Social Optima in Linear Quadratic Mean-field Output Feedback Control

被引:1
作者
Ma, Xiao [1 ]
Wang, Bing-Chang [1 ]
Zhang, Huanshui [2 ]
机构
[1] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Peoples R China
[2] Shandong Univ Sci & Technol, Coll Elect Engn & Automat, Qingdao 266590, Peoples R China
基金
中国国家自然科学基金;
关键词
Mean field; output feedback control; Riccati equation; social optimal control; GAME-THEORY; SYSTEMS; DYNAMICS;
D O I
10.1007/s12555-021-0600-4
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 social optimal control problem for linear quadratic mean-field system with noisy output. For the output feedback control, each agent needs to estimate not only its own state but also the population average state, where both states are coupled with each other. Firstly, to deal with the noisy output, we give the optimal estimator of the state in the form of the sum of two Kalman filters. Then, by variational method, a set of forward-backward stochastic difference equations (FBSDEs) are presented, and output feedback-type centralized controllers are acquired from the backward iterative method by decoupling the FBSDEs. Finally, by mean field approximations, we further design a set of decentralized controllers, which is proved to have asymptotic social optimality.
引用
收藏
页码:2476 / 2486
页数:11
相关论文
共 32 条
[1]  
Anderson B.D., 2007, OPTIMAL CONTROL LINE
[2]   OPINION DYNAMICS IN SOCIAL NETWORKS THROUGH MEAN-FIELD GAMES [J].
Bauso, D. ;
Tembine, H. ;
Basar, T. .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2016, 54 (06) :3225-3257
[3]   Linear-Quadratic Mean Field Games [J].
Bensoussan, A. ;
Sung, K. C. J. ;
Yam, S. C. P. ;
Yung, S. P. .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2016, 169 (02) :496-529
[4]  
Bensoussan A, 2013, SPRINGERBRIEF MATH, P1, DOI 10.1007/978-1-4614-8508-7
[5]  
Caines P.E., 2017, Handbook of Dynamic Game Theory
[6]   ε-Nash Equilibria for Partially Observed LQG Mean Field Games With a Major Player [J].
Caines, Peter E. ;
Kizilkale, Arman C. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (07) :3225-3234
[7]  
Carmona R, 2018, PROB THEOR STOCH MOD, V84, P1, DOI 10.1007/978-3-319-56436-4
[8]   Output feedback control of Markov jump linear systems in continuous-time [J].
de Farias, DP ;
Geromel, JC ;
do Val, JBR ;
Costa, OLV .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2000, 45 (05) :944-949
[9]   Discrete time mean-field stochastic linear-quadratic optimal control problems [J].
Elliott, Robert ;
Li, Xun ;
Ni, Yuan-Hua .
AUTOMATICA, 2013, 49 (11) :3222-3233
[10]   A result on output feedback linear quadratic control [J].
Engwerda, Jacob ;
Weeren, Arie .
AUTOMATICA, 2008, 44 (01) :265-271