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Test Center Location Problem: A Bi-Objective Model and Algorithms.

Authors :
Davoodi, Mansoor
Calabrese, Justin M.
Source :
Algorithms. Apr2024, Vol. 17 Issue 4, p135. 19p.
Publication Year :
2024

Abstract

The optimal placement of healthcare facilities, including the placement of diagnostic test centers, plays a pivotal role in ensuring efficient and equitable access to healthcare services. However, the emergence of unique complexities in the context of a pandemic, exemplified by the COVID-19 crisis, has necessitated the development of customized solutions. This paper introduces a bi-objective integer linear programming model designed to achieve two key objectives: minimizing average travel time for individuals visiting testing centers and maximizing an equitable workload distribution among testing centers. This problem is NP-hard and we propose a customized local search algorithm based on the Voronoi diagram. Additionally, we employ an ϵ -constraint approach, which leverages the Gurobi solver. We rigorously examine the effectiveness of the model and the algorithms through numerical experiments and demonstrate their capability to identify Pareto-optimal solutions. We show that while the Gurobi performs efficiently in small-size instances, our proposed algorithm outperforms it in large-size instances of the problem. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19994893
Volume :
17
Issue :
4
Database :
Academic Search Index
Journal :
Algorithms
Publication Type :
Academic Journal
Accession number :
176878889
Full Text :
https://doi.org/10.3390/a17040135