Information entropy based interaction model and optimization method for swarm intelligence
文献类型：期刊论文
| 作者 | Zhu YL(朱云龙) ; He XX(何小贤); Hu KY(胡琨元); Niu B(牛奔)
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| 刊名 | Transactions of the Institute of Measurement and Control
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| 出版日期 | 2009 |
| 卷号 | 31期号:6页码:461-474 |
| 关键词 | information entropy interaction model route-exchange algorithm swarm intelligence |
| ISSN号 | 0142-3312 |
| 产权排序 | 1 |
| 中文摘要 | Inspired by social insects, swarm intelligence has been hotly investigated in recent years as an innovative artificial intelligence technique for solving problems. In this paper, we mainly focus on the information interaction of individuals in swarm intelligence. By using information entropy H(X) and mutual information I(X;Y) of information theory to evaluate the information quality and interaction efficiency, respectively, the interaction model is proposed. Within this model, individuals' information is evaluated with uniform standards, so that more excellent individuals can be selected to influence other individuals by interaction. We validated this model with the route-exchange algorithm, which is proposed for combinatorial optimization. Seven benchmarks of the Traveling Salesman Problem are tested in the experiments. The results are compared with other heuristic algorithms. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Automation & Control Systems ; Instruments & Instrumentation |
| 研究领域[WOS] | Automation & Control Systems ; Instruments & Instrumentation |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000272679100001 |
| 公开日期 | 2012-05-29 |
| 源URL | [http://ir.sia.cn/handle/173321/7082]  |
| 专题 | 沈阳自动化研究所_工业信息学研究室 |
| 推荐引用方式 GB/T 7714 | Zhu YL,He XX,Hu KY,et al. Information entropy based interaction model and optimization method for swarm intelligence[J]. Transactions of the Institute of Measurement and Control,2009,31(6):461-474. |
| APA | Zhu YL,He XX,Hu KY,&Niu B.(2009).Information entropy based interaction model and optimization method for swarm intelligence.Transactions of the Institute of Measurement and Control,31(6),461-474. |
| MLA | Zhu YL,et al."Information entropy based interaction model and optimization method for swarm intelligence".Transactions of the Institute of Measurement and Control 31.6(2009):461-474. |
入库方式： OAI收割
来源：沈阳自动化研究所
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