Virtual Enterprise Risk Management Using Artificial Intelligence

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	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
期号	0 页码:1-20
关键词	OPTIMIZATION
ISSN号	1024-123X
产权排序	1
中文摘要	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标题词	Science & Technology ; Technology ; Physical Sciences
类目[WOS]	Engineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications
研究领域[WOS]	Engineering ; Mathematics
关键词[WOS]	OPTIMIZATION
收录类别	SCI ; EI
资助信息	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.
语种	英语
WOS记录号	WOS:000278557900001
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
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(0):1-20.
APA	Chen HN,Zhu YL,Hu KY,&Li, Xuhui.(2010).Virtual Enterprise Risk Management Using Artificial Intelligence.MATHEMATICAL PROBLEMS IN ENGINEERING(0),1-20.
MLA	Chen HN,et al."Virtual Enterprise Risk Management Using Artificial Intelligence".MATHEMATICAL PROBLEMS IN ENGINEERING .0(2010):1-20.