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)![]() |
刊名 | DISCRETE DYNAMICS IN NATURE AND SOCIETY
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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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