A Survey on Intelligent Control for Multiagent Systems

被引:180
作者
Shi, Peng [1 ]
Yan, Bing [1 ]
机构
[1] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA 5005, Australia
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2021年 / 51卷 / 01期
基金
澳大利亚研究理事会;
关键词
Consensus problem; flocking control; formation control; intelligent control; multiagent systems (MASs); multilevel constraints; COOPERATIVE OUTPUT REGULATION; NONHOLONOMIC MOBILE ROBOTS; LEADER-FOLLOWING CONSENSUS; VARYING FORMATION CONTROL; MODEL-PREDICTIVE CONTROL; FLOCKING CONTROL; PINNING SYNCHRONIZATION; DISTRIBUTED FORMATION; COLLISION-AVOIDANCE; OBSTACLE AVOIDANCE;
D O I
10.1109/TSMC.2020.3042823
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 practice, the dual constraints of limited interaction capabilities and system uncertainties make it difficult for large-scale multiagent systems (MASs) to achieve intelligent collaboration with incomplete local relative information. In this article, a review is conducted on the recent development of MASs intended for intelligent control, including consensus problem, formation control, and flocking control. Based on the limitations of the interaction level and the constraints of the individual system level, the published results on intelligent control are categorized into limited sensing-based control, event-based control, pinning-based control, resilient control, and collaborative control under system constraints. Also, the applications of intelligent control for MASs are presented, especially for robotics, complex networks, and transportation. Finally, a discussion is given about the challenges and future directions of research in this field.
引用
收藏
页码:161 / 175
页数:15
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