A Novel Parallel Control Method for Optimal Consensus of Nonlinear Multiagent Systems
Jiao, Shanshan3; Wei, Qinglai1,2,3; Wang, Fei-Yue1,2,3
刊名IEEE TRANSACTIONS ON CYBERNETICS
2024-06-10
页码14
关键词Consensus control Optimal control Performance analysis Vectors Heuristic algorithms Multi-agent systems Dynamic programming Adaptive dynamic programming (ADP) coupled Hamilton-Jacobi optimal consensus control parallel control
ISSN号2168-2267
DOI10.1109/TCYB.2024.3403690
通讯作者Wei, Qinglai(qinglai.wei@ia.ac.cn)
英文摘要This work concentrates on the initial introduction of parallel control to investigate an optimal consensus control strategy for continuous-time nonlinear multiagent systems (MASs) via adaptive dynamic programming (ADP). First, the control input is integrated into the feedback system for parallel control, facilitating an augmented system's optimal consensus control with an appropriate augmented performance index function to be established, which is identical to the original system's suboptimal control with a conventional performance index. Second, the feasibility of the proposed control scheme is evaluated based on the policy iteration algorithm, and the convergence of the algorithm is demonstrated. Then, an online learning algorithm becomes available to implement the ADP-based optimal parallel consensus control protocol without prior knowledge of the system. The Lyapunov approach is employed to indicate that the signals are convergent. Ultimately, the experimental data support the theoretical results.
资助项目National Key Research and Development Program of China
WOS关键词TRACKING CONTROL ; VALUE-ITERATION ; CONSTRAINTS
WOS研究方向Automation & Control Systems ; Computer Science
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:001248176700001
资助机构National Key Research and Development Program of China
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/58736]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
通讯作者Wei, Qinglai
作者单位1.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Multimodal Artificial Intelligence S, Beijing 100190, Peoples R China
3.Macau Univ Sci & Technol, Inst Syst Engn, Taipa, Macao, Peoples R China
推荐引用方式
GB/T 7714
Jiao, Shanshan,Wei, Qinglai,Wang, Fei-Yue. A Novel Parallel Control Method for Optimal Consensus of Nonlinear Multiagent Systems[J]. IEEE TRANSACTIONS ON CYBERNETICS,2024:14.
APA Jiao, Shanshan,Wei, Qinglai,&Wang, Fei-Yue.(2024).A Novel Parallel Control Method for Optimal Consensus of Nonlinear Multiagent Systems.IEEE TRANSACTIONS ON CYBERNETICS,14.
MLA Jiao, Shanshan,et al."A Novel Parallel Control Method for Optimal Consensus of Nonlinear Multiagent Systems".IEEE TRANSACTIONS ON CYBERNETICS (2024):14.
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