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A decomposition approach for the periodic consistent vehicle routeing problem with an application in the cleaning sector

Messaoudi, Bilal, Oulamara, Ammar, Salhi, Said (2023) A decomposition approach for the periodic consistent vehicle routeing problem with an application in the cleaning sector. International Journal of Production Research, 61 (22). pp. 7727-7748. ISSN 0020-7543. E-ISSN 1366-588X. (doi:10.1080/00207543.2022.2162145) (KAR id:100150)

Abstract

This study is inspired by a challenging logistic problem encountered in the cleaning service sector. The company wishes to solve the consistent vehicle routing problem over a three-month planning horizon. The company has a heterogeneous vehicle fleet to guarantee multiple frequencies of visits to its customers. The objective is to minimize the number of vehicles used and the total distance traveled. This problem is a generalization of the periodic vehicle routing problem. We decompose the problem into two sub-problems, namely, the planning and routing optimization sub-problems. We construct a mathematical model for the former and a large neighborhood search for the latter. We evaluate the performance of our approach using the results of the industrial partner and instances from the literature on problems that are closely related to our case study. Our approach is found to be effective and robust. Our results outperform the existing company’s plan in terms of solution quality, and staff convenience, and speed. We also discovered new best solutions on some of the instances from the literature.

Item Type: Article
DOI/Identification number: 10.1080/00207543.2022.2162145
Uncontrolled keywords: routing; driver consistency; mixed-integer linear programming; large neighborhood search; Decomposition method
Subjects: H Social Sciences
Divisions: Divisions > Kent Business School - Division > Department of Analytics, Operations and Systems
Funders: University of Kent (https://ror.org/00xkeyj56)
Depositing User: Said Salhi
Date Deposited: 20 Feb 2023 14:24 UTC
Last Modified: 05 Nov 2024 13:05 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/100150 (The current URI for this page, for reference purposes)

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