UM  > 科技學院  > 電腦及資訊科學系
A hybrid swarm algorithm based on ABC and AIS for 2L-HFCVRP
Defu Zhang1; Ruibing Dong1; Yain-Whar Si2; Furong Ye1; Qisen Cai1
2018-03
Source PublicationAPPLIED SOFT COMPUTING
ISSN1568-4946
Volume64Pages:468-479
Abstract

This paper mainly addresses the heterogeneous fleet capacitated vehicle routing problem with two-dimensional loading constrains (2L-HFCVRP). The 2L-HFCVRP is a combination of two NP-hard problems and has a wide range of applications in transportation and logistics fields. In this paper, we propose a hybrid swarm algorithm, which is a combination of Artificial Bee Colony (ABC) algorithm and Artificial Immune System (AIS) algorithm, to solve the 2L-HFCVRP. The proposed algorithm is allowed to search infeasible solutions and several efficient strategies are developed to escape from local optima. The extensive computational results on several well-known benchmark data sets verify the effectiveness of the proposed algorithm. The proposed algorithm is shown to outperform the best algorithms in the literature for 2L-HFCVRP instances. Published by Elsevier B.V.

KeywordVehicle Routing Problem Artificial Bee Colony Artificial Immune System Packing Problem
DOI10.1016/j.asoc.2017.12.012
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS IDWOS:000426011800033
PublisherELSEVIER SCIENCE BV
The Source to ArticleWOS
Fulltext Access
Citation statistics
Cited Times [WOS]:5   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorDefu Zhang
Affiliation1.Department of Computer Science, Xiamen University, Xiamen 361005, China.
2.Department of Computer and Information Science, University of Macau, Macau, China
Recommended Citation
GB/T 7714
Defu Zhang,Ruibing Dong,Yain-Whar Si,et al. A hybrid swarm algorithm based on ABC and AIS for 2L-HFCVRP[J]. APPLIED SOFT COMPUTING,2018,64:468-479.
APA Defu Zhang,Ruibing Dong,Yain-Whar Si,Furong Ye,&Qisen Cai.(2018).A hybrid swarm algorithm based on ABC and AIS for 2L-HFCVRP.APPLIED SOFT COMPUTING,64,468-479.
MLA Defu Zhang,et al."A hybrid swarm algorithm based on ABC and AIS for 2L-HFCVRP".APPLIED SOFT COMPUTING 64(2018):468-479.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Defu Zhang]'s Articles
[Ruibing Dong]'s Articles
[Yain-Whar Si]'s Articles
Baidu academic
Similar articles in Baidu academic
[Defu Zhang]'s Articles
[Ruibing Dong]'s Articles
[Yain-Whar Si]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Defu Zhang]'s Articles
[Ruibing Dong]'s Articles
[Yain-Whar Si]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.