Artificial bee colony algorithm with multi-strategy adaptation
文献类型：期刊论文
| 作者 | Guo, Zhaolu1,2; Li, Hongjin1; Zhang, Wensheng2
|
| 刊名 | INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION
 |
| 出版日期 | 2024 |
| 卷号 | 23期号:3页码:14 |
| 关键词 | artificial bee colony algorithm multi-strategy adaptation evolution process elite orientation |
| ISSN号 | 1758-0366 |
| DOI | 10.1504/IJBIC.2024.137917 |
| 通讯作者 | Guo, Zhaolu(gzl@jxust.edu.cn) |
| 英文摘要 | To improve the convergence performance of artificial bee colony (ABC) algorithm for tackling some complex optimisation issues, a new ABC with multi-strategy adaptation (MSABC) is presented. A multi-strategy adaptation mechanism is implemented to boost the search performance in MSABC. In this mechanism, an evolution rate index is proposed to adaptively select strategies with different characteristics at various evolutionary stages. Meanwhile, for balancing exploration and exploitation, a novel search strategy oriented by the elite individual is applied in this mechanism. On the CEC2014 test set, MSABC is compared to other existing algorithms to assess its performance. As the results demonstrate, MSABC can obtain good convergence performance. |
| WOS关键词 | DIFFERENTIAL EVOLUTION ; OPTIMIZATION |
| 资助项目 | National Natural Science Foundation of China[61662029] ; Education Department Scientific Research Foundation of Jiangxi Province, China[GJJ160623] ; Education Department Scientific Research Foundation of Jiangxi Province, China[GJJ170495] ; Program of Qingjiang Excellent Young Talents, Jiangxi University of Science and Technology |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:001198771800003 |
| 出版者 | INDERSCIENCE ENTERPRISES LTD |
| 资助机构 | National Natural Science Foundation of China ; Education Department Scientific Research Foundation of Jiangxi Province, China ; Program of Qingjiang Excellent Young Talents, Jiangxi University of Science and Technology |
| 源URL | [http://ir.ia.ac.cn/handle/173211/58153]  |
| 专题 | 精密感知与控制研究中心_人工智能与机器学习 |
| 通讯作者 | Guo, Zhaolu |
| 作者单位 | 1.Jiangxi Univ Sci & Technol, Sch Sci, Ganzhou 341000, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Guo, Zhaolu,Li, Hongjin,Zhang, Wensheng. Artificial bee colony algorithm with multi-strategy adaptation[J]. INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,2024,23(3):14. |
| APA | Guo, Zhaolu,Li, Hongjin,&Zhang, Wensheng.(2024).Artificial bee colony algorithm with multi-strategy adaptation.INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,23(3),14. |
| MLA | Guo, Zhaolu,et al."Artificial bee colony algorithm with multi-strategy adaptation".INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION 23.3(2024):14. |
入库方式： OAI收割
来源：自动化研究所
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