Solving a capacitated hub location problem

In this paper we address a problem consisting of determining the routes and the hubs to be used in order to send, at minimum cost, a set of commodities from sources to destinations in a given capacitated network. The capacities and costs of the arcs and hubs are given, and the arcs connecting the hubs are not assumed to create a complete graph. We present a mixed integer linear programming formulation and describe two branch-and-cut algorithms based on decomposition techniques. We evaluate and compare these algorithms on instances with up to 25 commodities and 10 potential hubs. One of the contributions of this paper is to show that a Double Benders’ Decomposition approach outperforms the standard Benders’ Decomposition, which has been widely used in recent articles on similar problems. For larger instances we propose a heuristic approach based on a linear programming relaxation of the mixed integer model. The heuristic turns out to be very effective and the results of our computational experiments show that near-optimal solutions can be derived rapidly. 2006 Elsevier B.V. All rights reserved.

[1]  Peiling Wu,et al.  A demand-shifting feasibility algorithm for Benders decomposition , 2003, Eur. J. Oper. Res..

[2]  Michel Minoux,et al.  Exact solution of multicommodity network optimization problems with general step cost functions , 1999, Oper. Res. Lett..

[3]  Pierre Hansen,et al.  Variable Neighborhood Search , 2018, Handbook of Heuristics.

[4]  Bernd Wagner,et al.  HubLocator: an exact solution method for the multiple allocation hub location problem , 2002, Comput. Oper. Res..

[5]  Andreas T. Ernst,et al.  Exact and heuristic algorithms for the uncapacitated multiple allocation p-hub median problem , 1998 .

[6]  Alysson M. Costa A survey on benders decomposition applied to fixed-charge network design problems , 2005, Comput. Oper. Res..

[7]  Di Yuan,et al.  A Lagrangian Heuristic Based Branch-and-Bound Approach for the Capacitated Network Design Problem , 2000, Oper. Res..

[8]  Inmaculada Rodríguez Martín,et al.  Decomposition Approaches for a Capacitated Hub Problem , 2004, IBERAMIA.

[9]  Candace A. Yano,et al.  A decomposition approach for an equipment selection and multiple product routing problem incorporating environmental factors , 2004, Eur. J. Oper. Res..

[10]  Kaj Holmberg,et al.  Exact solution methods for uncapacitated location problems with convex transportation costs , 1999, Eur. J. Oper. Res..

[11]  Pierre Hansen,et al.  Variable neighborhood search: Principles and applications , 1998, Eur. J. Oper. Res..

[12]  Thomas L. Magnanti,et al.  Accelerating Benders Decomposition: Algorithmic Enhancement and Model Selection Criteria , 1981, Oper. Res..

[13]  J. G. Klincewicz,et al.  HUB LOCATION IN BACKBONE/TRIBUTARY NETWORK DESIGN: A REVIEW , 1998 .

[14]  Thomas L. Magnanti,et al.  Network Design and Transportation Planning: Models and Algorithms , 1984, Transp. Sci..

[15]  Alan J. Hoffman,et al.  A generalization of max flow—min cut , 1974, Math. Program..

[16]  Horst W. Hamacher,et al.  Adapting polyhedral properties from facility to hub location problems , 2004, Discret. Appl. Math..

[17]  Jadranka Skorin-Kapov,et al.  HUB NETWORK DESIGN WITH SINGLE AND MULTIPLE ALLOCATION: A COMPUTATIONAL STUDY , 1996 .

[18]  D. Skorin-Kapov,et al.  Tight linear programming relaxations of uncapacitated p-hub median problems , 1996 .

[19]  Francisco Barahona,et al.  Network Design Using Cut Inequalities , 1996, SIAM J. Optim..

[20]  Andreas T. Ernst,et al.  The capacitated multiple allocation hub location problem: Formulations and algorithms , 2000, Eur. J. Oper. Res..

[21]  Thomas L. Magnanti,et al.  Tailoring Benders decomposition for uncapacitated network design , 1986 .

[22]  Varadharajan Sridhar,et al.  Benders-and-cut algorithm for fixed-charge capacitated network design problem , 2000, Eur. J. Oper. Res..

[23]  Laurence A. Wolsey,et al.  Integer and Combinatorial Optimization , 1988 .

[24]  Michel Minoux,et al.  Graphs and Algorithms , 1984 .

[25]  James F. Campbell,et al.  Integer programming formulations of discrete hub location problems , 1994 .

[26]  Jacques F. Benders,et al.  Partitioning procedures for solving mixed-variables programming problems , 2005, Comput. Manag. Sci..