Data-Driven Event-Triggered Formation of MIMO Multiagent Systems With Constrained Information

被引:13
作者
Zhao, Huarong [1 ]
Shan, Jinjun [2 ]
Peng, Li [1 ]
Yu, Hongnian [3 ]
机构
[1] Jiangnan Univ, Sch Internet Things Engn, Wuxi 214122, Jiangsu, Peoples R China
[2] York Univ, Dept Earth & Space Sci & Engn, Toronto, ON M3J 1P3, Canada
[3] Edinburgh Napier Univ, Sch Engn & Built Environm, Edinburgh EH10 5DT, Scotland
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2024年 / 54卷 / 01期
基金
加拿大自然科学与工程研究理事会;
关键词
Data-driven control (DDC); event-triggered (ET) control; fading channels; information congestion; multiagent systems (MAS); CONSENSUS TRACKING;
D O I
10.1109/TSMC.2023.3299754
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 article investigates the information congestion problems for nonlinear discrete-time multi-input-multi-output multiagent systems (MASs) with fading channels when executing formation tasks. We first establish a virtual linear data model with a time-varying pseudo-Jacobian matrix variable for the MASs, which is independent of the dynamics model. Then, we formulate an event-triggered control scheme and a predictive compensation method to alleviate the communication burden and information congestion effects, respectively. Moreover, we propose two formation schemes for the MASs, considering limited communication resources, fading channels, and random delays to perform formation control and bipartite formation control tasks. The convergences of these two control protocols are strictly proved. Finally, simulations and hardware tests are conducted to verify the effectiveness of the proposed strategies.
引用
收藏
页码:39 / 49
页数:11
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