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Event-Based Robust Optimal Consensus Control for Nonlinear Multiagent System With Local Adaptive Dynamic Programming

delete2024-01-01
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PRE
AI
王
王杰 (Jie Wang) *
Z
Zitao Zhang
田栢苓 封面图
田栢苓 (Bailing Tian)
宗
宗群 (Qun Zong)
DOI:10.1109/TNNLS.2022.3180054delete
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摘要

摘要

En 中文
This article investigates the robust optimal consensus for nonlinear multiagent systems (MASs) through the local adaptive dynamic programming (ADP) approach and the event-triggered control method. Due to the nonlinearities in dynamics, the first part defines a novel measurement error to construct a distributed integral sliding-mode controller, and the consensus errors can approximately converge to the origin in a fixed time. Then, a modified cost function with augmented control is proposed to deal with the unmatched disturbances for the event-based optimal consensus controller. Specifically, a single network local ADP structure with novel concurrent learning is presented to approximate the optimal consensus policies, which guarantees the robustness of the MASs and the uniform ultimate boundedness (UUB) of the neural network (NN) weights' estimation error and relaxes the requirement of initial admissible control. Finally, an illustrative simulation verifies the effectiveness of the method.
Keyword:
Consensus control
Dynamic programming
Robustness
Optimal control
Manipulator dynamics
Artificial neural networks
System dynamics
Event-based control
fixed time
integral sliding mode control (ISMC)
local adaptive dynamic programming (ADP)
optimal consensus control

期刊

IEEE Transactions on Neural Networks and Learning Systems 封面图
IEEE Transactions on Neural Networks and Learning Systems
IF:
8.9
论文数:
7.6K
被引数:
7.2W

机构

T
tianjin university
学者数:
8.0W
论文数: 5.8W
被引数: 88
H
hebei university of technology
学者数:
1.8W
论文数: 1.2W
被引数: 10
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