Models and Advanced Optimization Algorithms for the Integrated Management of Logistics Operations

In this paper, we describe a set of algorithms regarding real combinatorial optimization problems in the context of transportation of goods. These problems consist in the combination of the vehicle routing problem with the two-dimensional bin-packing problem, which is also known as the vehicle routing problem with two-dimensional loading constraints. We also analyzed two related problems, namely the elementary shortest path problem and the vehicle routing problem with mixed linehaul and backhaul customers. In both problems, two-dimensional loading constraints are explicitly considered. Two column generation based approaches are proposed for the vehicle routing problem with two-dimensional constraints. The elementary shortest path problem with two-dimensional constraints is addressed due to its importance in solving the subproblem of the column generation algorithms. To the best of our knowledge, we contribute with the first approach for this problem, through different constructive strategies to achieve feasible solutions, and a variable neighborhood search algorithm in order to search for improved solutions. In what concerns the vehicle routing problem with mixed linehaul and backhaul customers and two-dimensional loading constraints, different variable neighborhood search algorithms are proposed. All the proposed methods were implemented and experimentally tested. An exhaustive set of computational tests was conducted, using, for this purpose, a large group of benchmark instances. In some cases, a large set of benchmark instances was adapted in order to assess the quality of the proposed models.

[1]  S. Martello,et al.  Exact Solution of the Two-Dimensional Finite Bon Packing Problem , 1998 .

[2]  Cláudio Alves,et al.  An Insertion Heuristic for the Capacitated Vehicle Routing Problem with Loading Constraints and Mixed Linehauls and Backhauls , 2015 .

[3]  Eduardo C. Xavier,et al.  A branch-and-cut approach for the vehicle routing problem with loading constraints , 2016, Expert Syst. Appl..

[4]  Giovanni Righini,et al.  New dynamic programming algorithms for the resource constrained elementary shortest path problem , 2008 .

[5]  Philippe Lacomme,et al.  A multi-start evolutionary local search for the two-dimensional loading capacitated vehicle routing problem , 2011, Comput. Oper. Res..

[6]  Daniele Vigo,et al.  An Exact Approach for the Vehicle Routing Problem with Two-Dimensional Loading Constraints , 2007, Transp. Sci..

[7]  Giovanni Righini,et al.  Symmetry helps: Bounded bi-directional dynamic programming for the elementary shortest path problem with resource constraints , 2006, Discret. Optim..

[8]  Martin W. P. Savelsbergh,et al.  Drive: Dynamic Routing of Independent Vehicles , 1998, Oper. Res..

[9]  Michel Gendreau,et al.  Solving the hub location problem in a star–star network , 2008 .

[10]  Cláudio Alves,et al.  A Branch-and-Price Algorithm for the Vehicle Routing Problem with 2-Dimensional Loading Constraints , 2016, ICCL.

[11]  Michel Gendreau,et al.  An exact algorithm for the elementary shortest path problem with resource constraints: Application to some vehicle routing problems , 2004, Networks.

[12]  Cláudio Alves,et al.  Variable neighborhood search algorithms for pickup and delivery problems with loading constraints , 2017, Electron. Notes Discret. Math..

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

[14]  Cláudio Alves,et al.  Variable Neighborhood Search for the Elementary Shortest Path Problem with Loading Constraints , 2015, ICCSA.

[15]  Gerhart F King,et al.  EXCESS TRAVEL: CAUSES, EXTENT, AND CONSEQUENCES , 1987 .

[16]  George B. Dantzig,et al.  The Truck Dispatching Problem , 1959 .

[17]  Manuel Iori,et al.  Routing problems with loading constraints , 2010 .

[18]  Gerrit K. Janssens,et al.  Capacitated vehicle routing problem with sequence-based pallet loading and axle weight constraints , 2016, EURO J. Transp. Logist..

[19]  Giovanni Righini,et al.  New dynamic programming algorithms for the resource constrained elementary shortest path problem , 2008, Networks.