A location-routing problem model with multiple periods and fuzzy demands

This paper puts forward a dynamic capacitated location-routing problem with fuzzy demands (DCLRP-FD). It is given on input a set of identical vehicles (each having a capacity, a fixed cost and availability level), a set of depots with restricted capacities and opening costs, a set of customers with fuzzy demands, and a planning horizon with multiple periods. The problem consists of determining the depots to be opened only in the first period of the planning horizon, the customers and the vehicles to be assigned to each opened depot, and performing the routes that may be changed in each time period due to fuzzy demands. A fuzzy chance-constrained programming (FCCP) model has been designed using credibility theory and a hybrid heuristic algorithm with four phases is presented in order to solve the problem. To obtain the best value of the fuzzy parameters of the model and show the influence of the availability level of vehicles on final solution, some computational experiments are carried out. The validity of the model is then evaluated in contrast with CLRP-FD’s models in the literature. The results indicate that the model and the proposed algorithm are robust and could be used in real world problems.

[1]  Saïd Salhi,et al.  Location-routing: Issues, models and methods , 2007, Eur. J. Oper. Res..

[2]  Seyed Hossein Hashemi Doulabi,et al.  Lower and upper bounds for location-arc routing problems with vehicle capacity constraints , 2013, Eur. J. Oper. Res..

[3]  Caroline Prodhon,et al.  A hybrid evolutionary algorithm for the periodic location-routing problem , 2011, Eur. J. Oper. Res..

[4]  Mehdi Ghazanfari,et al.  A hybrid simulated annealing based heuristic for solving the location-routing problem with fuzzy demands , 2013 .

[5]  Baoding Liu Uncertainty Theory: An Introduction to its Axiomatic Foundations , 2004 .

[6]  Mingyong Lai,et al.  A hybrid differential evolution algorithm to vehicle routing problem with fuzzy demands , 2009, J. Comput. Appl. Math..

[7]  Maria Grazia Scutellà,et al.  Distribution network design: New problems and related models , 2005, Eur. J. Oper. Res..

[8]  Saïd Salhi,et al.  A hierarchical algorithm for the planar single-facility location routing problem , 2012, Comput. Oper. Res..

[9]  Gilbert Laporte,et al.  Heuristic and lower bound for a stochastic location-routing problem , 2007, Eur. J. Oper. Res..

[10]  William J. Guerrero,et al.  Hybrid heuristic for the inventory location-routing problem with deterministic demand , 2013 .

[11]  José Pinto Paixão,et al.  Using clustering analysis in a capacitated location-routing problem , 2007, Eur. J. Oper. Res..

[12]  Stefan Nickel,et al.  Multiperiod Location-Routing with Decoupled Time Scales , 2012, Eur. J. Oper. Res..

[13]  Yahia Zare Mehrjerdi,et al.  Using greedy clustering method to solve capacitated location-routing problem with fuzzy demands , 2013, Eur. J. Oper. Res..

[14]  Paolo Toth,et al.  A two-phase hybrid heuristic algorithm for the capacitated location-routing problem , 2013, Comput. Oper. Res..

[15]  Christian Prins,et al.  Solving the capacitated location-routing problem by a GRASP complemented by a learning process and a path relinking , 2006, 4OR.

[16]  Beatriz Sousa Santos,et al.  Location-arc routing problem: Heuristic approaches and test instances , 2014, Comput. Oper. Res..

[17]  Gilbert Laporte,et al.  Location routing problems , 1987 .

[18]  Mingyong Lai,et al.  The open vehicle routing problem with fuzzy demands , 2010, Expert Syst. Appl..

[19]  Said Salhi,et al.  The effect of ignoring routes when locating depots , 1989 .

[20]  Ching-Jung Ting,et al.  A multiple ant colony optimization algorithm for the capacitated location routing problem , 2013 .

[21]  Ismail Karaoglan,et al.  A branch and cut algorithm for the location-routing problem with simultaneous pickup and delivery , 2011, Eur. J. Oper. Res..

[22]  G Laporte,et al.  LOCATION-ROUTING PROBLEMS. VEHICLE ROUTING: METHODS AND STUDIES. STUDIES IN MANAGEMENT SCIENCE AND SYSTEMS - VOLUME 16 , 1988 .

[23]  José-Manuel Belenguer,et al.  A Branch and Cut method for the Capacitated Location-Routing Problem , 2006, 2006 International Conference on Service Systems and Service Management.

[24]  Mohammad Hossein Fazel Zarandi,et al.  Capacitated location-routing problem with time windows under uncertainty , 2013, Knowl. Based Syst..

[25]  A. Bonaert Introduction to the theory of Fuzzy subsets , 1977, Proceedings of the IEEE.

[26]  L. Zadeh Fuzzy sets as a basis for a theory of possibility , 1999 .

[27]  Hokey Min,et al.  Combined location-routing problems: A synthesis and future research directions , 1998, Eur. J. Oper. Res..

[28]  Bassem Jarboui,et al.  Genetic algorithm with iterated local search for solving a location-routing problem , 2012, Expert Syst. Appl..

[29]  Roberto Montemanni,et al.  Coupling ant colony systems with strong local searches , 2012, Eur. J. Oper. Res..

[30]  Marco Dorigo,et al.  Ant system: optimization by a colony of cooperating agents , 1996, IEEE Trans. Syst. Man Cybern. Part B.

[31]  Walter J. Gutjahr,et al.  A math-heuristic for the warehouse location-routing problem in disaster relief , 2014, Comput. Oper. Res..

[32]  Laura I. Burke,et al.  A two-phase tabu search approach to the location routing problem , 1999, Eur. J. Oper. Res..

[33]  Mohammad Hossein Fazel Zarandi,et al.  The multi-depot capacitated location-routing problem with fuzzy travel times , 2011, Expert Syst. Appl..

[34]  Nenad Mladenovic,et al.  Variable neighborhood search for location routing , 2013, Comput. Oper. Res..

[35]  Said Salhi,et al.  Consistency and Robustness in Location-Routing , 1999 .

[36]  Pierre Dejax,et al.  DYNAMIC LOCATION-ROUTING PROBLEMS , 1988 .

[37]  Gilbert Laporte,et al.  Models and exact solutions for a class of stochastic location-routing problems , 1987 .

[38]  Rafael Caballero,et al.  Solving a bi-objective Transportation Location Routing Problem by metaheuristic algorithms , 2014, Eur. J. Oper. Res..

[39]  G Nagy,et al.  LOCATION–ROUTING, ISSUES, MODELS, AND METHODS: A REVIEW , 2007 .

[40]  A. Kaufman,et al.  Introduction to the Theory of Fuzzy Subsets. , 1977 .