Lévy Flight的发展和智能优化算法中的应用综述

doi:10.11896/jsjkx.200500142

摘要/Abstract

摘要： Lévy Flight源自纯数学概念,目前已被广泛应用于许多领域,如物理、生物、统计、金融和计算机科学等。目前,国内尚无文献对Lévy Flight的发展及其在智能优化算法方面的应用进行总结。因此,文中首先回顾了Lévy Flight的发展情况和应用,介绍了Lévy Flight相关变体的基本原理和应用;然后着重讨论了近十年将Lévy Flight应用于智能优化算法的研究,对其应用的方法进行了分类分析;最后总结了Lévy Flight的未来发展趋势。文中的目的是让学者了解Lévy flight的基本原理和其在智能优化算法中的发展情况,同时促进Lévy Flight及其变体在众多学科尤其是计算机科学的发展和应用。

关键词: Lévy Flight, 截尾莱维飞行, 莱维游走, 随机搜索, 智能优化

Abstract: Lévy Flight,originated from pure mathematical concepts,has been widely used in many fields,such as physics,biology,statistics,finance and computer science.At present,there is no summary of its development and application in intelligent optimization algorithm in China.Therefore,this paper reviews the development and application of Lévy Flight,and introduces the basic principle and application of Lévy Flight related variants.Then it focuses on the study of applying Lévy Flight to intelligent optimization algorithm in recent ten years,and classifies and analyzes its application methods.Finally,the future development trend of Lévy Flight is summarized.The purpose of the review is to let researchers understand the basic principle of Lévy Flight and its development in intelligent optimization algorithm,and to promote the development and application of Lévy Flight and its variants in many disciplines,especially in computer science.

Key words: Intelligent optimization, Lévy Flight, Lévy Walk, Random search, Truncated Lévy Flight

中图分类号:

TP391

郑洁锋, 占红武, 黄巍, 张恒, 吴周鑫. Lévy Flight的发展和智能优化算法中的应用综述[J]. 计算机科学, 2021, 48(2): 190-206. https://doi.org/10.11896/jsjkx.200500142

ZHENG Jie-feng, ZHAN Hong-wu, HUANG Wei, ZHANG Heng, WU Zhou-xin. Development of Lévy Flight and Its Application in Intelligent Optimization Algorithm[J]. Computer Science, 2021, 48(2): 190-206. https://doi.org/10.11896/jsjkx.200500142

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