A Continuous-Time Algorithm for Distributed Optimization Based on Multiagent Networks
文献类型：期刊论文
| 作者 | He, Xing2,3 ; Huang, Tingwen4; Yu, Junzhi2; Li, Chaojie5; Zhang, Yushu1
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| 刊名 | IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
 |
| 出版日期 | 2019-12-01 |
| 卷号 | 49期号:12页码:2700-2709 |
| 关键词 | Continuous-time algorithm distributed optimization multiagent network |
| ISSN号 | 2168-2216 |
| DOI | 10.1109/TSMC.2017.2780194 |
| 通讯作者 | Huang, Tingwen(tingwen.huang@qatar.tamu.edu) |
| 英文摘要 | Based on the multiagent networks, this paper introduces a continuous-time algorithm to deal with distributed convex optimization. Using nonsmooth analysis and algebraic graph theory, the distributed network algorithm is modeled by the aid of a nonautonomous differential inclusion, and each agent exchanges information from the first-order and the second-order neighbors. For any initial point, the solution of the proposed network can reach consensus to the set of minimizers if the graph has a spanning tree. In contrast to the existing continuoustime algorithms for distributed optimization, the proposed model holds the least number of state variables and relaxes the strongly connected weighted-balanced topology to the weaker case. The modified form of the proposed continuous-time algorithm is also given, and it is proven that this algorithm is suitable for solving distributed problems if the undirected network is connected. Finally, two numerical examples and an optimal placement problem confirm the effectiveness of the proposed continuous-time algorithm. |
| WOS关键词 | RECURRENT NEURAL-NETWORK ; MARKOVIAN JUMP SYSTEMS ; CONVEX-OPTIMIZATION ; GRADIENT ALGORITHM ; CONSENSUS |
| 资助项目 | Natural Science Foundation of China[61773320] ; Natural Science Foundation of China[61633011] ; Natural Science Foundation of China[61725305] ; Natural Science Foundation of China[61633020] ; Fundamental Research Funds for the Central Universities[XDJK2016B017] ; China Post-Doctoral Science Foundation[2016M600144] ; Research Foundation of Key Laboratory of Machine Perception and Children's Intelligence Development - Chongqing University of Education, China[16xjpt07] ; Qatar National Research Fund (a member of Qatar Foundation) NPRP[9-166-1-031] |
| WOS研究方向 | Automation & Control Systems ; Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000501871600029 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 资助机构 | Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; China Post-Doctoral Science Foundation ; Research Foundation of Key Laboratory of Machine Perception and Children's Intelligence Development - Chongqing University of Education, China ; Qatar National Research Fund (a member of Qatar Foundation) NPRP |
| 源URL | [http://ir.ia.ac.cn/handle/173211/29349]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室 |
| 通讯作者 | Huang, Tingwen |
| 作者单位 | 1.Deakin Univ, Sch Informat Technol, Geelong, Vic 3125, Australia 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Southwest Univ, Natl & Local Joint Engn Lab Intelligent Transmiss, Coll Elect & Informat Engn, Chongqing 400715, Peoples R China 4.Texas A&M Univ Qatar, Dept Math, Doha 23874, Qatar 5.RMIT Univ, Sch Elect & Comp Engn, Melbourne, Vic 3001, Australia |
| 推荐引用方式 GB/T 7714 | He, Xing,Huang, Tingwen,Yu, Junzhi,et al. A Continuous-Time Algorithm for Distributed Optimization Based on Multiagent Networks[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2019,49(12):2700-2709. |
| APA | He, Xing,Huang, Tingwen,Yu, Junzhi,Li, Chaojie,&Zhang, Yushu.(2019).A Continuous-Time Algorithm for Distributed Optimization Based on Multiagent Networks.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,49(12),2700-2709. |
| MLA | He, Xing,et al."A Continuous-Time Algorithm for Distributed Optimization Based on Multiagent Networks".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS 49.12(2019):2700-2709. |
入库方式： OAI收割
来源：自动化研究所
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