ON THE EXISTENCE OF OPTIMAL POLICIES FOR A CLASS OF STATIC AND SEQUENTIAL DYNAMIC TEAMS

被引:31
|
作者
Gupta, Abhishek [1 ]
Yueksel, Serdar [2 ]
Basar, Tamer [1 ]
Langbort, Cedric [1 ]
机构
[1] Univ Illinois, Coordinated Sci Lab, Urbana, IL 61801 USA
[2] Queens Univ, Dept Math & Stat, Kingston, ON KL7 3N6, Canada
基金
美国国家科学基金会;
关键词
team theory; distributed control; decentralized control; asymmetric information; optimal stochastic control; INFORMATION STRUCTURES; DECISION THEORY; COUNTEREXAMPLE; OPTIMIZATION; SYSTEMS; NOISE;
D O I
10.1137/14096534X
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 paper, we identify sufficient conditions under which static teams and a class of sequential dynamic teams admit team-optimal solutions. We first investigate the existence of optimal solutions in static teams where the observations of the decision makers are conditionally independent given the state and satisfy certain regularity conditions. Building on these findings and the static reduction method of Witsenhausen, we then extend the analysis to sequential dynamic teams. In particular, we show that a large class of dynamic linear-quadratic-Gaussian (LQG) teams, including the vector version of the well-known Witsenhausen's counterexample and the Gaussian relay channel problem viewed as a dynamic team, admit team-optimal solutions. Results in this paper substantially broaden the class of stochastic control problems with nonclassical information known to have optimal solutions.
引用
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页码:1681 / 1712
页数:32
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