Design and development of a hybrid artificial bee colony algorithm for the environmental vehicle routing problem

Shuzhu Zhang, Ka Man Lee, King Lun Tommy Choy, William Ho, W. H. Ip

Research output: Journal article publicationJournal articleAcademic researchpeer-review

87 Citations (Scopus)

Abstract

The vehicle routing problem (VRP) is a critical and vital problem in logistics for the design of an effective and efficient transportation network, within which the capacitated vehicle routing problem (CVRP) has been widely studied for several decades due to the practical relevance of logistics operation. However, CVRP with the objectives of minimizing the overall traveling distance or the traveling time cannot meet the latest requirements of green logistics, which concern more about the influence on the environment. This paper studies CVRP from an environmental perspective and introduces a new model called environmental vehicle routing problem (EVRP) with the aim of reducing the adverse effect on the environment caused by the routing of vehicles. In this research, the environmental influence is measured through the amount of the emission carbon dioxide, which is a widely acknowledged criteria and accounts for the major influence on environment. A hybrid artificial bee colony algorithm (ABC) is designed to solve the EVRP model, and the performance of the hybrid algorithm is evaluated through comparing with well-known CVRP instances. The computational results from numerical experiments suggest that the hybrid ABC algorithm outperforms the original ABC algorithm by 5% on average. The transformation from CVRP to EVRP can be recognized through the differentiation of their corresponding optimal solutions, which provides practical insights for operation management in green logistics.
Original languageEnglish
Pages (from-to)85-99
Number of pages15
JournalTransportation Research Part D: Transport and Environment
Volume31
DOIs
Publication statusPublished - 1 Jan 2014

Keywords

  • Artificial bee colony algorithm
  • Capacitated vehicle routing problem
  • Environmental influence
  • Environmental vehicle routing problem
  • Green logistics

ASJC Scopus subject areas

  • Transportation
  • Environmental Science(all)

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