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A Unified Optimization-Based Framework to Adjust Consensus Convergence Rate and Optimize the Network Topology in Uncertain Multi-Agent Systems | |
Mohammad Saeed Sarafraz; Mohammad Saleh Tavazoei | |
发表期刊 | IEEE/CAA Journal of Automatica Sinica
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ISSN | 2329-9266 |
2021 | |
卷号 | 8期号:9页码:1539-1548 |
摘要 | This paper deals with the consensus problem in an uncertain multi-agent system whose agents communicate with each other through a weighted undirected (primary) graph. The considered multi-agent system is described by an uncertain state-space model in which the involved matrices belong to some matrix boxes. As the main contribution of the paper, a unified optimization-based framework is proposed for simultaneously reducing the weights of the edges of the primary communication graph (optimizing the network topology) and synthesizing a controller such that the consensus in the considered uncertain multi-agent system is ensured with an adjustable convergence rate. Considering the NP-hardness nature of the optimization problem related to the aforementioned framework, this problem is relaxed such that it can be solved by regular LMI solvers. Numerical/practical-based examples are presented to verify the usefulness of the obtained results. |
关键词 | Convergence-rate element-wise uncertainty robust controller topology design |
DOI | 10.1109/JAS.2021.1004111 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/45370 |
专题 | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 GB/T 7714 | Mohammad Saeed Sarafraz,Mohammad Saleh Tavazoei. A Unified Optimization-Based Framework to Adjust Consensus Convergence Rate and Optimize the Network Topology in Uncertain Multi-Agent Systems[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(9):1539-1548. |
APA | Mohammad Saeed Sarafraz,&Mohammad Saleh Tavazoei.(2021).A Unified Optimization-Based Framework to Adjust Consensus Convergence Rate and Optimize the Network Topology in Uncertain Multi-Agent Systems.IEEE/CAA Journal of Automatica Sinica,8(9),1539-1548. |
MLA | Mohammad Saeed Sarafraz,et al."A Unified Optimization-Based Framework to Adjust Consensus Convergence Rate and Optimize the Network Topology in Uncertain Multi-Agent Systems".IEEE/CAA Journal of Automatica Sinica 8.9(2021):1539-1548. |
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