Constrained Consensus Algorithms With Fixed Step Size for Distributed Convex Optimization Over Multiagent Networks
文献类型：期刊论文
| 作者 | Liu, Qingshan1,2; Yang, Shaofu3; Hong, Yiguang4
|
| 刊名 | IEEE TRANSACTIONS ON AUTOMATIC CONTROL
 |
| 出版日期 | 2017-08-01 |
| 卷号 | 62期号:8页码:4259-4265 |
| 关键词 | Constrained consensus convergence distributed optimization multiagent network |
| ISSN号 | 0018-9286 |
| DOI | 10.1109/TAC.2017.2681200 |
| 英文摘要 | In this technical note, we are concerned with constrained consensus algorithms for distributed convex optimization with a sum of convex objective functions subject to local bound and equality constraints. In multiagent networks, each agent has its own data on objective function and constraints. All the agents cooperatively find the minimizer, while each agent can only communicate with its neighbors. The consensus of multiagent networks with time-invariant and undirected graphs is proven by the Lyapunov method. Compared with existing consensus algorithms for distributed optimization with diminishing step sizes, the proposed algorithms with fixed step size have better convergence rate. Simulation results on a numerical example are presented to substantiate the performance and characteristics of the proposed algorithms. |
| 资助项目 | National Natural Science Foundation of China[61473333] ; National Natural Science Foundation of China[61573344] |
| WOS研究方向 | Automation & Control Systems ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000406395900060 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/26213]  |
| 专题 | 系统科学研究所 |
| 通讯作者 | Liu, Qingshan |
| 作者单位 | 1.Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Hubei, Peoples R China 2.Huazhong Univ Sci & Technol, Minist Educ, Key Lab Image Proc & Intelligent Control, Wuhan 430074, Hubei, Peoples R China 3.Southeast Univ, Sch Comp Sci & Engn, Nanjing 210018, Jiangsu, Peoples R China 4.Chinese Acad Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Qingshan,Yang, Shaofu,Hong, Yiguang. Constrained Consensus Algorithms With Fixed Step Size for Distributed Convex Optimization Over Multiagent Networks[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2017,62(8):4259-4265. |
| APA | Liu, Qingshan,Yang, Shaofu,&Hong, Yiguang.(2017).Constrained Consensus Algorithms With Fixed Step Size for Distributed Convex Optimization Over Multiagent Networks.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,62(8),4259-4265. |
| MLA | Liu, Qingshan,et al."Constrained Consensus Algorithms With Fixed Step Size for Distributed Convex Optimization Over Multiagent Networks".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 62.8(2017):4259-4265. |
入库方式： OAI收割
来源：数学与系统科学研究院
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。