Research on Vehicle Routing Planning Based on Adaptive Ant Colony and Particle Swarm Optimization Algorithm

doi:10.1007/s13177-020-00224-3

	Research on Vehicle Routing Planning Based on Adaptive Ant Colony and Particle Swarm Optimization Algorithm
	Jiang, Chunyan 1,2; Fu, Jingfang 1,2; Liu, Weiyan 1,2
	2021-04
发表期刊	INTERNATIONAL JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS RESEARCH
ISSN	1348-8503
卷号	19 期号:1 页码:83-91
摘要	Aiming at vehicle routing problem and combining the advantages of ant colony and particle swarm optimization, an intelligent optimization algorithm of adaptive ant colony and particle swarm optimization is proposed. Through the simulation of ant colony and bird swarm intelligence mechanism, the particle swarm algorithm and the ant colony algorithm heuristic strategy are combined, and different search strategies are used in different stages of the algorithm. The adaptive adjustment is adopted, and the feedback information is obtained by dynamic interaction with the environment, thus speeding up the convergence speed, improving the learning ability, avoiding the local optimum, getting the best solution and improving the efficiency. The simulation experiment shows that the algorithm has fast convergence speed, strong optimization ability, and can obtain better optimization results. It has some advantages in solving vehicle routing problem.
关键词	Adaptive Ant colony Particle swarm optimization Hybrid optimization algorithm Vehicle routing problem
DOI	10.1007/s13177-020-00224-3
收录类别	ESCI
语种	英语
WOS研究方向	Transportation
WOS类目	Transportation Science & Technology
WOS记录号	WOS:000521070500001
出版者	SPRINGER
原始文献类型	Article ; Early Access
EISSN	1868-8659
引用统计	被引频次：21[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.library.ouchn.edu.cn/handle/39V7QQFX/168462
专题	国家开放大学江苏分部
通讯作者	Jiang, Chunyan
作者单位	1.Jiangsu Open Univ, Room 1203,399 Jiangdong North Rd, Nanjing 210036, Jiangsu, Peoples R China; 2.City Vocat Coll Jiangsu, Nanjing 210036, Peoples R China
第一作者单位	国家开放大学江苏分部
通讯作者单位	国家开放大学江苏分部
第一作者的第一单位	国家开放大学江苏分部
推荐引用方式 GB/T 7714	Jiang, Chunyan,Fu, Jingfang,Liu, Weiyan. Research on Vehicle Routing Planning Based on Adaptive Ant Colony and Particle Swarm Optimization Algorithm[J]. INTERNATIONAL JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS RESEARCH,2021,19(1):83-91.
APA	Jiang, Chunyan,Fu, Jingfang,&Liu, Weiyan.(2021).Research on Vehicle Routing Planning Based on Adaptive Ant Colony and Particle Swarm Optimization Algorithm.INTERNATIONAL JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS RESEARCH,19(1),83-91.
MLA	Jiang, Chunyan,et al."Research on Vehicle Routing Planning Based on Adaptive Ant Colony and Particle Swarm Optimization Algorithm".INTERNATIONAL JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS RESEARCH 19.1(2021):83-91.