Aperiodically Intermittent Event-Triggered Optimal Average Consensus for Nonlinear Multi-Agent Systems

被引:12
|
作者
Liu, Lei [1 ]
Cao, Jinde [2 ,3 ]
Alsaadi, Fawaz E. E. [4 ]
机构
[1] Hohai Univ, Coll Sci, Nanjing 210098, Peoples R China
[2] Southeast Univ, Sch Math, Nanjing 210096, Peoples R China
[3] Yonsei Univ, Yonsei Frontier Lab, Seoul 03722, South Korea
[4] King Abdulaziz Univ, Dept Informat Technol, Fac Comp & Informat Technol, Jeddah 21589, Saudi Arabia
关键词
Optimal control; Laplace equations; Directed graphs; Eigenvalues and eigenfunctions; Consensus control; Topology; Nonlinear dynamical systems; Actor-critic architecture; aperiodically intermittent; average consensus; event-triggered mechanism; multi-agent systems (MASs); optimal control; SYNCHRONIZATION; NETWORKS; DYNAMICS; DRIVEN;
D O I
10.1109/TNNLS.2023.3240427
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article is concerned with average consensus of multi-agent systems via intermittent event-triggered strategy. First, a novel intermittent event-triggered condition is designed and the corresponding piecewise differential inequality for the condition is established. Using the established inequality, several criteria on average consensus are obtained. Second, the optimality has been investigated based on average consensus. The optimal intermittent event-triggered strategy in the sense of Nash equilibrium and corresponding local Hamilton-Jacobi-Bellman equation are derived. Third, the adaptive dynamic programming algorithm for the optimal strategy and its neural network implementation with actor-critic architecture are also given. Finally, two numerical examples are presented to show the feasibility and effectiveness of our strategies.
引用
收藏
页码:10338 / 10352
页数:15
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