Skip to main navigation Skip to search Skip to main content

A parallel memetic algorithm for the vehicle routing problem with time windows

  • Miroslaw Blocho
  • , Zbigniew J. Czech
  • Silesian University of Technology
  • ABB ISDC
  • University of Silesia in Katowice

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

22 Citations (Scopus)

Abstract

A parallel memetic algorithm for the NP-hard vehicle routing problem with time windows (VRPTW) is proposed. The algorithm consists of components which are executed as parallel processes. A process runs either a heuristic algorithm or a hybrid of a genetic algorithm and some local refinement procedures. In order to improve the results, processes co-operate periodically using a novel randomized scheme. During each phase of co-operation processes exploit their best solutions found so far. The purpose of the work is to devise the parallel memetic algorithm which determines the VRPTW solutions of the highest possible quality. The experiments on Gehring and Homberger's (GH) benchmarking tests show that the algorithm achieves very good results. By making use of it the best-known solutions to 171 out of 300 GH tests were improved.

Original languageEnglish
Title of host publicationProceedings - 2013 8th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, 3PGCIC 2013
PublisherIEEE Computer Society
Pages144-151
Number of pages8
ISBN (Print)9780769550947
DOIs
Publication statusPublished - 2013
Event2013 8th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, 3PGCIC 2013 - Compiegne, France
Duration: 28 Oct 201330 Oct 2013

Publication series

NameProceedings - 2013 8th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, 3PGCIC 2013

Conference

Conference2013 8th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, 3PGCIC 2013
Country/TerritoryFrance
CityCompiegne
Period28/10/1330/10/13

Keywords

  • Genetic and local search algorithms
  • Parallel memetic algorithm
  • Parallel processes cooperation schemes
  • Vehicle routing problem with time windows

ASJC Scopus subject areas

  • Computer Networks and Communications

Fingerprint

Dive into the research topics of 'A parallel memetic algorithm for the vehicle routing problem with time windows'. Together they form a unique fingerprint.

Cite this