Multi Objective Vehicle Routing Problem: A Survey
Author : Sandhya and Rajeev GoelVolume 7 No.3 October-December 2018 pp 1-6
Abstract
In the last decades, a lot of research has been done on Multi Objective Vehicle Routing due to its rich real life applications. However, the related literature is yet not being summarized anywhere. This paper presents a broad survey on the considered problem. This paper broadly presents the objectives considered, approaches used to solve multi objective vehicle routing problem. Finally, the survey classifies the main features of recently published literature and also provides some future directions in the considered field.
Keywords
Vehicle Routing Problem, Multi objective VRP, Evolutionary Algorithms, Combinatorial Optimization, Discrete Optimization
Full Text:
References
[1] N. Riquelme, C. Von Lücken and B. Baran, “Performance metrics in multi-objective optimization”, Computing Conference (CLEI), 2015 Latin American, IEEE, pp. 1-11, 2015.
[2] B. Ombuki, B. J. Ross and F. Hanshar, “Multi-objective genetic algorithms for vehicle routing problem with time windows”, Applied Intelligence, Vol. 24, No. 1, pp. 17-30, 2006.
[3] N. Jozefowiez, F. Semet and E. G. Talbi, “Multi-objective vehicle routing problems”, European journal of operational research,, Vol. 189, No. 2, pp. 293-309, 2008.
[4] P. Pellegrini, D. Favaretto and E. Moretti, “Multiple ant colony optimization for a rich vehicle routing problem: a case study”, International Conference on Knowledge-Based and Intelligent Information and Engineering Systems. Springer Berlin Heidelberg, pp. 627-634, 2007.
[5] K. C. Tan, C. Y. Cheong and C. K. Goh, “Solving multiobjective vehicle routing problem with stochastic demand via evolutionary computation”, European Journal of operational research, Vol. 177, No. 2, pp. 813-839, 2007.
[6] A. Garcia-Najera and J. A. Bullinaria, “An improved multi-objective evolutionary algorithm for the vehicle routing problem with time windows”, Computers & Operations Research, Vol.38, No. 1, pp. 287-300, 2011.
[7] A. M. Benjamin and J. E. Beasley, “Metaheuristics for the waste collection vehicle routing problem with time windows, driver rest period and multiple disposal facilities”, Computers & Operations Research, Vol. 37, No. 12, pp. 2270-2280, 2010.
[8] K. Ghoseiri and S. F. Ghannadpour, “Multi-objective vehicle routing problem with time windows using goal programming and genetic algorithm”, Applied Soft Computing, Vol. 10, No. 4, pp. 1096-1107, 2010.
[9] R. Gupta, B. Singh and D. Pandey, “Multi-objective fuzzy vehicle routing problem: a case study”, Int. J. Contemp. Math. Sciences, Vol.5, No. 29, pp. 1439-1454,2010.
[10] J. Castro-Gutierrez, D. Landa Silva and J. M. Pérez, “Nature of real-world multi-objective vehicle routing with evolutionary algorithms”, Systems, Man and Cybernetics (SMC), 2011 IEEE International Conference on. IEEE, pp. 257-264, 2011.
[11] R. Chevrier, A. Liefooghe, L. Jourdan and C. Dhaenens, “Solving a dial-a-ride problem with a hybrid evolutionary multi-objective approach: Application to demand responsive transport”, Applied Soft Computing, Vol.12, No. 4, pp. 1247-1258, 2012.
[12] W. Zhou, T. Song, F. He and X. Liu, “Multiobjective vehicle routing problem with route balance based on genetic algorithm”, Discrete Dynamics in Nature and Society, 2013.
[13] R. BañOs, J. Ortega, C. Gil, A. L. MáRquez and F. De Toro, “A hybrid meta-heuristic for multi-objective vehicle routing problems with time windows”, Computers & Industrial Engineering, Vol. 65, No. 2, pp. 286-296, 2013.
[14] R. Ayadi and Y. Benadada, “Memetic Algorithm for a Multi-Objective Vehicle Routing Problem with Multiple Trips”, IJCSA, Vol. 10, No. 2, pp. 72-91, 2013.
[15] S. Zou, J. Li and X. Li, “A Hybrid Particle Swarm Optimization Algorithm for Multi-Objective Pickup and Delivery Problem with Time Windows”, JCP, Vol. 8, No. 10, pp. 2583-2589, 2013.
[16] B. Melián-Batista, A. De Santiago, F. AngelBello and A. Alvarez, “A bi-objective vehicle routing problem with time windows: A real case in Tenerife”, Applied Soft Computing, Vol. 17, pp. 140-152, 2017.
[17] A. Garcia-Najera and J. A. Bullinaria, “Optimizing delivery time in multi-objective vehicle routing problems with time windows”, International Conference on Parallel Problem Solving from Nature. Springer, Berlin Heidelberg, pp. 51-60, 2010.
[18] S. F.Ghannadpour, S. Noori, R. Tavakkoli-Moghaddam and K. Ghoseiri, “A multi-objective dynamic vehicle routing problem with fuzzy time windows: Model, solution and application”, Applied Soft Computing, Vol. 14b, No. 1, pp. 504-527, 2014.
[19] T. C. Chiang and W. H. Hsu, “A knowledge-based evolutionary algorithm for the multi objective vehicle routing problem with time windows”, Computers & Operations Research, Vol. 45, pp. 25-37, 2014.
[20] Y. Zhou and J. Wang, “A local search-based multi objective optimization algorithm for multi objective vehicle routing problemwith time windows”, IEEE Systems Journal, Vol. 9, No. 3, pp. 1100-1113, 2015.
[21] O. Kaiwartya, S. Kumar, D. K. Lobiyal, P. K. Tiwari, A.H. Abdullah and A. N. Hassan “Multiobjective dynamic vehicle routing problem and time seed based solution using particle swarm optimization”, Journal of Sensors, 2015.
[22] Y. Qi, Z. Hou, H. Li, J. Huang and X. Li, “A decomposition based memetic algorithm for multi-objective vehicle routing problem with time windows”, Computers & Operations Research, Vol. 62, pp. 61-77, 2015.
[23] J. Chávez, J. Escobar and M. Echeverri, “A multi-objective Pareto ant colony algorithm for the Multi-Depot Vehicle Routing problem with Backhauls”, International Journal of Industrial Engineering Computations, Vol.7, No. 1, pp. 35, 2016.
[24] R. Goel and R. Maini, “Vehicle routing problem and its solution methodologies: a survey”, International Journal of Logistics Systems and Management, Vol. 28, No. 4, pp. 419-435, 2017.
[25] N. Jozefowiez and E.G.Talbi, “From single-objective to multi-objective vehicle routing problems: Motivations, case studies and methods”, The vehicle routing problem: Latest advances and new challenges. Springer, Boston, MA, pp. 445-471, 2008.
[26] B. L. Golden, S. Raghavan and E. A. Wasil, eds, “The vehicle routing problem: latest advances and new challenges”, Springer Science & Business Media, Vol. 43, 2008.
[27] J. Wang, Y. Zhou , Y. Wang, J. Zhang, C. P. Chen , Z. Zheng, “Multiobjective vehicle routing problems with simultaneous delivery and pickup and time windows: formulation, instances and algorithms”, IEEE Transactions on Cybernetics, Vol. 46, No. 3, pp. 582-594, 2016.