Distributed optimal consensus of multi-agent systems: A randomized parallel approach

In this paper, a randomized parallel algorithm is proposed to solve the distributed optimal consensus problem of multi-agent systems. Involving both the transient response and the final consensus state, the problem is described as a constrained non-separable optimization problem. Inspired by the ran...

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Vydáno v:Automatica (Oxford) Ročník 159; s. 111339
Hlavní autoři: Bai, Nan, Duan, Zhisheng, Wang, Qishao
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Ltd 01.01.2024
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ISSN:0005-1098, 1873-2836
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Abstract In this paper, a randomized parallel algorithm is proposed to solve the distributed optimal consensus problem of multi-agent systems. Involving both the transient response and the final consensus state, the problem is described as a constrained non-separable optimization problem. Inspired by the randomized Jacobi proximal alternating direction method of multipliers, the proposed algorithm makes it possible for only a fraction of agents to solve their private subproblems in parallel at each iteration, which greatly saves computational resources and enhances running efficiency. The convergence analysis of the algorithm gives fully distributed convergence conditions. A trade-off between the convergence speed and resource savings is then obtained, where the convergence rate is estimated to be at least O1t. Furthermore, the algorithm can be accelerated to enjoy a convergence rate of O1t2 by adaptively adjusting the auxiliary parameters properly. Numerical simulations demonstrate the effectiveness of the theoretical results.
AbstractList In this paper, a randomized parallel algorithm is proposed to solve the distributed optimal consensus problem of multi-agent systems. Involving both the transient response and the final consensus state, the problem is described as a constrained non-separable optimization problem. Inspired by the randomized Jacobi proximal alternating direction method of multipliers, the proposed algorithm makes it possible for only a fraction of agents to solve their private subproblems in parallel at each iteration, which greatly saves computational resources and enhances running efficiency. The convergence analysis of the algorithm gives fully distributed convergence conditions. A trade-off between the convergence speed and resource savings is then obtained, where the convergence rate is estimated to be at least O1t. Furthermore, the algorithm can be accelerated to enjoy a convergence rate of O1t2 by adaptively adjusting the auxiliary parameters properly. Numerical simulations demonstrate the effectiveness of the theoretical results.
ArticleNumber 111339
Author Duan, Zhisheng
Wang, Qishao
Bai, Nan
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  surname: Bai
  fullname: Bai, Nan
  email: bainan@stu.pku.edu.cn
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  givenname: Zhisheng
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  givenname: Qishao
  surname: Wang
  fullname: Wang, Qishao
  email: wangqishao@buaa.edu.cn
  organization: Department of Dynamics and Control, Beihang University, Beijing, China
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Keywords Distributed optimization
Parallel algorithm
Optimal consensus
Multi-agent system
Randomized algorithm
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Snippet In this paper, a randomized parallel algorithm is proposed to solve the distributed optimal consensus problem of multi-agent systems. Involving both the...
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StartPage 111339
SubjectTerms Distributed optimization
Multi-agent system
Optimal consensus
Parallel algorithm
Randomized algorithm
Title Distributed optimal consensus of multi-agent systems: A randomized parallel approach
URI https://dx.doi.org/10.1016/j.automatica.2023.111339
Volume 159
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