On the generation of alternative solutions for a perishable food distribution problem

Hanane El Raoui, David A. Pelta, Antonio Rufián-Lizana, Mustapha Oudani, Ahmed El Hilali Alaoui

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Abstract

Solving a perishable food distribution problem in a real world setting is a very complex task. This is due to products characteristics, and the requirements of customers. To ensure a safe, quality product with a desired service level, a bunch of specifications should be included during the decision/optimization process. Generally, it’s difficult to include all the parameters in the mathematical model. Thus, it’s desired to have a set of alternative solutions to select from, that allows the decision maker to consider different perspectives. For this purpose, the current work outlines the application of a Modeling to Generate Alternatives approach, that can generate a set of near optimal solutions, but maximally different from the best one. A General Variable Neighborhood Search GVNS algorithm is applied to solve the problem. We show through computational experiments how the proposed procedure allows to generate a number of diverse solutions in a single run. We also show how the consideration of a fuzzy threshold constraint may allow to obtain interesting solutions over a set of criteria calculated after the optimization process, for an a posteriori analysis.
Original languageEnglish
Title of host publicationComputational Intelligence Methodologies Applied to Sustainable Development Goals
EditorsJosé Luis Verdegay, Julio Brito, Carlos Cruz
Place of PublicationCham
PublisherSpringer
Pages255-273
Number of pages19
ISBN (Electronic)9783030973445
ISBN (Print)9783030973438, 9783030973469
DOIs
Publication statusPublished - 16 Apr 2022

Publication series

NameStudies in Computational Intelligence
Volume1036
ISSN (Print)1860-949X
ISSN (Electronic)1860-9503

Keywords

  • food distribution
  • optimization
  • generation of alternatives
  • a posteriori analysis

Fingerprint

Dive into the research topics of 'On the generation of alternative solutions for a perishable food distribution problem'. Together they form a unique fingerprint.

Cite this