Optimizing vehicle routes in a bakery company allowing flexibility in delivery dates

The work addressed in this paper is motivated from a real problem proposed to the authors by a bakery company in Northern Spain. The objective is to minimize the total distance travelled for the daily routes over the week. In order to reduce this total distance, some flexibility in the dates of delivery is introduced. A mixed-integer linear model for the problem is formulated. In addition, a two-phase method based in GRASP and path-relinking metaheuristic strategies is proposed. Computational experiments show that the method performs very well, obtaining high-quality solutions in short computational times. Moreover, when it is applied to real-data-based instances, the obtained solutions considerably reduce transportation costs over the planning horizon.

[1]  Emmanouil E. Zachariadis,et al.  A hybrid metaheuristic algorithm for the vehicle routing problem with simultaneous delivery and pick-up service , 2009, Expert Syst. Appl..

[2]  Fred W. Glover,et al.  Multi-objective Meta-heuristics for the Traveling Salesman Problem with Profits , 2008, J. Math. Model. Algorithms.

[3]  G. Clarke,et al.  Scheduling of Vehicles from a Central Depot to a Number of Delivery Points , 1964 .

[4]  Mauricio G. C. Resende,et al.  Greedy Randomized Adaptive Search Procedures , 1995, J. Glob. Optim..

[5]  Mikael Rönnqvist,et al.  A hybrid method based on linear programming and tabu search for routing of logging trucks , 2009, Comput. Oper. Res..

[6]  John E. Beasley,et al.  Route first--Cluster second methods for vehicle routing , 1983 .

[7]  Riccardo Poli,et al.  New ideas in optimization , 1999 .

[8]  Paolo Toth,et al.  The Vehicle Routing Problem , 2002, SIAM monographs on discrete mathematics and applications.

[9]  Marshall L. Fisher,et al.  A generalized assignment heuristic for vehicle routing , 1981, Networks.

[10]  Kay Chen Tan,et al.  A hybrid multi-objective evolutionary algorithm for solving truck and trailer vehicle routing problems , 2006, Eur. J. Oper. Res..

[11]  Michel Gendreau,et al.  Vehicle Routing Problem with Time Windows, Part I: Route Construction and Local Search Algorithms , 2005, Transp. Sci..

[12]  Joaquín A. Pacheco,et al.  Optimizing the periodic pick-up of raw materials for a manufacturer of auto parts , 2007, Eur. J. Oper. Res..

[13]  Gerrit K. Janssens,et al.  New heuristics for the Fleet Size and Mix Vehicle Routing Problem with Time Windows , 2002, J. Oper. Res. Soc..

[14]  Michal Tzur,et al.  The Period Vehicle Routing Problem and its Extensions , 2008 .

[15]  Angel B. Ruiz,et al.  Solving the Capacitated Location-Routing Problem by a Cooperative Lagrangean Relaxation-Granular Tabu Search Heuristic , 2007, Transp. Sci..

[16]  Yuvraj Gajpal,et al.  Saving-based algorithms for vehicle routing problem with simultaneous pickup and delivery , 2010, J. Oper. Res. Soc..

[17]  Gilbert Laporte,et al.  A unified tabu search heuristic for vehicle routing problems with time windows , 2001, J. Oper. Res. Soc..

[18]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[19]  Luca Maria Gambardella,et al.  MACS-VRPTW: a multiple ant colony system for vehicle routing problems with time windows , 1999 .

[20]  Paolo Toth,et al.  Knapsack Problems: Algorithms and Computer Implementations , 1990 .

[21]  Michel Gendreau,et al.  A Tabu Search Heuristic for the Vehicle Routing Problem with Soft Time Windows , 1997, Transp. Sci..

[22]  M. Resende,et al.  A probabilistic heuristic for a computationally difficult set covering problem , 1989 .

[23]  Gilbert Laporte,et al.  New Insertion and Postoptimization Procedures for the Traveling Salesman Problem , 1992, Oper. Res..

[24]  Marshall L. Fisher,et al.  Optimal Solution of Vehicle Routing Problems Using Minimum K-Trees , 1994, Oper. Res..

[25]  Richard F. Hartl,et al.  A variable neighborhood search heuristic for periodic routing problems , 2009, Eur. J. Oper. Res..

[26]  Panos M. Pardalos,et al.  A new bilevel formulation for the vehicle routing problem and a solution method using a genetic algorithm , 2007, J. Glob. Optim..

[27]  Bruce L. Golden,et al.  The open vehicle routing problem: Algorithms, large-scale test problems, and computational results , 2007, Comput. Oper. Res..

[28]  D. Simchi-Levi,et al.  The Logic of Logistics: Theory, Algorithms, and Applications for Logistics and Supply Chain Management , 1999 .

[29]  Ravindra K. Ahuja,et al.  Network Flows: Theory, Algorithms, and Applications , 1993 .

[30]  Olli Bräysy,et al.  A Reactive Variable Neighborhood Search for the Vehicle-Routing Problem with Time Windows , 2003, INFORMS J. Comput..

[31]  Edward P. K. Tsang,et al.  Guided local search and its application to the traveling salesman problem , 1999, Eur. J. Oper. Res..

[32]  David Pisinger,et al.  A general heuristic for vehicle routing problems , 2007, Comput. Oper. Res..

[33]  Nicos Christofides,et al.  The period routing problem , 1984, Networks.

[34]  Jean-Yves Potvin,et al.  Vehicle Routing , 2009, Encyclopedia of Optimization.

[35]  G. Laporte,et al.  A tabu search heuristic for periodic and multi-depot vehicle routing problems , 1997, Networks.

[36]  David Pisinger,et al.  A unified heuristic for a large class of Vehicle Routing Problems with Backhauls , 2006, Eur. J. Oper. Res..

[37]  Christian Prins,et al.  A simple and effective evolutionary algorithm for the vehicle routing problem , 2004, Comput. Oper. Res..

[38]  Volker Gruhn,et al.  A General Vehicle Routing Problem , 2008, Eur. J. Oper. Res..

[39]  Ali Haghani,et al.  A dynamic vehicle routing problem with time-dependent travel times , 2005, Comput. Oper. Res..

[40]  Saïd Salhi,et al.  A variable neighborhood-based heuristic for the heterogeneous fleet vehicle routing problem , 2009, Eur. J. Oper. Res..

[41]  F. Glover,et al.  Fundamentals of Scatter Search and Path Relinking , 2000 .

[42]  Ibrahim H. Osman,et al.  Metastrategy simulated annealing and tabu search algorithms for the vehicle routing problem , 1993, Ann. Oper. Res..

[43]  Gilbert Laporte,et al.  A Tabu Search Heuristic for the Vehicle Routing Problem , 1991 .

[44]  Jon Jouis Bentley,et al.  Fast Algorithms for Geometric Traveling Salesman Problems , 1992, INFORMS J. Comput..

[45]  Jonathan F. Bard,et al.  A GRASP for the Vehicle Routing Problem with Time Windows , 1995, INFORMS J. Comput..

[46]  Bruce L. Golden,et al.  The vehicle routing problem : latest advances and new challenges , 2008 .

[47]  Gilbert Laporte,et al.  A perturbation metaheuristic for the vehicle routing problem with private fleet and common carriers , 2008, J. Oper. Res. Soc..

[48]  Jean-Yves Potvin A GENETIC APPROACH TO THE VEHICLE ROUTING PROBLEM WITH TIME WINDOWS. , 1993 .

[49]  Robert E. Tarjan,et al.  Fibonacci heaps and their uses in improved network optimization algorithms , 1987, JACM.

[50]  J Potvin,et al.  A tabu search heuristic for the vehicle routing problem with time windows , 1992 .

[51]  Billy E. Gillett,et al.  A Heuristic Algorithm for the Vehicle-Dispatch Problem , 1974, Oper. Res..

[52]  Panos M. Pardalos,et al.  Handbook of applied optimization , 2002 .

[53]  David Simchi-Levi,et al.  The logic of logistics , 1997 .

[54]  Yves Rochat,et al.  Probabilistic diversification and intensification in local search for vehicle routing , 1995, J. Heuristics.

[55]  José Brandão,et al.  A deterministic tabu search algorithm for the fleet size and mix vehicle routing problem , 2009, Eur. J. Oper. Res..

[56]  Emmanouil E. Zachariadis,et al.  A Guided Tabu Search for the Vehicle Routing Problem with two-dimensional loading constraints , 2009, Eur. J. Oper. Res..

[57]  Christos D. Tarantilis,et al.  A flexible adaptive memory-based algorithm for real-life transportation operations: Two case studies from dairy and construction sector , 2007, Eur. J. Oper. Res..

[58]  Olli Bräysy,et al.  Active guided evolution strategies for large-scale vehicle routing problems with time windows , 2005, Comput. Oper. Res..

[59]  Jean-Yves Potvin,et al.  Tabu search with ejection chains for the vehicle routing problem with private fleet and common carrier , 2011, J. Oper. Res. Soc..