A Bilevel Approach to the Facility Location Problem with Customer Preferences Under a Mill Pricing Policy

This paper addresses the facility location problem under a mill pricing policy, integrating customers’ behavior through the concept of preferences. The problem is modeled as a bilevel optimization problem, where the existence of ties in customers’ preferences can lead to an ill-posed bilevel problem due to the possible existence of multiple optima to the lower-level problem. As the commonly employed optimistic and pessimistic strategies are inadequate for this problem, a specific approach is proposed bearing in mind the customers’ rational behavior. In this work, we propose a novel formulation of the problem as a bilevel model in which each customer faces a lexicographic biobjective problem in which the preference is maximized and the total cost of accessing the selected facility is minimized. This allows for a more accurate representation of customer preferences and the resulting decisions regarding facility location and pricing. To address the complexities of this model, we apply duality theory to the lower-level problems and, ultimately, reformulate the bilevel problem as a single-level mixed-integer optimization problem. This reformulation incorporates big-M constants, for which we provide valid bounds to ensure computational tractability and solution quality. The computational study conducted allows us to assess, on the one hand, the effectiveness of the proposed reformulation to address the bilevel model and, on the other hand, the impact of the length of the customer preference lists and fixed opening cost for facilities on the computational time and the optimal solution.

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Publication Details

Journal
Mathematics
Published
2024-11-05
DOI
https://doi.org/10.3390/math12223459
Citations
2
Primary Topic
Urban and Freight Transport Logistics
Type
article
Field-Weighted Citation Impact
0.53

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article

A Bilevel Approach to the Facility Location Problem with Customer Preferences Under a Mill Pricing Policy

Carmen Galé, Herminia I. Calvete, José A. Iranzo, Aitor Hernández
2 citations
Mathematics
Urban and Freight Transport Logistics
0.53
article

A Bilevel Approach to the Facility Location Problem with Customer Preferences Under a Mill Pricing Policy

Carmen Galé, Herminia I. Calvete, José A. Iranzo, Aitor Hernández
article en
2 citations

Abstract

This paper addresses the facility location problem under a mill pricing policy, integrating customers’ behavior through the concept of preferences. The problem is modeled as a bilevel optimization problem, where the existence of ties in customers’ preferences can lead to an ill-posed bilevel problem due to the possible existence of multiple optima to the lower-level problem. As the commonly employed optimistic and pessimistic strategies are inadequate for this problem, a specific approach is proposed bearing in mind the customers’ rational behavior. In this work, we propose a novel formulation of the problem as a bilevel model in which each customer faces a lexicographic biobjective problem in which the preference is maximized and the total cost of accessing the selected facility is minimized. This allows for a more accurate representation of customer preferences and the resulting decisions regarding facility location and pricing. To address the complexities of this model, we apply duality theory to the lower-level problems and, ultimately, reformulate the bilevel problem as a single-level mixed-integer optimization problem. This reformulation incorporates big-M constants, for which we provide valid bounds to ensure computational tractability and solution quality. The computational study conducted allows us to assess, on the one hand, the effectiveness of the proposed reformulation to address the bilevel model and, on the other hand, the impact of the length of the customer preference lists and fixed opening cost for facilities on the computational time and the optimal solution.

MathematicsVol. 12(22)
Universidad de Zaragoza (ES)
Ministerio de Ciencia e Innovación, Gobierno de Aragón, Agencia Estatal de Investigación
Openalex Percentile: Top 34%
Urban and Freight Transport Logistics
0.53
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A Bilevel Approach to the Facility Location Problem with Customer Preferences Under a Mill Pricing Policy — Carmen Galé, Herminia I. Calvete, et al. · Mathematics (2024) | TGRS Research Map | TGRS