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Negative selection based immune optimization
Cao, Xianbin; Qiao, Hong; Xu, Yanwu
2007-10-01
发表期刊ADVANCES IN ENGINEERING SOFTWARE
卷号38期号:10页码:649-656
文章类型Article
摘要An immune optimization algorithm is proposed in this paper based on the immune negative selection. The algorithm NSIOA is motivated by the negative selection mechanism in biological immune recognition. Different from the existing immune optimization methods, NSIOA constantly removes the worst solutions to get the optimal solution. Considering that removal of poor members of a population might lead to the loss of design information that may actually help identify better solutions in the search space, the proposed NSIOA is designed to keep the diversity of antibodies while removing poor members, therefore the algorithm will converge to global optimal solution with high probability. The convergence property and the complexity of the algorithm have also been analyzed. To illustrate the efficiency of the algorithm is used in solving the travel salesman problem. The theoretical analysis and experimental results show that the algorithm is of a strong potential in solving practical problems. (c) 2007 Published by Elsevier Ltd.
关键词Immune Algorithm Optimization Negative Selection Travel Salesman Problem
WOS标题词Science & Technology ; Technology
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Interdisciplinary Applications ; Computer Science, Software Engineering ; Engineering, Multidisciplinary
WOS记录号WOS:000248998000001
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9443
专题09年以前成果
通讯作者Qiao, Hong
作者单位1.Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing 100080, Peoples R China
2.Univ Sci & Technol China, Dept Comp Sci & Technol, Hefei 230026, Peoples R China
3.Anhui Prov Key Lab Software Comp & Commun, Hefei 230026, Peoples R China
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Cao, Xianbin,Qiao, Hong,Xu, Yanwu. Negative selection based immune optimization[J]. ADVANCES IN ENGINEERING SOFTWARE,2007,38(10):649-656.
APA Cao, Xianbin,Qiao, Hong,&Xu, Yanwu.(2007).Negative selection based immune optimization.ADVANCES IN ENGINEERING SOFTWARE,38(10),649-656.
MLA Cao, Xianbin,et al."Negative selection based immune optimization".ADVANCES IN ENGINEERING SOFTWARE 38.10(2007):649-656.
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