A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover
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); Chen HN(陈瀚宁)
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| 刊名 | Applied Mathematics and Computation
 |
| 出版日期 | 2015 |
| 卷号 | 252页码:133-154 |
| 关键词 | Artificial bee colony algorithm Life-cycle Powell's method Crossover RFID |
| ISSN号 | 0096-3003 |
| 产权排序 | 1 |
| 通讯作者 | 马连博 |
| 中文摘要 | This paper proposes a hybrid artificial bee colony optimizer (HABC) by restructuring the artificial bee colony system with life-cycle, Powell's search and social learning. The proposed HABC based on life-cycle is a cooperative and varying-population model where the bee can switch its state periodically according to the local environmental landscape. Through this new characteristic, two significant merits of reducing redundant search and maintaining diversity of population can be obtained. In addition, with the social learning, the information exchange ability of the bees can be enhanced in the early exploration phase while the Powell's method enables the bees to deeply exploit around the promising area, which provides an appropriate balance between exploration and exploitation. Then, eight basic benchmarks, seven CEC 2005 composite functions, and a real-world problem of RFID networks optimization are solved by HABC, successively. The experimental results validate the incorporated combinatorial strategies and demonstrate the performance superiority of HABC. |
| WOS标题词 | Science & Technology ; Physical Sciences |
| 类目[WOS] | Mathematics, Applied |
| 研究领域[WOS] | Mathematics |
| 关键词[WOS] | NUMERICAL FUNCTION OPTIMIZATION ; GLOBAL OPTIMIZATION ; PARTICLE SWARM ; ALGORITHM ; INFORMATION ; EVOLUTION |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000349032500012 |
| 公开日期 | 2015-02-04 |
| 源URL | [http://ir.sia.cn/handle/173321/15636]  |
| 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. A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover[J]. Applied Mathematics and Computation,2015,252:133-154. |
| APA | Ma LB,Hu KY,Zhu YL,&Chen HN.(2015).A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover.Applied Mathematics and Computation,252,133-154. |
| MLA | Ma LB,et al."A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover".Applied Mathematics and Computation 252(2015):133-154. |
入库方式： OAI收割
来源：沈阳自动化研究所
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