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A DSS Based on Hybrid Meta-Heuristic ILS-VND for Solving the 1-PDTSP

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Artificial Intelligence and Soft Computing (ICAISC 2015)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 9120))

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Abstract

The one-commodity pickup-and-delivery travelling salesman problem is a well known combinatorial optimization problem applied in numerous practical situations. It consists of a set of customers dispersed on a geographical area and a vehicle with a predefined capacity that must not be exceeded. The vehicle starts from a depot, and should visit each customer only once then end at at the depot. The objective is to minimize the total length of the traveled path way. As the 1-PDTSP is known to be NP-hard, meta-heuristics perform well when generating solutions in a reasonable computation time. In this paper, we propose a hybrid-meta-heuristic Iterated Local search with Variable Neighborhood Descent (ILS-VND). In order to demonstrate the performance of the proposed approach in term of solution quality, we apply it on benchmark instances. Our approach is also applied in a real case on the city of Jendouba in the north west of Tunisia. The results are then highlighted in a cartographic format using Google Maps.

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References

  1. Hernandez-Perez, H., Salazar-Gonzalez, J.J.: Heuristics for the onecommodity pickup-and-delivery travelling salesman problem. Transportation Science 38, 245–255 (2004)

    Article  Google Scholar 

  2. Zhao, F., Li, S., Sun, J., Mei, D.: Genetic algorithm for the one-commodity pickup-and-delivery travelling salesman problem. Computers & Industrial Engineering 56, 1642–1648 (2009)

    Article  Google Scholar 

  3. Puchinger, J., Raidl, G.: Bringing order into the neighborhoods: relaxation guided variable neighborhood search. J. of Heuristics 14, 457–472 (2008)

    Article  Google Scholar 

  4. Hernandez-Perez, H., Rodriguez-Martin, I., Salazar-Gonzalez, J.J.: A hybrid GRASP/VND heuristic for the one-commodity pickup-and-delivery travelling salesman problem. Computers & Operations Research 36, 1639–1645 (2009)

    Article  Google Scholar 

  5. Mladenovic, N., Urosevic, D., Hanafi, S., Ilic, A.: A general variable neighborhood search for the one-commodity pickup-and-delivery travelling salesman problem. European Journal of Operational Research 220, 270–285 (2012)

    Article  MathSciNet  Google Scholar 

  6. Chalasani, P., Motwani, R.: Approximating capacitated routing and delivery problems. SIAM Journal on Computing 28, 2133–2149 (1999)

    Article  MathSciNet  Google Scholar 

  7. Parragh, S.N., Doerner, K.F., Hartl, R.F.: A survey on pickup and delivery problems. Part I: Transportation between customers and depot. Journal fur Betriebswirtschaft 58, 21–51 (2008)

    Google Scholar 

  8. Parragh, S.N., Doerner, K.F., Hartl, R.F.: A survey on pickup and delivery problems. Part II: Transportation between pickup and delivery locations. Journal fur Betriebswirtschaft 58, 81–117 (2008)

    Google Scholar 

  9. Faiz, S., Krichen, S., Inoubli, W.: A DSS based on GIS and Tabu search for solving the CVRP: The Tunisian case. The Egyptian Journal of Remote Sensing and Space Sciences 17, 105–110 (2014)

    Article  Google Scholar 

  10. Geiger, M.J.: On heuristic search for the single machine total weighted tardiness problem- some theoretical insights and their empirical verification. EJOR 207(3), 1235–1243 (2010)

    Article  MathSciNet  Google Scholar 

  11. Talbi, E.-G.: Metaheuristics: From Design to Implementation

    Google Scholar 

  12. Lourenco, H.R., Martin, O., Stutzle, T.: Iterated Local Search, pp. 321–353. Kluwer Academic Publishers, Norwell (2002)

    Google Scholar 

  13. den Besten, M., Stützle, T., Dorigo, M.: Design of iterated local search algorithms: An example application to the single machine total weighted tardiness problem. In: Boers, E.J.W., et al. (eds.) EvoIASP 2001, EvoWorkshops 2001, EvoFlight 2001, EvoSTIM 2001, EvoCOP 2001, and EvoLearn 2001. LNCS, vol. 2037, pp. 441–452. Springer, Heidelberg (2001)

    Chapter  Google Scholar 

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Correspondence to Hiba Yahyaoui .

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Yahyaoui, H., Krichen, S. (2015). A DSS Based on Hybrid Meta-Heuristic ILS-VND for Solving the 1-PDTSP. In: Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L., Zurada, J. (eds) Artificial Intelligence and Soft Computing. ICAISC 2015. Lecture Notes in Computer Science(), vol 9120. Springer, Cham. https://doi.org/10.1007/978-3-319-19369-4_70

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  • DOI: https://doi.org/10.1007/978-3-319-19369-4_70

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-19368-7

  • Online ISBN: 978-3-319-19369-4

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