An efficient benders decomposition for the p-median problem

被引:11
作者
Duran-Mateluna, Cristian [1 ,2 ,3 ]
Ales, Zacharie [1 ,2 ]
Elloumi, Sourour [1 ,2 ]
机构
[1] Inst Polytech Paris, UMA, ENSTA Paris, F-91120 Palaiseau, France
[2] CEDRIC, Conservatoire Natl Arts & Metiers, F-75003 Paris, France
[3] Univ Santiago Chile, Ind Engn Dept, PDSPS, Santiago 9160000, Chile
关键词
Location; p-Median problem; Benders decomposition; Integer programming formulation; Polynomial separation algorithm; LOCATION-PROBLEMS; ALGORITHM;
D O I
10.1016/j.ejor.2022.11.033
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The p-median problem is a classic discrete location problem with numerous applications. It aims to open p sites while minimizing the sum of the distances of each client to its nearest open site. We study a Benders decomposition of the most efficient formulation in the literature. We show that the Benders cuts can be separated in linear time. The Benders reformulation leads to a compact formulation for the p-median problem. We implement a two-phase Benders decomposition algorithm that outperforms state-of-the-art methods on benchmark instances by an order of magnitude and allows to exactly solve for the first time several instances among which are large TSP instances and BIRCH instances. We also show that our implementation easily applies to the uncapacitated facility location problem.(c) 2022 Elsevier B.V. All rights reserved.
引用
收藏
页码:84 / 96
页数:13
相关论文
共 36 条
[1]   Reliable p-median facility location problem: two-stage robust models and algorithms [J].
An, Yu ;
Zeng, Bo ;
Zhang, Yu ;
Zhao, Long .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2014, 64 :54-72
[2]   Computational study of large-scale p-Median problems [J].
Avella, Pasquale ;
Sassano, Antonio ;
Vasil'ev, Igor .
MATHEMATICAL PROGRAMMING, 2007, 109 (01) :89-114
[3]   An aggregation heuristic for large scale p-median problem [J].
Avella, Pasquale ;
Boccia, Maurizio ;
Salerno, Saverio ;
Vasilyev, Igor .
COMPUTERS & OPERATIONS RESEARCH, 2012, 39 (07) :1625-1632
[4]   Metaheuristic applications on discrete facility location problems: a survey [J].
Basu S. ;
Sharma M. ;
Ghosh P.S. .
OPSEARCH, 2015, 52 (3) :530-561
[5]   OR-LIBRARY - DISTRIBUTING TEST PROBLEMS BY ELECTRONIC MAIL [J].
BEASLEY, JE .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1990, 41 (11) :1069-1072
[6]   Partitioning procedures for solving mixed-variables programming problems [J].
Benders, J. F. .
COMPUTATIONAL MANAGEMENT SCIENCE, 2005, 2 (01) :3-19
[7]   The optimal diversity management problem [J].
Briant, O ;
Naddef, D .
OPERATIONS RESEARCH, 2004, 52 (04) :515-526
[8]   Benders decomposition for very large scale partial set covering and maximal covering location problems [J].
Cordeau, Jean-Francois ;
Furini, Fabio ;
Ljubic, Ivana .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2019, 275 (03) :882-896
[9]   A CANONICAL REPRESENTATION OF SIMPLE PLANT LOCATION-PROBLEMS AND ITS APPLICATIONS [J].
CORNUEJOLS, G ;
NEMHAUSER, GL ;
WOLSEY, LA .
SIAM JOURNAL ON ALGEBRAIC AND DISCRETE METHODS, 1980, 1 (03) :261-272
[10]  
Elloumi S., 2010, ELECT NOTES DISCRETE, V36, P455, DOI [10.1016/j.endm.2010.05.058, DOI 10.1016/J.ENDM.2010.05.058]