A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy
文献类型：期刊论文
| 作者 | He, Zhen-an1,2,3; Ma, Caiwen1 ; Wang, Xianhong1; Li, Lei4; Wang, Ying4; Zhao, Yuan1,2,5; Guo, Huinan1
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| 刊名 | mathematical problems in engineering
 |
| 出版日期 | 2014 |
| ISSN号 | 1024-123x |
| 产权排序 | 1 |
| 合作状况 | 国内 |
| 英文摘要 | artificial bee colony (abc) algorithm has attracted much attention and has been applied to many scientific and engineering applications in recent years. however, there are still some insufficiencies in abc algorithm such as poor quality of initial solution, slow convergence, premature, and low precision, which hamper the further development and application of abc. in order to further improve the performance of abc, we first proposed a novel initialization method called search space division (ssd), which provided high quality of initial solutions. and then, a disruptive selection strategy was used to improve population diversity. moreover, in order to accelerate convergence rate, we changed the definition of the scout bee phase. in addition, we designed two types of experiments to testify our proposed algorithm. on the one hand, we conducted experiments to make sure how much each modification makes contribution to improving the performance of abc. on the other hand, comprehensive experiments were performed to prove the superiority of our proposed algorithm. the experimental results indicate that sdabc significantly outperforms other abcs, contributing to higher solution accuracy, faster convergence speed, and stronger algorithm stability. |
| WOS标题词 | science & technology ; technology ; physical sciences |
| 类目[WOS] | engineering, multidisciplinary ; mathematics, interdisciplinary applications |
| 研究领域[WOS] | engineering ; mathematics |
| 关键词[WOS] | numerical function optimization ; global optimization ; genetic algorithms ; abc algorithm |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000344702900001 |
| 公开日期 | 2015-03-26 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/22485]  |
| 专题 | 西安光学精密机械研究所_光电测量技术实验室 |
| 作者单位 | 1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710019, Shaanxi, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Chinese Peoples Liberat Army, Unit 96165, Shangrao 334000, Jiangxi, Peoples R China 4.North Optoelect Stock Ltd, Xian 710032, Shaanxi, Peoples R China 5.Chinese Armed Police Force, Engn Univ, Xian 710086, Shaanxi, Peoples R China |
| 推荐引用方式 GB/T 7714 | He, Zhen-an,Ma, Caiwen,Wang, Xianhong,et al. A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy[J]. mathematical problems in engineering,2014. |
| APA | He, Zhen-an.,Ma, Caiwen.,Wang, Xianhong.,Li, Lei.,Wang, Ying.,...&Guo, Huinan.(2014).A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy.mathematical problems in engineering. |
| MLA | He, Zhen-an,et al."A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy".mathematical problems in engineering (2014). |
入库方式： OAI收割
来源：西安光学精密机械研究所
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