DISTRIBUTED EVENT-TRIGGERED ALGORITHM FOR OPTIMAL RESOURCE ALLOCATION OF MULTI-AGENT SYSTEMS
文献类型：期刊论文
| 作者 | Yu, Weiyong1; Deng, Zhenhua2; Zhou, Hongbing1; Zeng, Xianlin1 |
| 刊名 | KYBERNETIKA
 |
| 出版日期 | 2017 |
| 卷号 | 53期号:5页码:747-764 |
| 关键词 | distributed optimization event-triggered strategy multi-agent systems resource allocation |
| ISSN号 | 0023-5954 |
| DOI | 10.14736/kyb-2017-5-0747 |
| 英文摘要 | This paper is concerned with solving the distributed resource allocation optimization problem by multi-agent systems over undirected graphs. The optimization objective function is a sum of local cost functions associated to individual agents, and the optimization variable satisfies a global network resource constraint. The local cost function and the network resource are the private data for each agent, which are not shared with others. A novel gradient-based continuous-time algorithm is proposed to solve the distributed optimization problem. We take an event-triggered communication strategy and an event-triggered gradient measurement strategy into account in the algorithm. With strongly convex cost functions and locally Lipschitz gradients, we show that the agents can find the optimal solution by the proposed algorithm with exponential convergence rate, based on the construction of a suitable Lyapunov function. Finally, a numerical example is provided to demonstrate the effectiveness of the proposed scheme. |
| 资助项目 | National Key Research and Development Program of China[2016YFB0901902] ; National Natural Science Foundation of China[61333001] ; National Natural Science Foundation of China[61403231] ; National Natural Science Foundation of China[61603378] ; Beijing Natural Science Foundation[4152057] ; China Postdoctoral Science Foundation[2015M581189] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000423010800001 |
| 出版者 | KYBERNETIKA |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/29297]  |
| 专题 | 中国科学院数学与系统科学研究院 |
| 通讯作者 | Deng, Zhenhua |
| 作者单位 | 1.Chinese Acad Sci, Inst Syst Sci, Beijing 100190, Peoples R China 2.Cent S Univ, Sch Informat Sci & Engn, Changsha 410004, Hunan, Peoples R China |
| 推荐引用方式 GB/T 7714 | Yu, Weiyong,Deng, Zhenhua,Zhou, Hongbing,et al. DISTRIBUTED EVENT-TRIGGERED ALGORITHM FOR OPTIMAL RESOURCE ALLOCATION OF MULTI-AGENT SYSTEMS[J]. KYBERNETIKA,2017,53(5):747-764. |
| APA | Yu, Weiyong,Deng, Zhenhua,Zhou, Hongbing,&Zeng, Xianlin.(2017).DISTRIBUTED EVENT-TRIGGERED ALGORITHM FOR OPTIMAL RESOURCE ALLOCATION OF MULTI-AGENT SYSTEMS.KYBERNETIKA,53(5),747-764. |
| MLA | Yu, Weiyong,et al."DISTRIBUTED EVENT-TRIGGERED ALGORITHM FOR OPTIMAL RESOURCE ALLOCATION OF MULTI-AGENT SYSTEMS".KYBERNETIKA 53.5(2017):747-764. |
入库方式： OAI收割
来源：数学与系统科学研究院
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