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A variable neighborhood search for the capacitated vehicle routing problem with two-dimensional loading constraints

  • Lijun Wei
  • , Zhenzhen Zhang*
  • , Defu Zhang
  • , Andrew Lim
  • *Corresponding author for this work

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Abstract

    This paper addresses the capacitated vehicle routing problem with two-dimensional loading constraints (2L-CVRP), which is a generalized capacitated vehicle routing problem in which customer demand is a set of two-dimensional, rectangular, weighted items. The objective is to design the route set of minimum cost for a homogenous fleet of vehicles, starting and terminating at a central depot, to serve all the customers. All the items packed in one vehicle must satisfy the two-dimensional orthogonal packing constraints. A variable neighborhood search is proposed to address the routing aspect, and a skyline heuristic is adapted to examine the loading constraints. To speed up the search process, an efficient data structure (Trie) is utilized to record the loading feasibility information of routes, but also to control the computational effort of the skyline spending on the same route. The effectiveness of our approach is verified through experiments on widely used benchmark instances involving two distinct versions of loading constraints (unrestricted and sequential versions). Numerical experiments show that the proposed method outperforms all existing methods and improves or matches the majority of best known solutions for both problem versions.
    Original languageEnglish
    Pages (from-to)798-814
    JournalEuropean Journal of Operational Research
    Volume243
    Issue number3
    Online published6 Jun 2015
    DOIs
    Publication statusPublished - 16 Jun 2015

    Research Keywords

    • 2L-CVRP
    • Packing
    • Routing
    • Skyline heuristic
    • Variable neighborhood search

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