Quadratic Programming Consensus Tracking Control of Uncertain Multiagent Systems via Event-Triggered Mechanism

被引:0
|
作者
Li, Boqian [1 ]
Cao, Yuting [2 ]
Yang, Yin [2 ]
Zhu, Song [3 ]
Guo, Zhenyuan [4 ]
Huang, Tingwen [5 ]
Wen, Shiping [1 ]
机构
[1] Univ Technol Sydney, Australian AI Inst, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
[2] Hamad Bin Khalifa Univ, Coll Sci & Engn, Doha, Qatar
[3] China Univ Min & Technol, Sch Math, Xuzhou 221116, Peoples R China
[4] Hunan Univ, Coll Math & Econometr, Changsha 410082, Peoples R China
[5] Shenzhen Univ Adv Technol, Fac Comp Sci & Control Engn, Shenzhen 518055, Peoples R China
关键词
Consensus tracking; control Lyapunov function (CLF); Gaussian process (GP); quadratic programming (QP) optimization; uncertain systems; ADAPTIVE-CONTROL;
D O I
10.1109/TSMC.2024.3459850
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 addresses the consensus tracking control of multiagent systems (MASs) via a quadratic programming (QP) optimization framework, where the control Lyapunov function (CLF) condition serves as a constraint. The optimal controllers, derived through the QP solver, not only ensure the tracking control objective but also minimize the cost functions of agents. To enhance energy efficiency, discontinuous control methods, such as intermittent control strategy and event-triggered mechanism, are employed in the control framework. The CLF-based QP controllers are only updated at specific time instants, in order to reduce the frequency of QP problem-solving. In addition to considering optimization, the proposed methods are extended to uncertain MASs to enhance robustness, where the uncertainty is modeled by Gaussian process regression. In the end, simulation results are provided to demonstrate the feasibility of the theoretical analysis.
引用
收藏
页码:7861 / 7870
页数:10
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