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LCS-based selective route exchange crossover for the pickup and delivery problem with time windows

  • Silesian University of Technology

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

11 Citations (Scopus)

Abstract

The pickup and delivery problem with time windows (PDPTW) is an NP-hard discrete optimization problem of serving transportation requests using a fleet of homogeneous trucks. Its main objective is to minimize the number of vehicles, and the secondary objective is to minimize the distance traveled during the service. In this paper, we propose the longest common subsequence based selective route exchange crossover (LCS-SREX), and apply this operator in the memetic algorithm (MA) for the PDPTW. Also, we suggest the new solution representation which helps handle the crossover efficiently. Extensive experimental study performed on the benchmark set showed that using LCS-SREX leads to very high-quality feasible solutions. The analysis is backed with the statistical tests to verify the importance of the elaborated results. Finally, we report one new world’s best routing schedule found using a parallel version of the MA exploiting LCS-SREX.

Original languageEnglish
Title of host publicationEvolutionary Computation in Combinatorial Optimization -17th European Conference, EvoCOP 2017, Proceedings
EditorsBin Hu, Manuel Lopez-Ibanez
PublisherSpringer Verlag
Pages124-140
Number of pages17
ISBN (Print)9783319554525
DOIs
Publication statusPublished - 2017
Event17th European Conference on Evolutionary Computation in Combinatorial Optimization, EvoCOP 2017 - Amsterdam, Netherlands
Duration: 19 Apr 201721 Apr 2017

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume10197 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference17th European Conference on Evolutionary Computation in Combinatorial Optimization, EvoCOP 2017
Country/TerritoryNetherlands
City Amsterdam
Period19/04/1721/04/17

Keywords

  • Crossover
  • LCS
  • Memetic algorithm
  • PDPTW

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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