Optimization and Machine Learning. Patrick Siarry

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Optimization and Machine Learning - Patrick Siarry


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      Bortfeldt, A. (2012). A hybrid algorithm for the capacitated vehicle routing problem with three-dimensional loading constraints. Computers & Operations Research, 39(9), 2248–2257.

      Bortfeldt, A. and Homberger, J. (2013). Packing first, routing second: A heuristic for the vehicle routing and loading problem. Computers & Operations Research, 40(3), 873–885.

      Bortfeldt, A., Hahn, T., Mannel, D., Monch, L. (2015). Hybrid algorithms for the vehicle routing problem with clustered backhauls and 3D loading constraints. European Journal of Operational Research, 243, 82–96.

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      Guimarans, D., Dominguez, O., Panadero, J., Juan, A.A. (2018). A simheuristic approach for the two-dimensional vehicle routing problem with stochastic travel times. Simulation Modelling Practice and Theory, 89, 1–14.

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      Junqueira, L., Oliveira, J.F., Carravilla, M.A., Morabito, R. (2013). An optimization model for the vehicle routing problem with practical three-dimensional loading constraints. International Transactions in Operational Research, 20(5), 645–666.

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      Koch, H., Bortfeldt, A., Wascher, G. (2018). A hybrid algorithm for the vehicle routing problem with backhauls, time windows and three-dimensional loading constraints. OR Spectrum, 40, 1029–1075.

      Koch, H., Schlogell, M., Bortfeldt, A. (2020). A hybrid algorithm for the vehicle routing problem with three-dimensional loading constraints and mixed backhauls. Journal of Scheduling, 23(1), 71–93.

      Leung, S., Zhou, X., Zhang, D., Zheng, J. (2011). Extended guided Tabu search and a new packing algorithm for the two-dimensional loading vehicle routing problem. Computers & Operations Research, 38(1), 205–215.

      Leung, S., Zhang, Z., Zhang, D., Hua, X., Lim, M. (2013). A meta-heuristic algorithm for heterogeneous fleet vehicle routing problems with two-dimensional loading constraints. Computers & Operations Research, 225, 199–210.

      Li, X., Yuan, M., Chen, D., Yao, J., Zeng, J. (2018). A data-driven three-layer algorithm for split delivery vehicle routing problem with 3D container loading constraint. In Proceedings of the KDD’18: The 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. ACM, London.

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      Mannel, D. and Bortfeldt, A. (2016). A hybrid algorithm for the vehicle routing problem with pickup and delivery and three-dimensional loading constraints. European Journal of Operational Research, 254(3), 840–858.

      Massen, F., Deville, Y., Van Hentenryck, P. (2012). Pheromone-based heuristic column generation for vehicle routing problems with black box feasibility. In International Conference on Integration of Artificial Intelligence (AI) and Operations Research (OR) Techniques in Constraint Programming. Springer, Heidelberg.

      Miao, L., Ruan, Q., Woghiren, K., Ruo, Q. (2012). A hybrid genetic algorithm for the vehicle routing problem with three-dimensional loading constraints. RAIRO-Operations Research – Recherche Opérationnelle, 46(1), 63–82.

      Moura, A. (2008). A multi-objective genetic algorithm for the vehicle routing with time windows and loading problem. In Intelligent Decision Support, Bortfeldt, D.A., Homberger, P.D.J., Kopfer, P.D.H., Pankratz, G., Strangmeier, D.R. (eds). Gabler, Wiesbaden.

      Moura, A. (2019). A model-based heuristic to the vehicle routing and loading problem. International Transactions in Operational Research, 26(3), 888–907.

      Moura, A. and Oliveira, J.F. (2009). An integrated approach to the vehicle routing and container loading problems. OR Spectrum,


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