The capacitated mobile facility location problem

Abstract The capacitated mobile facility location problem (CMFLP) arises in logistics planning of community outreach programs delivered via mobile facilities. It adds capacity restrictions to the mobile facility location problem introduced previously by Demaine et al. (2009), thereby extending the problem to a practical setting. In the problem, one seeks to relocate (or move) a set of existing facilities and assign clients to these facilities while respecting capacities so that the weighted sum of facility movement costs and the client travel costs (each to its assigned facility) is minimized. We provide two integer programming formulations for the CMFLP. The first is on a layered graph, while the second is a set partitioning formulation. We prove that the linear relaxation of the set partitioning formulation provides a tighter lower bound to the CMFLP than the linear relaxation of the layered graph formulation. We then develop a branch-and-price algorithm on the set partitioning formulation. We find that the branch-and-price procedure is particularly effective both in terms of solution quality and running time, when the ratio of the number of clients to the number of facilities is small and the facility capacities are tight. Finally, we present two heuristic approaches for the CMFLP. One is a linear programming rounding heuristic, and the other is based on a natural decomposition of the problem on the layered graph.

[1]  Maria Grazia Speranza,et al.  A heuristic for BILP problems: The Single Source Capacitated Facility Location Problem , 2014, Eur. J. Oper. Res..

[2]  Feng Chu,et al.  A cut-and-solve based algorithm for the single-source capacitated facility location problem , 2012, Eur. J. Oper. Res..

[3]  Zirui Song,et al.  Mobile clinic in Massachusetts associated with cost savings from lowering blood pressure and emergency department use. , 2013, Health affairs.

[4]  H. Kuhn The Hungarian method for the assignment problem , 1955 .

[5]  Martin W. P. Savelsbergh,et al.  A Branch-and-Price Algorithm for the Generalized Assignment Problem , 1997, Oper. Res..

[6]  Halit Üster,et al.  Dynamic-demand capacitated facility location problems with and without relocation , 2011 .

[7]  Olinto César Bassi de Araújo,et al.  Matheuristics for the capacitated p-median problem , 2015, Int. Trans. Oper. Res..

[8]  M. Greenlick,et al.  Determinants of medical care utilization. , 1968, Health services research.

[9]  Karl F. Doerner,et al.  Multicriteria tour planning for mobile healthcare facilities in a developing country , 2007, Eur. J. Oper. Res..

[10]  Reza Zanjirani Farahani,et al.  Facility location dynamics: An overview of classifications and applications , 2012, Comput. Ind. Eng..

[11]  Danny Segev,et al.  Mobile facility location: combinatorial filtering via weighted occupancy , 2014, J. Comb. Optim..

[12]  Mikael Rönnqvist,et al.  An exact method for the two-echelon, single-source, capacitated facility location problem , 2000, Eur. J. Oper. Res..

[13]  Morteza Zadimoghaddam,et al.  Minimizing movement , 2007, SODA '07.

[14]  Nima Anari,et al.  Euclidean movement minimization , 2011, CCCG.

[15]  Maria João Cortinhal,et al.  Upper and lower bounds for the single source capacitated location problem , 2003, Eur. J. Oper. Res..

[16]  Simon Görtz,et al.  A branch-and-price algorithm for the capacitated facility location problem , 2007, Eur. J. Oper. Res..

[17]  Alberto Ceselli,et al.  Combining very large scale and ILP based neighborhoods for a two-level location problem , 2013, Eur. J. Oper. Res..

[18]  Luiz Antonio Nogueira Lorena,et al.  A column generation approach to capacitated p-median problems , 2004, Comput. Oper. Res..

[19]  L. V. Wassenhove,et al.  A survey of algorithms for the generalized assignment problem , 1992 .

[20]  Francisco Saldanha-da-Gama,et al.  Dynamic multi-commodity capacitated facility location: a mathematical modeling framework for strategic supply chain planning , 2006, Comput. Oper. Res..

[21]  Ching-Jung Ting,et al.  Combining Lagrangian heuristic and Ant Colony System to solve the Single Source Capacitated Facility Location Problem , 2008 .

[22]  Di Yuan,et al.  An exact algorithm for the capacitated facility location problems with single sourcing , 1999, Eur. J. Oper. Res..

[23]  André Langevin,et al.  An exact algorithm and a metaheuristic for the multi-vehicle covering tour problem with a constraint on the number of vertices , 2013, Eur. J. Oper. Res..

[24]  I. Dzuba,et al.  Factors affecting utilization of cervical cancer prevention services in low-resource settings. , 2003, Salud publica de Mexico.

[25]  Andreas Klose,et al.  An LP-based heuristic for two-stage capacitated facility location problems , 1999, J. Oper. Res. Soc..

[26]  A. Harries,et al.  Bringing care to the community: expanding access to health care in rural Malawi through mobile health clinics. , 2014, Public health action.

[27]  Alberto Ceselli,et al.  Exactly solving a two-level location problem with modular node capacities , 2012, Networks.

[28]  Mohammad R. Salavatipour,et al.  Minimizing Movement in Mobile Facility Location Problems , 2008, FOCS.

[29]  Jones Jf,et al.  Determinants of medical care utilization: the impact of ecological factors. , 1970 .

[30]  Vedat Verter,et al.  Location of Preventive Health Care Facilities , 2002, Ann. Oper. Res..

[31]  G. Righini,et al.  A branch-and-price algorithm for the capacitated p-median problem , 2005 .

[32]  S. Raghavan,et al.  Local search heuristics for the mobile facility location problem , 2015, Comput. Oper. Res..

[33]  Stefan Nickel,et al.  Multi-Period Facility Location , 2015 .

[34]  Chaitanya Swamy,et al.  Local-Search based Approximation Algorithms for Mobile Facility Location Problems , 2013, SODA.

[35]  Maria Paola Scaparra,et al.  Sloan School of Management Working Paper 4387-02 October 2002 A MULTI-EXCHANGE HEURISTIC FOR THE SINGLE SOURCE CAPACITATED FACILITY LOCATION PROBLEM , 2002 .