谭营 (北京大学):群体智能及其应用研究进展 (中文)

1157 3 2022-04-23 20:00:00 未经作者授权,禁止转载
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谭营,北京大学计算智能实验室 个人主页:http://www.cil.pku.edu.cn 标题(Title):群体智能及其应用研究进展 (Advances in Swarm Intelligence and Its Applications) 摘要 (Abstract): Inspired from the collective behaviors of many swarm-based creatures in nature or social phenomena, swarm intelligence (SI) has been received attention and studied extensively, gradually becomes a class of efficiently intelligent optimization methods. This talk presents the latest advance in swarm intelligence and its applications. First of all, I will introduce a novel swarm intelligence optimization method, so called Fireworks Algorithm (FWA) inspired by fireworks’ explosion in air, and its many improvements and beyond as well as a variety of successful applications; and then, the research progress of multi-objective search and swarm cooperative learning in swarm robots is presented; After that several typical applications of swarm intelligence will be described; Finally, I will introduce some important researches of swarm intelligence in future. 受生物群体与自然集群等现象的启发,近年来,群体智能获得了 广泛的关注和深入的研究,已经发展成一类十分有效的智能计算方法。本报告主要介绍群体智能的最新研究及其应用。首先介绍我们所提出并获得广泛关注和研究的一类新型群智能优化算法烟花算法(FWA)及其最新研究进展;然后介绍群体机器人多目标搜索与群体协同学习的相关研究进展;接着介绍几个典型的群体智能应用进展;最后,指出群体智能研究的未来发展方向。 This research presentation was given during the conference ‘Foundations and Applications of AI: Interdisciplinary Perspectives’, 8–10 April 2022. More information regarding the conference is available from the conference page on the website of the Department of Philosophy at Peking University: https://phil.pku.edu.cn/xzxx/522097.htm   人工智能基础与应用国际会议:跨学科视角中的人工智能 北京大学,2022.4.8-4.10
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