A lookahead matheuristic for the unweighed variable-sized two-dimensional bin packing problem

Sergey Polyakovskiy, Rym M'Hallah*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

3 Citations (Scopus)
71 Downloads (Pure)

Abstract

The unweighed oriented variable-sized two-dimensional guillotine bin packing problem consists in packing without overlap small rectangular items into large non-identical rectangular bins, with the items obtained via guillotine cuts. It minimizes the waste of the used bins. It is herein approximately solved using a hybrid matheuristic, which applies a sequence of low-level mixed-integer programs that reserve space for unpacked items and that are guided by feasibility constraints and by upper bounds on the objective function. The embedded constraints constitute a lookahead mechanism that prohibits the investigation of infeasible directions and constrains the search to improving ones. The matheuristic further employs high-level diversification and intensification mechanisms. The diversification incorporates a sequential value correction algorithm that tags a pseudo-price to each item to govern the fitness functions of mixed integer programs and subsequently their solution construction process. The intensification is a local search that investigates the neighbourhood of promising solutions. The extensive computational experiments provide evidence of the good performance of the proposed matheuristic. For the variable-sized bin packing benchmark instances, the matheuristic matches and improves 90.8% of the upper bounds. For the single bin-size bin packing benchmark instances, the matheuristic further proves the optimality of 82.6% upper bounds while it matches 14.4% and improves 2.6% existing bounds.

Original languageEnglish
Pages (from-to)104-117
Number of pages14
JournalEUROPEAN JOURNAL OF OPERATIONAL RESEARCH
Volume299
Issue number1
Early online date28 Aug 2021
DOIs
Publication statusPublished - 16 May 2022

Keywords

  • Cutting
  • Feasibility constraints
  • Lookahead search
  • Matheuristic
  • Variable-sized bin packing

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