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A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study
S Shahnejat-Bushehri1, A Kermani1, O Arslan1
1Department of Logistics and Operations Management, HEC Montréal, 3000 Chemin de la Côte-Sainte-Catherine, Montréal, Canada.
Laboratories can optimize in-home testing delivery by balancing tester workloads. This study presents a vehicle routing model to improve lab assignment and routing policies, reducing costs and meeting high demand.
Area of Science:
- Operations Research
- Healthcare Logistics
- Applied Mathematics
Background:
- The COVID-19 pandemic significantly increased demand for in-home laboratory testing services.
- Laboratories require efficient strategies to manage testers and operational costs amidst surging demand.
Purpose of the Study:
- To develop an optimization model for laboratory assignment and routing policies for in-home testing.
- To incorporate tester workload balancing into the vehicle routing problem with time windows.
Main Methods:
- A mixed-integer programming model was formulated and solved using CPLEX for smaller problem instances.
- An adaptive large neighborhood search algorithm was implemented for larger, real-world instances.
- The model was validated against a medical lab's operational data over six consecutive days.
Main Results:
- The optimization model demonstrated improvements in assignment and routing efficiency.
- Workload balancing was effectively integrated, leading to more equitable tester assignments.
- The proposed methods provided a viable solution for managing high-volume in-home testing logistics.
Conclusions:
- The study provides a practical optimization framework for laboratories managing in-home testing services.
- Implementing workload balancing enhances operational efficiency and potentially reduces costs.
- The findings offer valuable insights for improving healthcare logistics and service delivery.
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