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TitleGlobal optimization through randomized group search in contracting regions
Creator
Date Issued2016
Conference Name2016 IEEE Congress on Evolutionary Computation, CEC 2016
Source Publication2016 IEEE Congress on Evolutionary Computation, CEC 2016
ISBN9781509006229
Pages2813-2820
Conference Date24 July 2016 through 29 July 2016
Conference PlaceVancouver, CANADA
PublisherInstitute of Electrical and Electronics Engineers Inc.
Abstract

This paper proposes a new method for global optimization through randomized group search in contracting regions. For each iteration, a population is randomly produced within the search region, where the population size is chosen to ensure that the empirical optimum is an estimate of the true optimum within a predefined accuracy with a certain confidence. Fitness values are evaluated at the samples in the population. A very small subset of them with top-ranking fitness values are selected as good points. Neighborhoods of these good points are used to form a new and smaller search region, in which a new population is generated. It is easy to implement the algorithm. Extensive simulation on benchmark problems shows that the proposed method is fast and reasonably accurate. © 2016 IEEE.

DOI10.1109/CEC.2016.7744144
URLView source
Indexed ByCPCI-S
Language英语English
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000390749102135
Citation statistics
Cited Times [WOS]:0   [WOS Record]     [Related Records in WOS]
Document TypeConference paper
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/4312
CollectionResearch outside affiliated institution
Affiliation
1.Department of Electrical and Computer Engineering, National University of Singapore, Singapore, 117576, Singapore
2.Department of Electrical and Electronic Engineering Science, University of Johannesburg, South Africa
Recommended Citation
GB/T 7714
Yu, Chao,Srinivasan, Dipti,Wang, Qingguo. Global optimization through randomized group search in contracting regions[C]: Institute of Electrical and Electronics Engineers Inc., 2016: 2813-2820.
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