一种改进多元宇宙优化算法解决Web多资源分配问题
文献类型：期刊论文
| 作者 | 宋锐星; 曾学文; 韩锐 |
| 刊名 | International Journal of Innovative Computing, Information and Control (IJICIC)
 |
| 出版日期 | 2020 |
| 期号 | 6页码:1845 |
| ISSN号 | 1349-4198 |
| DOI | DOI: 10.24507/ijicic.16.06.1845 |
| 英文摘要 | Multi-verse optimizer (MVO) algorithm is a nature-inspired algorithm for solving single-objective optimization problems. MVO algorithm has many advantages, including few parameters, excellent performance, fast convergence, and low resource consumption. However, it is easy to fall into the local optimum condition and its fineness is not enough during processing multi-resource allocation in Web-based media presentation. Herein, this work proposes an improved MVO (abbreviated as RISEMVO) algorithm. The wormhole existence probability and the travelling distance rate were modified to improve the exploitation capability, and the strategy of revolving around the best universe was added to improve the exploitation and exploration capabilities. Moreover, the jumping of local optimal strategy was added. In order to reflect the performance differences more appropriately between RISEMVO and MVO algorithms, we firstly tested them with test functions used by the original authors of MVO algorithm. RISEMVO algorithm performs best in 29 test functions compared with standard MVO algorithm and other four commonly used algorithms. We applied RISEMVO algorithm to multi-resource allocation in Web-based media presentation, which enables the maximum utilization of the system and outperforms other 5 algorithms. These results demonstrate the advantages of RISEMVO algorithm in most test functions and in solving the multi-resource allocation problem. |
| URL标识 | 查看原文 |
| 源URL | [http://159.226.59.140/handle/311008/9522]  |
| 专题 | 历年期刊论文_2020年期刊论文 |
| 作者单位 | 中国科学院声学研究所 |
| 推荐引用方式 GB/T 7714 | 宋锐星；曾学文；韩锐. 一种改进多元宇宙优化算法解决Web多资源分配问题[J]. International Journal of Innovative Computing, Information and Control (IJICIC),2020(6):1845. |
| APA | 宋锐星；曾学文；韩锐.(2020).一种改进多元宇宙优化算法解决Web多资源分配问题.International Journal of Innovative Computing, Information and Control (IJICIC)(6),1845. |
| MLA | 宋锐星；曾学文；韩锐."一种改进多元宇宙优化算法解决Web多资源分配问题".International Journal of Innovative Computing, Information and Control (IJICIC) .6(2020):1845. |
入库方式： OAI收割
来源：声学研究所
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