Virtual Enterprise Risk Management Using Artificial Intelligence
Chen HN(陈瀚宁); Zhu YL(朱云龙); Hu KY(胡琨元); Li, Xuhui
刊名MATHEMATICAL PROBLEMS IN ENGINEERING
2010
卷号2010页码:1-20
关键词Optimization
ISSN号1024-123X
产权排序1
英文摘要

Virtual enterprise (VE) has to manage its risk effectively in order to guarantee the profit. However, restricting the risk in a VE to the acceptable level is considered difficult due to the agility and diversity of its distributed characteristics. First, in this paper, an optimization model for VE risk management based on distributed decision making model is introduced. This optimization model has two levels, namely, the topmodel and the base model, which describe the decision processes of the owner and the partners of the VE, respectively. In order to solve the proposed model effectively, this work then applies two powerful artificial intelligence optimization techniques known as evolutionary algorithms (EA) and swarm intelligence (SI). Experiments present comparative studies on the VE risk management problem for one EA and three state-of-the-art SI algorithms. All of the algorithms are evaluated against a test scenario, in which the VE is constructed by one owner and different partners. The simulation results show that the PS(2)O algorithm, which is a recently developed SI paradigm simulating symbiotic coevolution behavior in nature, obtains the superior solution for VE risk management problem than the other algorithms in terms of optimization accuracy and computation robustness.

WOS关键词OPTIMIZATION
WOS研究方向Engineering ; Mathematics
语种英语
WOS记录号WOS:000278557900001
资助机构This work is supported by the National 863 plans projects of China under Grants nos. 2006AA04A117 and 08H2010201. The first author would like to thank Dr. Fuqing Lu for helpful discussions and constructive comments.
公开日期2012-05-29
内容类型期刊论文
源URL[http://ir.sia.cn/handle/173321/7100]  
专题沈阳自动化研究所_工业信息学研究室
作者单位1.Jilin Petrochemical Information Network Technology Ltd. Corp., Jilin 132022, China
2.Key Laboratory of Industrial Informatics, Shenyang Institute of Automation, Chinese Academy of Sciences, Nanta Street no. 114 Dongling District, Shenyang 110016, China
推荐引用方式
GB/T 7714
Chen HN,Zhu YL,Hu KY,et al. Virtual Enterprise Risk Management Using Artificial Intelligence[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2010,2010:1-20.
APA Chen HN,Zhu YL,Hu KY,&Li, Xuhui.(2010).Virtual Enterprise Risk Management Using Artificial Intelligence.MATHEMATICAL PROBLEMS IN ENGINEERING,2010,1-20.
MLA Chen HN,et al."Virtual Enterprise Risk Management Using Artificial Intelligence".MATHEMATICAL PROBLEMS IN ENGINEERING 2010(2010):1-20.
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