A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products

This study proposes a home healthcare routing and scheduling problem, where perishable products such as medicines, vaccines, or meals must be provided for some patients’ treatments. This problem is formulated as a mixed integer linear programming (MILP). A two-stage matheuristic is then developed as...

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Main Authors: GUNAWAN, Aldy, SALSABILA, Nabila Yuraisyah, YU, Vincent F., NGUYEN, Pham Kien Minh
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Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/9611
https://ink.library.smu.edu.sg/context/sis_research/article/10611/viewcontent/CASE_2024___paperID_480.pdf
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spelling sg-smu-ink.sis_research-106112024-11-23T15:52:58Z A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products GUNAWAN, Aldy SALSABILA, Nabila Yuraisyah YU, Vincent F. NGUYEN, Pham Kien Minh This study proposes a home healthcare routing and scheduling problem, where perishable products such as medicines, vaccines, or meals must be provided for some patients’ treatments. This problem is formulated as a mixed integer linear programming (MILP). A two-stage matheuristic is then developed as the solution approach. The first stage is a local search to solve the nurse routing problem, and the second stage is run as the relaxed MILP to solve the scheduling problem. The matheuristic is tested on newly generated instances and compared with the results of CPLEX. The proposed matheuristic is able to obtain CPLEX solutions within shorter computational times for small instances. For larger instances, the matheuristic achieves feasible solutions. 2024-09-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/9611 https://ink.library.smu.edu.sg/context/sis_research/article/10611/viewcontent/CASE_2024___paperID_480.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Artificial Intelligence and Robotics Databases and Information Systems
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Artificial Intelligence and Robotics
Databases and Information Systems
spellingShingle Artificial Intelligence and Robotics
Databases and Information Systems
GUNAWAN, Aldy
SALSABILA, Nabila Yuraisyah
YU, Vincent F.
NGUYEN, Pham Kien Minh
A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products
description This study proposes a home healthcare routing and scheduling problem, where perishable products such as medicines, vaccines, or meals must be provided for some patients’ treatments. This problem is formulated as a mixed integer linear programming (MILP). A two-stage matheuristic is then developed as the solution approach. The first stage is a local search to solve the nurse routing problem, and the second stage is run as the relaxed MILP to solve the scheduling problem. The matheuristic is tested on newly generated instances and compared with the results of CPLEX. The proposed matheuristic is able to obtain CPLEX solutions within shorter computational times for small instances. For larger instances, the matheuristic achieves feasible solutions.
format text
author GUNAWAN, Aldy
SALSABILA, Nabila Yuraisyah
YU, Vincent F.
NGUYEN, Pham Kien Minh
author_facet GUNAWAN, Aldy
SALSABILA, Nabila Yuraisyah
YU, Vincent F.
NGUYEN, Pham Kien Minh
author_sort GUNAWAN, Aldy
title A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products
title_short A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products
title_full A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products
title_fullStr A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products
title_full_unstemmed A two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products
title_sort two-stage matheuristic for the home healthcare routing and scheduling problem with perishable products
publisher Institutional Knowledge at Singapore Management University
publishDate 2024
url https://ink.library.smu.edu.sg/sis_research/9611
https://ink.library.smu.edu.sg/context/sis_research/article/10611/viewcontent/CASE_2024___paperID_480.pdf
_version_ 1816859160370741248