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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
Department工业信息学研究室
Source PublicationMATHEMATICAL PROBLEMS IN ENGINEERING
ISSN1024-123X
2010
Issue0Pages:1-20
Indexed BySCI ; EI
EI Accession number20102413012791
WOS IDWOS:000278557900001
Contribution Rank1
Funding OrganizationThis 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.
KeywordOptimization
AbstractVirtual 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.
Language英语
WOS HeadingsScience & Technology ; Technology ; Physical Sciences
WOS SubjectEngineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications
WOS KeywordOPTIMIZATION
WOS Research AreaEngineering ; Mathematics
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Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/7100
Collection工业信息学研究室
Affiliation1.Key Laboratory of Industrial Informatics, Shenyang Institute of Automation, Chinese Academy of Sciences, Nanta Street no. 114 Dongling District, Shenyang 110016, China
2.Jilin Petrochemical Information Network Technology Ltd. Corp., Jilin 132022, China
Recommended Citation
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.
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