A variable neighborhood search for the median location problem with interconnected facilities
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2024-04-24
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Wiley
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The p-median problem has been widely studied in the literature. However, there are several variants that include new constraints to the classical problem that make it more realistic. In this work, we study the variant that considers interconnected facilities, that is, the distances between each pair of facilities are less than or equal to a certain threshold
. This optimization problem, usually known as the median location problem with interconnected facilities, consists of locating a set of interconnected facilities to minimize the distance between those interconnected facilities and the demand points. The large variety of real-world applications that fit into this model makes it attractive to design an algorithm able to solve the problem efficiently. To this end, a procedure based on the variable neighborhood search methodology is designed and implemented by using problem-dependent neighborhoods. Experimental results show that our proposal is able to reach most of the optimal solutions when they are known. Additionally, it outperforms previous state-of-the-art methods in those instances where the optima are unknown. These results are further confirmed by conducting nonparametrical statistical tests
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The authors wish to express their gratitude to M. Cherkesly, M. Landete, and G. Laporte for their collaboration in the provision of their executable code to perform a fair comparison.
J. Sánchez-Oro, A. Duarte, and I. Lozano-Osorio acknowledge the support from the Spanish Ministry of “Ciencia, Innovación y Universidades” (MCIN/AEI/10.13039/501100011033/FEDER, UE) under grant ref. PID2021-126605NB-I00 and PID2021-125709OA-C22.
A.D. López-Sánchez acknowledges support from the Spanish Ministry of “Economía, Industria y Competitividad” through Projects PID2019-104263RB-C41, and from Junta de Andalucía, FEDER-UPO Research & Development Call, reference number UPO-1263769
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Lozano-Osorio, I., Sánchez-Oro, J., López-Sánchez, A.D. and Duarte, A. (2024), A variable neighborhood search for the median location problem with interconnected facilities. Intl. Trans. in Op. Res.. https://doi.org/10.1111/itor.13468
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