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Solving Multiobjective Optimization Problems Using Artificial Bee Colony Algorithm

文献类型:期刊论文

作者Zou WP(邹文平); Zhu YL(朱云龙); Chen HN(陈瀚宁); Zhang BW(张北伟)
刊名DISCRETE DYNAMICS IN NATURE AND SOCIETY
出版日期2011
卷号2011页码:1-37
关键词Particle Swarm Optimizer Evolutionary Algorithms Genetic Algorithm Nsga
ISSN号1026-0226
产权排序1
英文摘要

Multiobjective optimization has been a difficult problem and focus for research in fields of science and engineering. This paper presents a novel algorithm based on artificial bee colony (ABC) to deal with multi-objective optimization problems. ABC is one of the most recently introduced algorithms based on the intelligent foraging behavior of a honey bee swarm. It uses less control parameters, and it can be efficiently used for solving multimodal and multidimensional optimization problems. Our algorithm uses the concept of Pareto dominance to determine the flight direction of a bee, and it maintains nondominated solution vectors which have been found in an external archive. The proposed algorithm is validated using the standard test problems, and simulation results show that the proposed approach is highly competitive and can be considered a viable alternative to solve multi-objective optimization problems.

WOS关键词PARTICLE SWARM OPTIMIZER ; EVOLUTIONARY ALGORITHMS ; GENETIC ALGORITHM ; NSGA
WOS研究方向Mathematics ; Science & Technology - Other Topics
语种英语
WOS记录号WOS:000298436100001
资助机构This work is supported by National Natural Science Foundation of China under nos. 61174164, 61003208, and 61105067.
公开日期2012-05-29
源URL[http://ir.sia.cn/handle/173321/7096]  
专题沈阳自动化研究所_工业信息学研究室
作者单位1.Key Laboratory of Industrial Informatics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.Graduate School of the Chinese Academy of Sciences, Beijing 100039, China
推荐引用方式
GB/T 7714
Zou WP,Zhu YL,Chen HN,et al. Solving Multiobjective Optimization Problems Using Artificial Bee Colony Algorithm[J]. DISCRETE DYNAMICS IN NATURE AND SOCIETY,2011,2011:1-37.
APA Zou WP,Zhu YL,Chen HN,&Zhang BW.(2011).Solving Multiobjective Optimization Problems Using Artificial Bee Colony Algorithm.DISCRETE DYNAMICS IN NATURE AND SOCIETY,2011,1-37.
MLA Zou WP,et al."Solving Multiobjective Optimization Problems Using Artificial Bee Colony Algorithm".DISCRETE DYNAMICS IN NATURE AND SOCIETY 2011(2011):1-37.

入库方式: OAI收割

来源:沈阳自动化研究所

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