Data-Driven Cooperative Output Regulation of Multi-Agent Systems via Robust Adaptive Dynamic Programming

被引:63
|
作者
Gao, Weinan [1 ]
Jiang, Yu [2 ]
Davari, Masoud [1 ]
机构
[1] Georgia Southern Univ, Allen E Paulson Coll Engn & Comp, Dept Elect & Comp Engn, Statesboro, GA 30460 USA
[2] ClearMotion Inc, Dept RoadMot, Woburn, MA 01801 USA
关键词
Robust adaptive dynamic programming; cooperative output regulation; multi-agent systems; cyclic-small-gain;
D O I
10.1109/TCSII.2018.2849639
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This brief studies the cooperative output regulation problems of multi-agent systems with parametric and dynamic uncertainties. By means of robust adaptive dynamic programming, a model-free distributed controller is developed via online input and state data. The cyclic-small-gain theorem is applied to ensure the asymptotic stability of the closed-loop system and thus solves the cooperative output regulation problem. Each follower is able to achieve asymptotic tracking and non-vanishing disturbance rejection. A numerical example is utilized to illustrate the effectiveness of the proposed algorithm.
引用
收藏
页码:447 / 451
页数:5
相关论文
共 50 条
  • [31] Robust cooperative output regulation for linear multi-agent systems under intermittent measurements
    Garcia-Vazquez, Horacio
    Larios-Navarro, Ulises
    Castillo-Toledo, Bernardino
    Di Gennaro, Stefano
    JOURNAL OF THE FRANKLIN INSTITUTE, 2025, 362 (02)
  • [32] Robust cooperative output regulation problem for non-linear multi-agent systems
    Liu, L.
    IET CONTROL THEORY AND APPLICATIONS, 2012, 6 (13): : 2142 - 2148
  • [33] DATA-DRIVEN ROBUST MULTI-AGENT REINFORCEMENT LEARNING
    Wang, Yudan
    Wang, Yue
    Zhou, Yi
    Velasquez, Alvaro
    Zou, Shaofeng
    2022 IEEE 32ND INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2022,
  • [34] A General Result on the Robust Cooperative Output Regulation for Linear Uncertain Multi-Agent Systems
    Su, Youfeng
    Hong, Yiguang
    Huang, Jie
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 58 (05) : 1275 - 1279
  • [35] Data-driven optimal cooperative tracking control for heterogeneous multi-agent systems
    Ma, Yong-Sheng
    Xu, Yong
    Sun, Jian
    Dou, Li-Hua
    ISA TRANSACTIONS, 2024, 154 : 23 - 31
  • [36] Cooperative robust output regulation of linear uncertain multi-agent systems: A dynamic event-triggered approach
    Wu, Jieshuai
    Lu, Maobin
    Deng, Fang
    Chen, Jie
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2023, 33 (18) : 11538 - 11552
  • [37] Cooperative output regulation of linear multi-agent systems by output feedback
    Su, Youfeng
    Huang, Jie
    SYSTEMS & CONTROL LETTERS, 2012, 61 (12) : 1248 - 1253
  • [38] Adaptive Cooperative Output Regulation of Multi-Agent Systems in Nonlinear Lower Triangular Form
    Guo, Meichen
    Xu, Dabo
    Liu, Lu
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 1958 - 1963
  • [39] The adaptive distributed observer approach to the cooperative output regulation of linear multi-agent systems
    Cai, He
    Lewis, Frank L.
    Hu, Guoqiang
    Huang, Jie
    AUTOMATICA, 2017, 75 : 299 - 305
  • [40] Distributed Adaptive Pinning Control for Cooperative Linear Output Regulation of Multi-Agent Systems
    Li Shaobao
    Feng Gang
    Guan Xinping
    Luo Xiaoyuan
    Wang Juan
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 6885 - 6890