A VNS-LP algorithm for the robust dynamic maximal covering location problem

This study introduces a robust variant of the well-known dynamic maximal covering location problem (DMCLP) and proposes an integer linear programming formulation of the robust DMCLP. A hybrid approach for solving both deterministic and robust variant of the DMCLP is developed, which is based on hybridization of a Variable neighborhood search and a linear programming technique. The main idea is to split the problem into subproblems and to combine optimal solutions of the obtained subproblems in order to construct solution of the initial problem. The results of the proposed hybrid approach on instances of the deterministic DMCLP are presented and compared with the results of the state-of-the-art approach from the literature and with the results of commercial CPLEX solver. The presented computational analysis shows that the proposed hybrid algorithm outperforms other approaches for the DMCLP. In addition, the algorithm was tested on the instances of the robust variant of DMCLP, and obtained results are discussed in detail.

[1]  Charles S. ReVelle,et al.  The Maximum Availability Location Problem , 1989, Transp. Sci..

[2]  Arkadi Nemirovski,et al.  Robust solutions of Linear Programming problems contaminated with uncertain data , 2000, Math. Program..

[3]  Vladimir Marianov,et al.  Probabilistic, Maximal Covering Location—Allocation Models forCongested Systems , 1998 .

[4]  Allen L. Soyster,et al.  Technical Note - Convex Programming with Set-Inclusive Constraints and Applications to Inexact Linear Programming , 1973, Oper. Res..

[5]  Paolo Toth,et al.  A note on the Bertsimas & Sim algorithm for robust combinatorial optimization problems , 2013, 4OR.

[6]  Kenneth E. Case,et al.  On Covering Problems and the Central Facilities Location Problem , 2010 .

[7]  Richard L. Church,et al.  The maximal covering location problem , 1974 .

[8]  Fernando Ordóñez,et al.  Chapter 11 RAPID DISTRIBUTION OF MEDICAL SUPPLIES , 2005 .

[9]  C. Revelle,et al.  A Lagrangean heuristic for the maximal covering location problem , 1996 .

[10]  Darko Drakulic,et al.  The role of fuzzy sets in improving maximal covering location problem (MCLP) , 2012, 2012 IEEE 10th Jubilee International Symposium on Intelligent Systems and Informatics.

[11]  Melvyn Sim,et al.  Robust discrete optimization and network flows , 2003, Math. Program..

[12]  Antonio Bolufé Röhler,et al.  Matheuristics: Optimization, Simulation and Control , 2009, Hybrid Metaheuristics.

[13]  M. Ball Heuristics based on mathematical programming , 2011 .

[14]  Mohammad Hossein Fazel Zarandi,et al.  The large-scale dynamic maximal covering location problem , 2013, Math. Comput. Model..

[15]  Z. Stanimirović,et al.  Modeling the Emergency Service Network of Police Special Forces Units for High-Risk Law Enforcement Operations , 2014, INFOR Inf. Syst. Oper. Res..

[16]  Arkadi Nemirovski,et al.  Robust solutions of uncertain linear programs , 1999, Oper. Res. Lett..

[17]  Richard L. Church,et al.  SYMPOSIUM ON LOCATION PROBLEMS: IN MEMORY OF LEON COOPER , 1984 .

[18]  Cem Saydam,et al.  A multiperiod set covering location model for dynamic redeployment of ambulances , 2008, Comput. Oper. Res..

[19]  Oded Berman,et al.  The generalized maximal covering location problem , 2002, Comput. Oper. Res..

[20]  A Gerodimos,et al.  Robust Discrete Optimization and its Applications , 1996, J. Oper. Res. Soc..

[21]  Arkadi Nemirovski,et al.  Robust Convex Optimization , 1998, Math. Oper. Res..

[22]  L El Ghaoui,et al.  ROBUST SOLUTIONS TO LEAST-SQUARE PROBLEMS TO UNCERTAIN DATA MATRICES , 1997 .

[23]  Kevin M. Curtin,et al.  Determining Optimal Police Patrol Areas with Maximal Covering and Backup Covering Location Models , 2010 .

[24]  Laurent El Ghaoui,et al.  Robust Solutions to Uncertain Semidefinite Programs , 1998, SIAM J. Optim..

[25]  Mark S. Daskin,et al.  Network and Discrete Location: Models, Algorithms and Applications , 1995 .

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

[27]  Vladimir Marianov,et al.  PROBABILISTIC MAXIMAL COVERING LOCATION-ALLOCATION FOR CONGESTED SYSTEMS , 1998 .

[28]  Günther R. Raidl,et al.  Combining Metaheuristics and Exact Algorithms in Combinatorial Optimization: A Survey and Classification , 2005, IWINAC.

[29]  Laurent El Ghaoui,et al.  Robust Solutions to Least-Squares Problems with Uncertain Data , 1997, SIAM J. Matrix Anal. Appl..

[30]  Melvyn Sim,et al.  The Price of Robustness , 2004, Oper. Res..

[31]  Vittorio Maniezzo,et al.  Matheuristics: Hybridizing Metaheuristics and Mathematical Programming , 2009 .

[32]  Zvi Drezner,et al.  The Maximal Covering Problem with Some Negative Weights , 2009 .

[33]  Roberto Cordone,et al.  The multimode covering location problem , 2016, Comput. Oper. Res..

[34]  A Ben Tal,et al.  ROBUST SOLUTIONS TO UNCERTAIN PROGRAMS , 1999 .

[35]  Luiz Antonio Nogueira Lorena,et al.  A Constructive Genetic Algorithm for the Maximal Covering Location Problem , 2001 .