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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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 |
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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 |
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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. |
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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 |
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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 |
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Institutional Knowledge at Singapore Management University |
publishDate |
2024 |
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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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