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Stochastic Constriction Cockroach Swarm Optimization for Multidimensional Space Function Problems
Joint Authors
Adebiyi, Ayodele Ariyo
Adewumi, Aderemi Oluyinka
Obagbuwa, I. C.
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-03-16
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
The effect of stochastic constriction on cockroach swarm optimization (CSO) algorithm performance was examined in this paper.
A stochastic constriction cockroach swarm optimization (SCCSO) algorithm is proposed.
A stochastic constriction factor is introduced into CSO algorithm for swarm stability enhancement; control cockroach movement from one position to another while searching for solution to avoid explosion; enhanced local and global searching capabilities.
SCCSO performance was tested through simulation studies and its performance on multidimensional functions is compared with that of original CSO, modified cockroach swarm optimization (MCSO), and one of the well-known global optimization techniques in the literature known as line search restart techniques (LSRS).
Standard benchmarks that have been widely used for global optimization problems are considered for evaluating the proposed algorithm.
The selected benchmarks were solved up to 3000 dimensions by the proposed algorithm.
American Psychological Association (APA)
Obagbuwa, I. C.& Adewumi, Aderemi Oluyinka& Adebiyi, Ayodele Ariyo. 2014. Stochastic Constriction Cockroach Swarm Optimization for Multidimensional Space Function Problems. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-471713
Modern Language Association (MLA)
Obagbuwa, I. C.…[et al.]. Stochastic Constriction Cockroach Swarm Optimization for Multidimensional Space Function Problems. Mathematical Problems in Engineering No. 2014 (2014), pp.1-12.
https://search.emarefa.net/detail/BIM-471713
American Medical Association (AMA)
Obagbuwa, I. C.& Adewumi, Aderemi Oluyinka& Adebiyi, Ayodele Ariyo. Stochastic Constriction Cockroach Swarm Optimization for Multidimensional Space Function Problems. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-471713
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-471713