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Value Iteration-Based Cooperative Adaptive Optimal Control for Multi-Player Differential Games With Incomplete Information
Yun Zhang; Lulu Zhang; Yunze Cai
发表期刊IEEE/CAA Journal of Automatica Sinica
ISSN2329-9266
2024
卷号11期号:3页码:690-697
摘要This paper presents a novel cooperative value iteration (VI)-based adaptive dynamic programming method for multi-player differential game models with a convergence proof. The players are divided into two groups in the learning process and adapt their policies sequentially. Our method removes the dependence of admissible initial policies, which is one of the main drawbacks of the PI-based frameworks. Furthermore, this algorithm enables the players to adapt their control policies without full knowledge of others’ system parameters or control laws. The efficacy of our method is illustrated by three examples.
关键词Adaptive dynamic programming incomplete information multi-player differential game value iteration
DOI10.1109/JAS.2023.124125
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文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/54600
专题学术期刊_IEEE/CAA Journal of Automatica Sinica
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Yun Zhang,Lulu Zhang,Yunze Cai. Value Iteration-Based Cooperative Adaptive Optimal Control for Multi-Player Differential Games With Incomplete Information[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(3):690-697.
APA Yun Zhang,Lulu Zhang,&Yunze Cai.(2024).Value Iteration-Based Cooperative Adaptive Optimal Control for Multi-Player Differential Games With Incomplete Information.IEEE/CAA Journal of Automatica Sinica,11(3),690-697.
MLA Yun Zhang,et al."Value Iteration-Based Cooperative Adaptive Optimal Control for Multi-Player Differential Games With Incomplete Information".IEEE/CAA Journal of Automatica Sinica 11.3(2024):690-697.
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