Constrained Multiobjective Biogeography Optimization Algorithm
Joint Authors
Ma, Hongping
Mo, Hongwei
Xu, Zhidan
Xu, Lifang
Wu, Zhou
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-05-26
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Multiobjective optimization involves minimizing or maximizing multiple objective functions subject to a set of constraints.
In this study, a novel constrained multiobjective biogeography optimization algorithm (CMBOA) is proposed.
It is the first biogeography optimization algorithm for constrained multiobjective optimization.
In CMBOA, a disturbance migration operator is designed to generate diverse feasible individuals in order to promote the diversity of individuals on Pareto front.
Infeasible individuals nearby feasible region are evolved to feasibility by recombining with their nearest nondominated feasible individuals.
The convergence of CMBOA is proved by using probability theory.
The performance of CMBOA is evaluated on a set of 6 benchmark problems and experimental results show that the CMBOA performs better than or similar to the classical NSGA-II and IS-MOEA.
American Psychological Association (APA)
Mo, Hongwei& Xu, Zhidan& Xu, Lifang& Wu, Zhou& Ma, Hongping. 2014. Constrained Multiobjective Biogeography Optimization Algorithm. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1048815
Modern Language Association (MLA)
Mo, Hongwei…[et al.]. Constrained Multiobjective Biogeography Optimization Algorithm. The Scientific World Journal No. 2014 (2014), pp.1-12.
https://search.emarefa.net/detail/BIM-1048815
American Medical Association (AMA)
Mo, Hongwei& Xu, Zhidan& Xu, Lifang& Wu, Zhou& Ma, Hongping. Constrained Multiobjective Biogeography Optimization Algorithm. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1048815
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1048815