A swarm-based learning method inspired by social insects
文献类型：会议论文
| 作者 | He XX(何小贤); Zhu YL(朱云龙) ; Hu KY(胡琨元); Niu B(牛奔)
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| 出版日期 | 2007 |
| 会议名称 | 3rd International Conference on Intelligent Computing |
| 会议日期 | August 21-24, 2007 |
| 会议地点 | Qingdao, China |
| 关键词 | Neighbor-Information-Reference (NIR) learning i-interval neighbor discounted reward Q-learning swarm intelligence |
| 页码 | 525-533 |
| 中文摘要 | Inspired by cooperative transport behaviors of ants, on the basis of Q-learning, a new learning method, Neighbor-Information-Reference (NIR) learning method, is present in the paper. This is a swarm-based learning method, in which principles of swarm intelligence are strictly complied with. In NIR learning, the i-interval neighbor's information, namely its discounted reward, is referenced when an individual selects the next state, so that it can make the best decision in a computable local neighborhood. In application, different policies of NIR learning are recommended by controlling the parameters according to time-relativity of concrete tasks. NIR learning can remarkably improve individual efficiency, and make swarm more "intelligent". |
| 收录类别 | EI ; CPCI（ISTP） |
| 产权排序 | 1 |
| 会议主办者 | IEEE Computat Intelligence Soc, Int Neural Network Soc, Natl Sci Fdn China |
| 会议录 | ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, PROCEEDINGS - WITH ASPECTS OF ARTIFICIAL INTELLIGENCE
 |
| 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 | 978-3-540-74201-2 |
| WOS记录号 | WOS:000250577100057 |
| 源URL | [http://ir.sia.cn/handle/173321/8160]  |
| 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. A swarm-based learning method inspired by social insects[C]. 见:3rd International Conference on Intelligent Computing. Qingdao, China. August 21-24, 2007. |
入库方式： OAI收割
来源：沈阳自动化研究所
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