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A genetic algorithm for solving a multi-trip vehicle routing problem with time windows and simultaneous pick-up and delivery in a hospital complex

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Published:25 January 2019Publication History

ABSTRACT

This paper addresses the multi-trip vehicle routing problem with time windows and simultaneous pick and delivery, in which a set of hospitals have to be visited by a fleet of homogeneous vehicles. The objective is to minimize the total cost that includes the traveling cost and the fixed cost of using vehicles, without violating temporal and capacity constraints. As for the solving approach, a genetic algorithm based on route-first cluster-second approach and splitting procedure is introduced. Then crossover and mutation operations are deployed to ensure the exploration and the diversity of the population. The proposed approach is tested on a set of instances from the literature.

References

  1. Falkenauer, E. 1996. A hybrid grouping genetic algorithm for bin packing. Journal of Heuristics, 2, 5--30.Google ScholarGoogle ScholarCross RefCross Ref
  2. Wolsey, L. A. 1998. Integer programming. New York: John Wiley & Sons.Google ScholarGoogle Scholar
  3. Beasley, J.E., 1983. Route-first cluster-second methods for vehicle routing. Imperial College of Science and Technology, London, UK Volume 11, Issue 4, Pages 403--408.Google ScholarGoogle Scholar
  4. Prins, C. and Bouchenoua, A. 2004. A memetic algorithm solving the VRP, the CARP, and more general problems with nodes, edges and arcs. Recent Advances in Memetic Algorithms and Related Search Technologies, pp.65--85, Springer, Berlin.Google ScholarGoogle Scholar
  5. Dantzig, G. B. and Ramser, J. H. 1959. The Truck Dispatching Problem. Management Science, Vol. 6, No. 1, pp. 80--91. Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. Dell'Amico, M., Righini, G., Salani, M., 2006. A branch-and-price approach to the vehicle routing problem with simultaneous distribution and collection. Transp. Sci. 40(2), 235--247. Google ScholarGoogle ScholarDigital LibraryDigital Library
  7. Phannikul, T. and Sindhuchao, S. 2010. A customized tabu search for vehicle routing problem with simultaneous pickup and delivery. International Journal of Science and Technology, 15(2), 70--82.Google ScholarGoogle Scholar
  8. Zachariadis, E. E., Tarantilis, C. D., and Kiranoudis, C. T. 2010. An adaptive memory methodology for the vehicle routing problem with simultaneous pick-ups and deliveries. European Journal of Operational Research, 202(2), 401--411.Google ScholarGoogle ScholarCross RefCross Ref
  9. Montané, F. A. T., and Galvao, R. D. 2006. A tabu search algorithm for the vehicle routing problem with simultaneous pick-up and delivery service. Computers & Operations Research, 33(3), 595--619.Google ScholarGoogle ScholarDigital LibraryDigital Library
  10. Kalayci, C. B., and Kaya, C. 2016. An ant colony system empowered variable neighborhood search algorithm for the vehicle routing problem with simultaneous pickup and delivery. Expert Systems with Applications, 66, 163--175. Google ScholarGoogle ScholarDigital LibraryDigital Library
  11. Tasan, A. S., and Gen, M. 2012. A genetic algorithm based approach to vehicle routing problem with simultaneous pick-up and deliveries. Computers & Industrial Engineering, 62(3), 755--761. Google ScholarGoogle ScholarDigital LibraryDigital Library
  12. Angelelli, E., and Mansini, R. 2002. The vehicle routing problem with time windows and simultaneous pick-up and delivery," in Quantitative Approaches to Distribution Logistics and Supply Chain Management, A. Klose, M. Speranza, and L. V. Wassenhove, Eds. Berlin, Germany: Springer, pp. 249--267.Google ScholarGoogle Scholar
  13. Boubahri, L., Addouche, S.A., and Mhamedi, A. E. 2011. Multi-ant colonies algorithms for the VRPSPDTW, in Proc. Int. Conf. Commun. Comput. Control Appl., Hammamet, Tunisia, pp. 1--6.Google ScholarGoogle Scholar
  14. Wang, H.-F. and Chen, Y.Y. 2012. A genetic algorithm for the simultaneous delivery and pickup problems with time window, Comput. Ind. Eng., vol. 62, no. 1, pp. 84--95, Feb. Google ScholarGoogle ScholarDigital LibraryDigital Library
  15. Wang, C., Zhao, F., Mu, D. and Sutherland, J.W. 2013. Simulated annealing for a vehicle routing problem with simultaneous pickup-delivery and time windows, in Advances in Production Management Systems. Sustainable Production and Service Supply Chains. Berlin, Germany: Springer, pp. 170--177.Google ScholarGoogle Scholar
  16. Kassem, S. and Chen, M. 2013. Solving reverse logistics vehicle routing problems with time windows. Int. J. Adv. Manuf. Technol., vol. 68, nos. 1--4, pp. 57--68, 2013.Google ScholarGoogle ScholarCross RefCross Ref
  17. Liu, R., Xie, X., Augusto, V., and Rodriguez, C. 2013 "Heuristic algorithms for a vehicle routing problem with simultaneous delivery and pickup and time windows in home health care. Eur. J. Oper. Res., vol. 230, no. 3, pp. 475--486, Nov.Google ScholarGoogle ScholarCross RefCross Ref
  18. Wang, C., Mu, D., Zhao, F., Sutherland, J.W. 2015. A parallel simulated annealing method for the vehicle routing problem with simultaneous pickup-delivery and time windows. Computers \& Industrial Engineering., Vol. 83, pp. 111--122, Google ScholarGoogle ScholarDigital LibraryDigital Library
  19. Fleischmann, B. 1990. The vehicle routing problem with multiple use of vehicles. Technical report, Fachbereich Wirtschaftswissenschaften, Universität Hamburg.Google ScholarGoogle Scholar
  20. Hernandez, F., Feillet, D., Giroudeau, R., and Naud, O. 2016. Branch-and-price algorithms for the solution of the multi-trip vehicle routing problem with time windows. Eur. J. Oper. Res., vol. 249, no. 2, pp. 551--559, Mar.Google ScholarGoogle ScholarCross RefCross Ref
  21. Olivera, A., and Viera, O. 2007. Adaptive memory programming for the vehicle routing problem with multiple trips. Computers and Operations Research, 34(1), 28--47.Google ScholarGoogle ScholarCross RefCross Ref
  22. Tirkolaee, E.B., Alinaghian, A., Hosseinabadi, A.A.R., Sasi, M.B. and Sangaiah, A.K., 2018. An improved ant colony optimization for the multitrip Capacitated Arc Routing Problem. Comput Electr Eng. ISSN 0045--7906.Google ScholarGoogle Scholar
  23. Cattaruzza, D., Absi, N., Feillet, D., and Vidal, T. 2014. A memetic algorithm for the Multi Trip Vehicle Routing Problem. European Journal of Operational Research, 236(3), 833--848.Google ScholarGoogle ScholarCross RefCross Ref
  24. Holland, J. 1975. Adaptation in natural and artificial systems. University of Michigan Press.Google ScholarGoogle ScholarDigital LibraryDigital Library

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    • Published in

      cover image ACM Other conferences
      ICMLSC '19: Proceedings of the 3rd International Conference on Machine Learning and Soft Computing
      January 2019
      268 pages
      ISBN:9781450366120
      DOI:10.1145/3310986

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      Publication History

      • Published: 25 January 2019

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