A Multiswarm Optimizer for Distributed Decision Making in Virtual Enterprise Risk Management | |
Shao YC(邵一川); Yao, Xingjia; Tian LW(田力威); Chen HN(陈瀚宁) | |
刊名 | DISCRETE DYNAMICS IN NATURE AND SOCIETY
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2012 | |
卷号 | 2012页码:1-24 |
ISSN号 | 1026-0226 |
产权排序 | 1 |
英文摘要 | We develop an optimization model for risk management in a virtual enterprise environment based on a novel multiswarm particle swarm optimizer called (PSO)-O-2. The main idea of (PSO)-O-2 is to extend the single population PSO to the interacting multiswarms model by constructing hierarchical interaction topology and enhanced dynamical update equations. With the hierarchical interaction topology, a suitable diversity in the whole population can be maintained. At the same time, the enhanced dynamical update rule significantly speeds up the multiswarm to converge to the global optimum. With five mathematical benchmark functions, (PSO)-O-2 is proved to have considerable potential for solving complex optimization problems. (PSO)-O-2 is then applied to risk management in a virtual enterprise environment. Simulation results demonstrate that the (PSO)-O-2 algorithm is more feasible and efficient than the PSO algorithm in solving this real-world problem. |
WOS关键词 | PARTICLE SWARM ; ALGORITHM |
WOS研究方向 | Mathematics ; Science & Technology - Other Topics |
语种 | 英语 |
WOS记录号 | WOS:000304953300001 |
资助机构 | This work is supported by the Natural Science Foundation of Liaoning Province of China under Grant 20082006, the Support Program for the Outstanding Technological Person in Liaoning Province of China under Grant lr2011035, and the National Natural Science Foundation of China under Grants 61105067 and 61174164. |
公开日期 | 2012-10-24 |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.cn/handle/173321/9968] ![]() |
专题 | 沈阳自动化研究所_信息服务与智能控制技术研究室 |
通讯作者 | Chen HN(陈瀚宁) |
作者单位 | 1.College of Information Science and Engineering, Shenyang University, Shenyang 110044, China 2.School of New Energy Engineering, Shenyang University of Technology, Shenyang 110036, China 3.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 4.Science and Technology Agency, Shenyang University, Shenyang 110036, China |
推荐引用方式 GB/T 7714 | Shao YC,Yao, Xingjia,Tian LW,et al. A Multiswarm Optimizer for Distributed Decision Making in Virtual Enterprise Risk Management[J]. DISCRETE DYNAMICS IN NATURE AND SOCIETY,2012,2012:1-24. |
APA | Shao YC,Yao, Xingjia,Tian LW,&Chen HN.(2012).A Multiswarm Optimizer for Distributed Decision Making in Virtual Enterprise Risk Management.DISCRETE DYNAMICS IN NATURE AND SOCIETY,2012,1-24. |
MLA | Shao YC,et al."A Multiswarm Optimizer for Distributed Decision Making in Virtual Enterprise Risk Management".DISCRETE DYNAMICS IN NATURE AND SOCIETY 2012(2012):1-24. |
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