Information entropy and interaction optimization model based on swarm intelligence | |
He XX(何小贤); Zhu YL(朱云龙)![]() ![]() | |
2006 | |
会议名称 | 2nd International Conference on Natural Computation (ICNC 2006) |
会议日期 | September 24-28, 2006 |
会议地点 | Xian, China |
页码 | 136-145 |
中文摘要 | By introducing the information entropy H(X) and mutual information I(X; Y) of information theory into swarm intelligence, the Interaction Optimization Model (IOM) is proposed. In this model, the information interaction process of individuals is analyzed with H(X) and I(X; Y) aiming at solving optimization problems. We call this optimization approach as interaction optimization. In order to validate this model, we proposed a new algorithm for Traveling Salesman Problem (TSP), namely Route-Exchange Algorithm (REA), which is inspired by the information interaction of individuals in swarm intelligence. Some benchmarks are tested in the experiments. The results indicate that the algorithm can quickly converge to the optimal solution with quite low cost. |
收录类别 | SCI ; EI ; CPCI(ISTP) |
产权排序 | 1 |
会议主办者 | Xidian Univ, Natl Nat Sci Fdn China, Int Neural Network Soc, Asia Pacific Neural Network Assembly, IEEE Circuits & Syst Soc, IEEE Computat Intelligence Soc, IEEE Computat Intelligence Singapore Chapter, Chinese Assoc Artificial Intelligence |
会议录 | ADVANCES IN NATURAL COMPUTATION, PT 2
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会议录出版者 | SPRINGER-VERLAG |
会议录出版地 | BERLIN |
语种 | 英语 |
ISSN号 | 0302-9743 |
ISBN号 | 3-540-45907-3 |
WOS记录号 | WOS:000241892100018 |
研究领域[WOS] | Computer Science |
WOS标题词 | Science & Technology ; Technology |
内容类型 | 会议论文 |
源URL | [http://ir.sia.cn/handle/173321/8172] ![]() |
专题 | 沈阳自动化研究所_工业信息学研究室_先进制造技术研究室 |
推荐引用方式 GB/T 7714 | He XX,Zhu YL,Hu KY,et al. Information entropy and interaction optimization model based on swarm intelligence[C]. 见:2nd International Conference on Natural Computation (ICNC 2006). Xian, China. September 24-28, 2006. |
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