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Co-operation schemes for the parallel memetic algorithm

  • Silesian University of Technology
  • ABB ISDC
  • University of Silesia in Katowice

Research output: Contribution to journalConference articlepeer-review

8 Citations (Scopus)

Abstract

This paper presents a study of co-operation schemes for the parallel memetic algorithm to solve the vehicle routing problem with time windows. In the parallel co-operative search algorithms the processes communicate to exchange the up-to-date solutions, which may guide the search and improve the results. The interactions between processes are defined by the content of the exchanged data, timing, connectivity and mode. We show how co-operation schemes influence the search convergence and solutions quality. The quality of a solution is defined as its proximity to the best, currently-known one. We present the experimental study for the well-known Gehring and Homberger's benchmark. The new world's best solutions obtained in the study confirm that the co-operation scheme has a strong impact on the quality of final solutions.

Original languageEnglish
Pages (from-to)191-201
Number of pages11
JournalLecture Notes in Computer Science
Volume8384 LNCS
Issue numberPART 1
DOIs
Publication statusPublished - 2014
Event10th International Conference on Parallel Processing and Applied Mathematics, PPAM 2013 - Warsaw, Poland
Duration: 8 Sept 201311 Sept 2013

Keywords

  • Co-operation scheme
  • Hybrid genetic algorithm
  • Parallel memetic algorithm
  • Vehicle routing problem with time windows

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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