
    Chen, Xin
    Zhang, Zeyu
    Zhang, Yijia
    Yuan, Dongmei
    INTERNATIONAL JOURNAL OF CONTROL, 2025,
  • [7] Using CNN for solving two-player zero-sum games
    Wu, Dawen
    Lisser, Abdel
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 204
  • [8] Policy Similarity Measure for Two-Player Zero-Sum Games
    Tang, Hongsong
    Xiang, Liuyu
    He, Zhaofeng
    APPLIED SCIENCES-BASEL, 2025, 15 (05):
  • [9] A numerical optimization pesudo-algorithm for two-player zero-sum stochastic games
    Li, Peng
    Li, Xiangrong
    Yuan, Gonglin
    Zhang, Maojun
    APPLIED ECONOMICS, 2021, 53 (15) : 1729 - 1742
  • [10] A dynamical neural network approach for solving stochastic two-player zero-sum games
    Wu, Dawen
    Lisser, Abdel
    NEURAL NETWORKS, 2022, 152 : 140 - 149