Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer
文献类型：期刊论文
| 作者 | Ma LB(马连博) ; Hu KY(胡琨元); Zhu YL(朱云龙); Niu B(牛奔); Chen HN(陈瀚宁); He MW(何茂伟)
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| 刊名 | JOURNAL OF APPLIED MATHEMATICS
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| 出版日期 | 2014 |
| 卷号 | 2014页码:1-20 |
| 关键词 | PARTICLE SWARM OPTIMIZER ABC ALGORITHM EVOLUTION |
| ISSN号 | 1110-757X |
| 产权排序 | 1 |
| 通讯作者 | 牛奔 |
| 中文摘要 | This paper presents a novel optimization algorithm, namely, hierarchical artificial bee colony optimization (HABC), to tackle complex high-dimensional problems. In the proposed multilevel model, the higher-level species can be aggregated by the subpopulations from lower level. In the bottom level, each subpopulation employing the canonical ABC method searches the part-dimensional optimum in parallel, which can be constructed into a complete solution for the upper level. At the same time, the comprehensive learning method with crossover and mutation operator is applied to enhance the global search ability between species. Experiments are conducted on a set of 20 continuous and discrete benchmark problems. The experimental results demonstrate remarkable performance of the HABC algorithm when compared with other six evolutionary algorithms. |
| WOS标题词 | Science & Technology ; Physical Sciences |
| 类目[WOS] | Mathematics, Applied |
| 研究领域[WOS] | Mathematics |
| 关键词[WOS] | PARTICLE SWARM OPTIMIZER ; ABC ALGORITHM ; EVOLUTION |
| 收录类别 | SCI |
| 资助信息 | Natural Science Foundation of China [61105067, 61174164, 71271140, 71001072]; National Key Technology R&D Program of China [2012BAF10B11, 2012BAF10B06]; The Hong Kong Scholars Program [G-YZ24]; China Postdoctoral Science Foundation [20100480705, 2012T50584, 2012T50639]; Natural Science Foundation of Guangdong Province [S2012010008668, 9451806001002294] |
| 语种 | 英语 |
| WOS记录号 | WOS:000333632600001 |
| 源URL | [http://ir.sia.cn/handle/173321/14743]  |
| 专题 | 沈阳自动化研究所_信息服务与智能控制技术研究室 |
| 推荐引用方式 GB/T 7714 | Ma LB,Hu KY,Zhu YL,et al. Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer[J]. JOURNAL OF APPLIED MATHEMATICS,2014,2014:1-20. |
| APA | Ma LB,Hu KY,Zhu YL,Niu B,Chen HN,&He MW.(2014).Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer.JOURNAL OF APPLIED MATHEMATICS,2014,1-20. |
| MLA | Ma LB,et al."Discrete and Continuous Optimization Based on Hierarchical Artificial Bee Colony Optimizer".JOURNAL OF APPLIED MATHEMATICS 2014(2014):1-20. |
入库方式： OAI收割
来源：沈阳自动化研究所
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