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
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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