Fix-and-Relax-Coordination for a multi-period location-allocation problem under uncertainty

A multi-period discrete facility location problem is introduced for a risk neutral strategy with uncertainty in the costs and some of the requirements along the planning horizon. A compact 0-1 formulation for the Deterministic Equivalent Model of the problem under two alternative strategies for the location decisions is presented. Furthermore, a new algorithmic matheuristic, Fix-and-Relax-Coordination, is introduced. This solution scheme is based on a specialization of the Branch-and-Fix Coordination methodology, which exploits the Nonanticipativity Constraints and uses the Twin Node Family concept. The results of an extensive computational experience allow to compare the alternative modeling strategies and assess the effectiveness of the proposed approach versus the plain use of a state-of-the-art MIP solver.

[1]  María Merino,et al.  An algorithmic framework for solving large-scale multistage stochastic mixed 0-1 problems with nonsymmetric scenario trees , 2012, Comput. Oper. Res..

[2]  João C. N. Clímaco,et al.  Dynamic Location Problems with Discrete Expansion and Reduction Sizes of Available Capacities , 2007 .

[3]  Suvrajeet Sen,et al.  A Branch-and-Price Algorithm for Multistage Stochastic Integer Programming with Application to Stochastic Batch-Sizing Problems , 2004, Manag. Sci..

[4]  John R. Current,et al.  Dynamic facility location when the total number of facilities is uncertain: A decision analysis approach , 1998, Eur. J. Oper. Res..

[5]  Gloria Pérez,et al.  An Approach for Strategic Supply Chain Planning under Uncertainty based on Stochastic 0-1 Programming , 2003, J. Glob. Optim..

[6]  Rüdiger Schultz,et al.  A note on second-order stochastic dominance constraints induced by mixed-integer linear recourse , 2011, Math. Program..

[7]  Laureano F. Escudero,et al.  On a stochastic sequencing and scheduling problem , 2007, Comput. Oper. Res..

[8]  Shabbir Ahmed,et al.  A Multi-Stage Stochastic Integer Programming Approach for Capacity Expansion under Uncertainty , 2003, J. Glob. Optim..

[9]  Laureano F. Escudero,et al.  A computational comparison of several formulations for the multi-period incremental service facility location problem , 2010 .

[10]  Gloria Pérez,et al.  Scenario Cluster Decomposition of the Lagrangian dual in two-stage stochastic mixed 0-1 optimization , 2013, Comput. Oper. Res..

[11]  Yolanda Hinojosa,et al.  The Single Period Coverage Facility Location Problem: Lagrangean heuristic and column generation approaches , 2010 .

[12]  Gautam Mitra,et al.  An application of Lagrangian relaxation to a capacity planning problem under uncertainty , 2001, J. Oper. Res. Soc..

[13]  Wallace J. Hopp,et al.  Forecast horizons and dynamic facility location planning , 1993, Ann. Oper. Res..

[14]  Laureano F. Escudero,et al.  Structuring bilateral energy contract portfolios in competitive markets , 2011 .

[15]  R. Wets Stochastic Programs with Fixed Recourse: The Equivalent Deterministic Program , 1974 .

[16]  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..

[17]  Laureano F. Escudero,et al.  On modelling planning under uncertainty in manufacturing , 2007 .

[18]  E. Fernández,et al.  The facility location problem with Bernoulli demands , 2011 .

[19]  Tony J. Van Roy,et al.  A Dual-Based Procedure for Dynamic Facility Location , 1982 .

[20]  Rüdiger Schultz,et al.  A Stochastic Integer Programming Model for Incorporating Day-Ahead Trading of Electricity into Hydro-Thermal Unit Commitment , 2005 .

[21]  Laureano F. Escudero,et al.  On modelling planning under uncertainty in manufacturing (invited article with discussion: Monique Guinard, Gautam Mitra, Francisco Javier Prieto and Andrés Weintraub) , 2007 .

[22]  Laureano F. Escudero,et al.  BFC, A branch-and-fix coordination algorithmic framework for solving some types of stochastic pure and mixed 0-1 programs , 2003, Eur. J. Oper. Res..

[23]  Roger J.-B. Wets,et al.  On the Relation between Stochastic and Deterministic Optimization , 1975 .

[24]  Justo Puerto,et al.  The multi-period incremental service facility location problem , 2009, Comput. Oper. Res..

[25]  R. D. Galvão,et al.  A Lagrangean heuristic for the pk-median dynamic location problem , 1992 .

[26]  Wu Zhang,et al.  On practical resource allocation for production planning and scheduling with period overlapping setups , 1994 .

[27]  Gloria Pérez,et al.  Stochastic Models for Optimizing Immunization Strategies in Fixed-Income Security Portfolios under Some Sources of Uncertainty , 2013 .

[28]  Laureano F. Escudero,et al.  On a Fix-and-Relax Framework for a Class of Project Scheduling Problems , 2005, Ann. Oper. Res..

[29]  Abraham Warszawski,et al.  Multi-Dimensional Location Problems , 1973 .

[30]  Justo Puerto,et al.  A multiperiod two-echelon multicommodity capacitated plant location problem , 2000, Eur. J. Oper. Res..