Multi-objective optimisation models for the travelling salesman problem with horizontal cooperation

This paper considers a horizontal logistics cooperation in which multiple companies jointly solve their logistics optimisation problem. To capture the individual partner interests in the logistics optimisation model, we allow each individual partner to set its own set of objectives. In such a situation, the question arises whether only these individual partner objectives should be considered during the optimisation of the collaborative optimisation problem (the partner efficiency approach), or whether a set of coalition objectives should be defined first (the coalition efficiency approach). This paper investigates the merits and drawbacks of both approaches by applying them to a collaborative variant of the well-known travelling salesman problem with soft time windows (coltspstw). Our results confirm that, even in a situation in which each partner has multiple, possibly conflicting objectives, joining a horizontal logistics coalition can be beneficial for all partners. We further conclude that the coalition efficiency approach is able to find good quality solutions with less calculation time, but lacks robustness. The partner efficiency approach, on the other hand, is able to provide the decision maker with a better Pareto front approximation for the individual partner interest, at the expense of a higher complexity.

[1]  Feng Yang,et al.  Collaborative distribution between two logistics service providers , 2016, Int. Trans. Oper. Res..

[2]  Xin Wang,et al.  Rolling horizon planning for a dynamic collaborative routing problem with full-truckload pickup and delivery requests , 2015 .

[3]  Kris Braekers,et al.  The vehicle routing problem: State of the art classification and review , 2016, Comput. Ind. Eng..

[4]  Carl Marcus Wallenburg,et al.  Alike or not? Partner similarity and its outcome in horizontal cooperations between logistics service providers , 2013, Logist. Res..

[5]  Jairo R. Montoya-Torres,et al.  A literature review on the vehicle routing problem with multiple , 2014 .

[6]  Mikael Rönnqvist,et al.  Constructive and blocking power in collaborative transportation , 2016, OR Spectr..

[7]  Sebastián Lozano,et al.  Analysis of the synergies of merging multi-company transportation needs , 2014 .

[8]  Gerrit K. Janssens,et al.  Analysis of collaborative savings and cost allocation techniques for the cooperative carrier facility location problem , 2016, J. Oper. Res. Soc..

[9]  James H. Lambert,et al.  A Methodology for , 2000 .

[10]  Marc Salomon,et al.  Joint Route Planning Under Varying Market Conditions , 2006 .

[11]  Gilbert Laporte,et al.  Horizontal cooperation among freight carriers: request allocation and profit sharing , 2008, J. Oper. Res. Soc..

[12]  Christof Defryn,et al.  Gain Sharing in Horizontal Logistic Co-operation: A Case Study in the Fresh Fruit and Vegetables Sector , 2016 .

[13]  Kenneth Sörensen,et al.  Integration of the cost allocation in the optimization of collaborative bundling , 2014 .

[14]  H. Rudnick,et al.  Transmission Cost Allocation by Cooperative Games and Coalition Formation , 2002, IEEE Power Engineering Review.

[15]  Wilfried Sihn,et al.  Structural concepts for horizontal cooperation to increase efficiency in logistics , 2011 .

[16]  Alf Kimms,et al.  Core-based cost allocation in the cooperative traveling salesman problem , 2016, Eur. J. Oper. Res..

[17]  Christian Bierwirth,et al.  Solutions to the request reassignment problem in collaborative carrier networks , 2010 .

[18]  Yong Wang,et al.  Profit distribution in collaborative multiple centers vehicle routing problem , 2017 .

[19]  Kenneth Sörensen,et al.  Measuring and rewarding flexibility in collaborative distribution, including two-partner coalitions , 2014, Eur. J. Oper. Res..

[20]  Xiaolei Ma,et al.  A Methodology to Exploit Profit Allocation in Logistics Joint Distribution Network Optimization , 2015 .

[21]  W. Dullaert,et al.  Horizontal Cooperation in Transport and Logistics: A Literature Review , 2007, Transportation Journal.

[22]  Jacques Desrosiers,et al.  An Optimal Algorithm for the Traveling Salesman Problem with Time Windows , 1991, Oper. Res..

[23]  Xin Wang,et al.  Collaborative transportation planning of less-than-truckload freight , 2014, OR Spectr..

[24]  Mikael Rönnqvist,et al.  Potential savings and cost allocations for forest fuel transportation in Sweden: A country-wide study , 2015 .

[25]  L. S. Shapley,et al.  17. A Value for n-Person Games , 1953 .

[26]  Francesco Pomponi,et al.  Trust development and horizontal collaboration in logistics: a theory based evolutionary framework , 2015 .

[27]  Gary B. Lamont,et al.  Multiobjective Evolutionary Algorithms: Analyzing the State-of-the-Art , 2000, Evolutionary Computation.

[28]  Fabien Lehuédé,et al.  Multi-directional local search for the leximax-VRP , 2018 .

[29]  Christof Defryn,et al.  The selective vehicle routing problem in a collaborative environment , 2016, Eur. J. Oper. Res..

[30]  Ulrich Derigs,et al.  Cooperative planning in express carrier networks - An empirical study on the effectiveness of a real-time Decision Support System , 2011, Decis. Support Syst..

[31]  Yiping Feng,et al.  Request selection and exchange approach for carrier collaboration based on auction of a single request , 2015 .

[32]  Sebastián Lozano,et al.  Cooperative game theory approach to allocating benefits of horizontal cooperation , 2013, Eur. J. Oper. Res..

[33]  S. Verstrepen,et al.  Horizontal logistics collaboration: decreasing costs through flexibility and an adequate cost allocation strategy , 2014 .

[34]  Tom Van Woensel,et al.  A competitive solution for cooperative truckload delivery , 2016, OR Spectr..

[35]  Angel A. Juan,et al.  Horizontal Cooperation in Vehicle Routing Problems with Backhauling and Environmental Criteria , 2014 .

[36]  K. Smith‐Miles,et al.  Assessing partnership savings in horizontal cooperation by planning linked deliveries , 2014 .

[37]  Christof Defryn Models for operational optimisation in a horizontal logistic cooperation: gain sharing, incentives and multi-level objectives , 2017 .

[38]  Hugh Rudnick,et al.  Transmission cost allocation by cooperative games and coalition formation , 2002 .

[39]  Angel A. Juan,et al.  Horizontal cooperation in road transportation: a case illustrating savings in distances and greenhouse gas emissions , 2015, Int. Trans. Oper. Res..