Distributed Model Predictive Consensus of Heterogeneous Time-Varying Multi-Agent Systems: With and Without Self-Triggered Mechanism

被引:51
作者
Li, Huiyan [1 ,2 ,3 ]
Li, Xiang [1 ,2 ,3 ]
机构
[1] Fudan Univ, Dept Elect Engn, Adapt Networks & Control Lab, Shanghai 200433, Peoples R China
[2] Fudan Univ, Sch Informat Sci & Engn, Res Ctr Smart Networks & Syst, Shanghai 200433, Peoples R China
[3] Fudan Univ, Inst Brain Sci, MOE Frontiers Ctr Brain Sci, Shanghai 200433, Peoples R China
关键词
Multi-agent systems; Heuristic algorithms; Predictive models; Mathematical model; Time-varying systems; Prediction algorithms; Nickel; Time-varying system; heterogeneous multi-agent system; consensus; distributed model predictive control; self-triggered mechanism; FLOCKING;
D O I
10.1109/TCSI.2020.3008528
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper provides a framework of designing distributed model predictive controller to reach consensus of a heterogeneous time-varying multi-agent system, and the dynamics of heterogeneous agents are modeled by double integrators and Euler-Lagrange (EL) equations. Firstly, a DMPC-based consensus algorithm is proposed, where the constraints in the algorithm depend on the heterogeneous dynamics. We prove that the resultant DMPC optimization problem is feasible with the designed controllers, which is stable when the system reaches consensus. To further reduce communication cost and solve the problem with asynchronous discrete-time information exchange, self-triggered mechanism is introduced into the framework. Trigger intervals are alternatively optimized with the control inputs, and the influence on the system performance is analyzed. Numerical examples are provided to verify the effectiveness and advantages of the proposed algorithms.
引用
收藏
页码:5358 / 5368
页数:11
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