Changchun Institute of Optics,Fine Mechanics and Physics,CAS
| Levy-flight krill herd algorithm | |
Wang G. ; Guo L.; Gandomi A. H.; Cao L.; Alavi A. H.; Duan H.; Li J.
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| 2013 | |
| 发表期刊 | Mathematical Problems in Engineering
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| ISSN | ISBN/1024123X |
| 卷号 | 2013 |
| 摘要 | To improve the performance of the krill herd (KH) algorithm, in this paper, a Levy-flight krill herd (LKH) algorithm is proposed for solving optimization tasks within limited computing time. The improvement includes the addition of a new local Levy-flight (LLF) operator during the process when updating krill in order to improve its efficiency and reliability coping with global numerical optimization problems. The LLF operator encourages the exploitation and makes the krill individuals search the space carefully at the end of the search. The elitism scheme is also applied to keep the best krill during the process when updating the krill. Fourteen standard benchmark functions are used to verify the effects of these improvements and it is illustrated that, in most cases, the performance of this novel metaheuristic LKH method is superior to, or at least highly competitive with, the standard KH and other population-based optimization methods. Especially, this new method can accelerate the global convergence speed to the true global optimum while preserving the main feature of the basic KH. 2013 Gaige Wang et al. |
| 收录类别 | EI |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ciomp.ac.cn/handle/181722/40730 |
| 专题 | 中科院长春光机所知识产出 |
| 推荐引用方式 GB/T 7714 | Wang G.,Guo L.,Gandomi A. H.,et al. Levy-flight krill herd algorithm[J]. Mathematical Problems in Engineering,2013,2013. |
| APA | Wang G..,Guo L..,Gandomi A. H..,Cao L..,Alavi A. H..,...&Li J..(2013).Levy-flight krill herd algorithm.Mathematical Problems in Engineering,2013. |
| MLA | Wang G.,et al."Levy-flight krill herd algorithm".Mathematical Problems in Engineering 2013(2013). |
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| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Wang-2013-Levy-fligh（2134KB） | 开放获取 | CC BY-NC-ND | 浏览 下载 | |||
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