LQG Graphon Mean Field Games: Graphon Invariant Subspaces

被引:10
|
作者
Gao, Shuang [1 ]
Caines, Peter E. [1 ]
Huang, Minyi [2 ]
机构
[1] McGill Univ, Dept Elect & Comp Engn, Montreal, PQ, Canada
[2] Carleton Univ, Sch Math & Stat, Ottawa, ON, Canada
来源
2021 60TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC) | 2021年
基金
加拿大自然科学与工程研究理事会;
关键词
DENSE GRAPHS; CONVERGENT SEQUENCES; SYSTEMS;
D O I
10.1109/CDC45484.2021.9683037
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies approximate solutions to largescale linear quadratic stochastic games with homogeneous nodal dynamics and heterogeneous network couplings based on the graphon mean field game framework in [1]-[3]. A graphon time-varying dynamical system model is first formulated to study the limit problem of linear quadratic Gaussian graphon mean field games (LQG-GMFG). The Nash equilibrium to the limit problem is then characterized by two coupled graphon time-varying dynamical systems. Based on this characterization, we establish two sufficient conditions for the existence of a unique solution to the limit LQG-GMFG problem, and moreover we provide a new asymptotic error bound for applications of approximate solutions to finite-network games. Finally, simulation results on random networks are demonstrated
引用
收藏
页码:5253 / 5260
页数:8
相关论文
共 50 条
  • [11] A Label-State Formulation of Stochastic Graphon Games and Approximate Equilibria on Large Networks
    Lacker, Daniel
    Soret, Agathe
    MATHEMATICS OF OPERATIONS RESEARCH, 2023, 48 (04) : 1987 - 2018
  • [12] Mean Field LQG Games with Mass Behavior Responsive to A Major Player
    Son Luu Nguyen
    Huang, Minyi
    2012 IEEE 51ST ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2012, : 5792 - 5797
  • [13] Discrete-Time LQG Mean Field Games with Unreliable Communication
    Moon, Jun
    Basar, Tamer
    2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, : 2697 - 2702
  • [14] Nash Equilibria for Major-Minor LQG Mean Field Games With Partial Observations of All
    Firoozi, Dena
    Caines, Peter E.
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 66 (06) : 2778 - 2786
  • [15] Backward Mean-Field Linear-Quadratic-Gaussian (LQG) Games: Full and Partial Information
    Huang, Jianhui
    Wang, Shujun
    Wu, Zhen
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2016, 61 (12) : 3784 - 3796
  • [16] Mean field LQG social optimization: A reinforcement learning
    Xu, Zhenhui
    Wang, Bing-Chang
    Shen, Tielong
    AUTOMATICA, 2025, 171
  • [17] Mean Field Games and Applications
    Gueant, Oliviier
    Lasry, Jean-Michel
    Lions, Pierre-Louis
    PARIS-PRINCETON LECTURES ON MATHEMATICAL FINANCE 2010, 2011, 2003 : 205 - 266
  • [18] A singular perturbation problem for mean field games of acceleration: application to mean field games of control
    Mendico, Cristian
    JOURNAL OF EVOLUTION EQUATIONS, 2023, 23 (03)
  • [19] Remarks on potential mean field games
    Graber, P. Jameson
    RESEARCH IN THE MATHEMATICAL SCIENCES, 2025, 12 (01)
  • [20] Mean Field Games with a Dominating Player
    Bensoussan, A.
    Chau, M. H. M.
    Yam, S. C. P.
    APPLIED MATHEMATICS AND OPTIMIZATION, 2016, 74 (01) : 91 - 128