Finished-vehicle transporter routing problem solved by loading pattern discovery

This work addresses a new transportation problem in outbound logistics in the automobile industry: the finished-vehicle transporter routing problem (FVTRP). The FVTRP is a practical routing problem with loading constraints, and it assumes that dealers have deterministic demands for finished vehicles that have three-dimensional irregular shapes. The problem solution will identify optimal routes while satisfying demands. In terms of complex packing, finished vehicles are not directly loaded into the spaces of transporters; instead, loading patterns matching finished vehicles with transporters are identified first by mining successful loading records through virtual and manual loading test procedures, such that the packing problem is practically solved with the help of a procedure to discover loading patterns. This work proposes a mixed-integer linear programming (MILP) model for the FVTRP considering loading patterns. As a special class of routing models, the FVTRP is typically difficult to solve within a manageable computing time. Thus, an evolutionary algorithm is designed to solve the FVTRP. Comparisons of the proposed algorithm and a commercial MILP solver demonstrate that the proposed algorithm is more effective in solving medium- and large-scale problems. The proposed scheme for addressing the FVTRP is illustrated with an example and tested with benchmark instances that are derived from well-studied vehicle routing datasets.

[1]  Michel Gendreau,et al.  A Tabu Search Algorithm for a Routing and Container Loading Problem , 2006, Transp. Sci..

[2]  Sunju Park,et al.  On the multi-product packing-delivery problem with a fixed route , 2008 .

[3]  Soundar Kumara,et al.  A market-based approach for dynamic vehicle deployment planning using radio frequency identification (RFID) information , 2010 .

[4]  Eduardo C. Xavier,et al.  Heuristics for two-dimensional knapsack and cutting stock problems with items of irregular shape , 2012, Expert Syst. Appl..

[5]  Andreas Bortfeldt,et al.  A hybrid algorithm for the capacitated vehicle routing problem with three-dimensional loading constraints , 2012, Comput. Oper. Res..

[6]  Marshall L. Fisher,et al.  The Impact of Product Variety on Automobile Assembly Operations: Empirical Evidence and Simulation Analysis , 1999 .

[7]  Chungnan Lee,et al.  Multi-parent extension of partially mapped crossover for combinatorial optimization problems , 2010, Expert Syst. Appl..

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

[9]  Jun Zhang,et al.  A scatter search algorithm for solving vehicle routing problem with loading cost , 2010, Expert Syst. Appl..

[10]  Andrew Lim,et al.  The two-dimensional vector packing problem with piecewise linear cost function $ , 2015 .

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

[12]  Laetitia Vermeulen-Jourdan,et al.  Synergies between operations research and data mining: The emerging use of multi-objective approaches , 2012, Eur. J. Oper. Res..

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

[14]  Michel Gendreau,et al.  Heuristics for multi-attribute vehicle routing problems: A survey and synthesis , 2013, Eur. J. Oper. Res..

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

[16]  Angel A. Juan,et al.  A biased-randomized algorithm for the two-dimensional vehicle routing problem with and without item rotations , 2014, Int. Trans. Oper. Res..

[17]  Reha Uzsoy,et al.  Production, Manufacturing and Logistics Outbound supply chain network design with mode selection, lead times and capacitated vehicle distribution centers , 2005 .

[18]  Stephen C. H. Leung,et al.  Simulated annealing for the vehicle routing problem with two-dimensional loading constraints , 2010 .

[19]  Yaodong Cui,et al.  Sequential heuristic for the two-dimensional bin-packing problem , 2015, Eur. J. Oper. Res..

[20]  Guenther Fuellerer,et al.  Metaheuristics for vehicle routing problems with three-dimensional loading constraints , 2010, Eur. J. Oper. Res..

[21]  Emmanouil E. Zachariadis,et al.  A Hybrid Metaheuristic Algorithm for the Integrated Vehicle Routing and Three-Dimensional Container-Loading Problem , 2009, IEEE Transactions on Intelligent Transportation Systems.

[22]  Sergej Jakovlev,et al.  Outbound supply chain collaboration modelling based on the automotive industry , 2013 .

[23]  Luc Muyldermans,et al.  On the benefits of co-collection: Experiments with a multi-compartment vehicle routing algorithm , 2010, Eur. J. Oper. Res..

[24]  Andrew Lim,et al.  An Adaptive Variable Neighborhood Search for a Heterogeneous Fleet Vehicle Routing Problem with Three-Dimensional Loading Constraints , 2014, IEEE Computational Intelligence Magazine.

[25]  Manuel Iori,et al.  Heuristic and exact algorithms for the multi-pile vehicle routing problem , 2011, OR Spectr..

[26]  John Paul Macduffie,et al.  Product variety and manufacturing performance: evidence from the international automotive assembly plant study , 1996 .

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

[28]  Stephen C. H. Leung,et al.  Extended guided tabu search and a new packing algorithm for the two-dimensional loading vehicle routing problem , 2011, Comput. Oper. Res..

[29]  P. Nieuwenhuis,et al.  Shipping or local production? CO2 impact of a strategic decision: An automotive industry case study , 2012 .

[30]  Emmanouil E. Zachariadis,et al.  The Pallet-Packing Vehicle Routing Problem , 2012, Transp. Sci..

[31]  Christian Prins,et al.  An effective memetic algorithm for the cumulative capacitated vehicle routing problem , 2010, Comput. Oper. Res..

[32]  Luc Muyldermans,et al.  A guided local search procedure for the multi-compartment capacitated arc routing problem , 2010, Comput. Oper. Res..

[33]  Chunyan Miao,et al.  Context-Aware Personal Information Retrieval From Multiple Social Networks , 2014, IEEE Computational Intelligence Magazine.

[34]  Zhi-Hua Hu,et al.  A decision support system for public logistics information service management and optimization , 2014, Decis. Support Syst..

[35]  Guenther Fuellerer,et al.  Ant colony optimization for the two-dimensional loading vehicle routing problem , 2009, Comput. Oper. Res..

[36]  Ibrahim Çapar,et al.  An Integrated Load-Planning Algorithm for Outbound Logistics at Webb Wheel , 2014, Interfaces.

[37]  Daji Ergu,et al.  A Modular-Based Supplier Evaluation Framework: A Comprehensive Data Analysis of ANP Structure , 2014, Int. J. Inf. Technol. Decis. Mak..

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

[39]  Dmitry Ryvkin,et al.  The selection efficiency of tournaments , 2010, Eur. J. Oper. Res..

[40]  Nubia Velasco,et al.  A memetic algorithm for the multi-compartment vehicle routing problem with stochastic demands , 2008, Comput. Oper. Res..

[41]  Michel Gendreau,et al.  An Exact Algorithm for the Two-Dimensional Orthogonal Packing Problem with Unloading Constraints , 2014, Oper. Res..

[42]  Ana Moura,et al.  An integrated approach to the vehicle routing and container loading problems , 2009, OR Spectr..

[43]  Hermann Gehring,et al.  Planning vehicle transhipment in a seaport automobile terminal using a multi-agent system , 2005, Eur. J. Oper. Res..

[44]  Dirk C. Mattfeld,et al.  The allocation of storage space for transshipment in vehicle distribution , 2006, OR Spectr..

[45]  Richard F. Hartl,et al.  Metaheuristics for the vehicle routing problem with loading constraints , 2007 .

[46]  Dirk C. Mattfeld,et al.  Terminal operations management in vehicle transshipment , 2003 .

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

[48]  Joe Miemczyk,et al.  Logistics in the “three‐day car” age , 2002 .