| 群智能理论及应用 |
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| 引用本文： | 彭喜元,彭宇,戴毓丰.群智能理论及应用[J].电子学报,2003,31(Z1):1982-1988. |
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| 作者姓名： | 彭喜元 彭宇 戴毓丰 |
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| 作者单位： | 1. 哈尔滨工业大学339#, 黑龙江, 哈尔滨, 150001;
2. 黑龙江省移动通信公司, 黑龙江, 哈尔滨, 150090 |
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| 基金项目： | 高等学校博士学科点专项科研项目，20020213012， |
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| 摘 要： | 作为一种新兴演化计算技术,群智能已成为新的研究热点,它与人工生命,特别是进化策略和遗传算法有着极为特殊的联系,已完成的理论和应用研究证明群智能方法是一种能够有效解决大多数全局优化问题的新方法.更为重要的是,群智能的潜在并行性和分布式特点为处理大量的以数据库形式存在的数据提供了技术保证.本文介绍了群智能理论的产生和发展过程,并着力阐述了两种典型算法;微粒群算法和蚁群算法的基本原理以及研究现状.
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| 关 键 词： | 群智能 微粒群算法 蚁群算法 优化算法 |
| 文章编号： | 0372-2112(2003)12A-1982-07 |
| 收稿时间： | 2003-06-23 |
| 修稿时间： | 2003年6月23日 |
Swarm Intelligence Theory and Applications |
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| PENG Xi-yuan,PENG Yu,DAI Yu-feng.Swarm Intelligence Theory and Applications[J].Acta Electronica Sinica,2003,31(Z1):1982-1988. |
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| Authors: | PENG Xi-yuan PENG Yu DAI Yu-feng |
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| Affiliation: | 1. No.399#, Harbin Institute of Technology, Harbin, Heilongjiang 150001, China;
2. Heilongjiang Mobile Communication Company, Harbin, Heilongjiang 150090, China |
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| Abstract: | As a novel evolutionary computation technology,swarm intelligence is now becoming a new research hotspot.It has special relationships with artificial life and evolution strategies.All researches of theories and applications related to swarm intelligence proves that it is a kind of effective method to solve most global optimal problems.It is more important that its potential parallel and distributed features provide technical assurance to process data in large database.A survey of origin and development of swarm intelligence are presented.Furthermore,the basic principles and contemporary research status of two typical algorithms:Particle Swarm Optimization and Ant Colony Optimization,are discussed. |
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| Keywords: | swarm intelligence particle swarm optimization ant colony optimization optimization algorithm |
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