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Enhancing Real-World Applicability in Home Healthcare: A Metaheuristic Approach for Advanced Routing and Scheduling

Published: 17 June 2024 Publication History

Abstract

We consider the home healthcare scheduling and routing problem, and we extend the classic formulation introduced by Mankowska et al, by adding several real-world features. For this novel problem, we created a new realistic dataset, and we developed a metaheuristic approach based on a combination of neighborhoods guided by a Simulated Annealing procedure. Our solver, properly engineered and tuned, is able to solve all instances in a short time. Our experimental results highlight the relative importance of the various (original and new) cost components.

References

[1]
Ceschia, S., Di Gaspero, L., Rosati, R.M., Schaerf, A.: Multi-neighborhood simulated annealing for the home healthcare routing and scheduling problem (2023). https://doi.org/10.21203/rs.3.rs-4086164/v1. preprint available at Research Square
[2]
Ceschia S, Di Gaspero L, and Schaerf A Dovier A, Montanari A, and Orlandini A Simulated annealing for the home healthcare routing and scheduling problem AIxIA 2022 2022 Cham Springer 402-412
[3]
Cissé M, Yalçındağ S, Kergosien Y, Şahin E, Lenté C, and Matta A OR problems related to home health care: a review of relevant routing and scheduling problems Oper. Res. Health Care 2017 13 1-22
[4]
Fikar C and Hirsch P Home health care routing and scheduling: a review Comput. Oper. Res. 2017 77 86-95
[5]
Kummer, A.: A study on the home care routing and scheduling problem. Ph.D. thesis, Universidade Federal do Rio Grande do Sul (2021)
[6]
Kummer A, de Araújo O, Buriol L, and Resende M A biased random-key genetic algorithm for the home health care problem Int. Trans. Oper. Res. 2024 31 3 1859-1889
[7]
Lasfargeas S, Gagné C, and Sioud A Talbi E-G and Nakib A Solving the home health care problem with temporal precedence and synchronization Bioinspired Heuristics for Optimization 2019 Cham Springer 251-267
[8]
Mankowska D, Meisel F, and Bierwirth C The home health care routing and scheduling problem with interdependent services Health Care Manag. Sci. 2014 17 1 15-30
[9]
Soares R, Marques A, Amorim P, and Parragh SN Synchronisation in vehicle routing: classification schema, modelling framework and literature review Eur. J. Oper. Res. 2024 313 3 817-840

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Published In

cover image Guide Proceedings
Metaheuristics: 15th International Conference, MIC 2024, Lorient, France, June 4–7, 2024, Proceedings, Part I
Jun 2024
403 pages
ISBN:978-3-031-62911-2
DOI:10.1007/978-3-031-62912-9
  • Editors:
  • Marc Sevaux,
  • Alexandru-Liviu Olteanu,
  • Eduardo G. Pardo,
  • Angelo Sifaleras,
  • Salma Makboul

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Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 17 June 2024

Author Tags

  1. Homecare
  2. Routing with time windows
  3. Route synchronization

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