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Experiment Design for the Location-Allocation Problem

Experiment Design for the Location-Allocation Problem

作     者:María Beatríz Bernábe Loranca Rogelio González Velázquez Martín Estrada Analco Mario Bustillo Díaz Gerardo Martínez Guzman Abraham Sánchez López 

作者机构:Computer Science Department Benemérita Universidad Autónoma de Puebla Puebla México 

出 版 物:《Applied Mathematics》 (应用数学(英文))

年 卷 期:2014年第5卷第14期

页      面:2168-2183页

学科分类:1002[医学-临床医学] 100214[医学-肿瘤学] 10[医学] 

主  题:Demand Experimental Design Heuristics Location-Allocation Partitioning. 

摘      要:The allocation of facilities and customers is a key problem in the design of supply chains of companies. In this paper, this issue is approached by partitioning the territory in areas where the distribution points are allocated. The demand is modelled through a set of continuous functions based on the population density of the geographic units of the territory. Because the partitioning problem is NP hard, it is necessary to use heuristic methods to obtain reliable solutions in terms of quality and response time. The Neighborhood Variable Search and Simulated Annealing heuristics have been selected for the study because of their proven efficiency in difficult combinatorial optimization problems. The execution time is the variable chosen for a factorial experimental design to determine the best-performing heuristics in the problem. In order to compare the quality of the solutions in the territorial partition, we have chosen the execution time as the common parameter to compare the two heuristics. At this point, we have developed a factorial statistical experimental design to select the best heuristic approaches to this problem. Thus, we generate a territorial partition with the best performing heuristics for this problem and proceed to the application of the location-allocation model, where the demand is modelled by a set of continuous functions based on the population density of the geographical units of the territory.

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