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2019 | OriginalPaper | Chapter

Applying NSGA-II to a Multiple Objective Dial a Ride Problem

Authors : Pedro M. M. Guerreiro, Pedro J. S. Cardoso, Hortênsio C. L. Fernandes

Published in: Computational Science – ICCS 2019

Publisher: Springer International Publishing

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Abstract

In Dial-a-Ride Problem (DARP) customers request from an operator a transportation service from a pick-up to a drop-off place. Depending on the formulation, the problem can address several constraints, being associated with problems such as door-to-door transportation for elderly/disabled people or occasional private drivers. This paper addresses the latter case where a private drivers company transports passengers in a heterogeneous fleet of saloons, estates, people carriers and minibuses. The problem is formulated as a multiple objective DARP which tries to minimize the total distances, the number of empty seats, and the wage differential between the drivers. To solve the problem a Non-dominated Sorting Genetic Algorithm-II is hybridized with a local search. Results for daily scheduling are shown.

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Literature
1.
go back to reference Attanasio, A., Cordeau, J.F., Ghiani, G., Laporte, G.: Parallel tabu search heuristics for the dynamic multi-vehicle dial-a-ride problem. Parallel Comput. 30(3), 377–387 (2004)CrossRef Attanasio, A., Cordeau, J.F., Ghiani, G., Laporte, G.: Parallel tabu search heuristics for the dynamic multi-vehicle dial-a-ride problem. Parallel Comput. 30(3), 377–387 (2004)CrossRef
5.
7.
go back to reference Deb, K.: Multi-objective Optimization Using Evolutionary Algorithms. Wiley, Chichester (2001)MATH Deb, K.: Multi-objective Optimization Using Evolutionary Algorithms. Wiley, Chichester (2001)MATH
8.
go back to reference Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6(2), 182–197 (2002)CrossRef Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6(2), 182–197 (2002)CrossRef
10.
go back to reference Haddadene, S.A., Labadie, N., Prodhon, C.: NSGA-II enhanced with a local search for the vehicle routing problem with time windows and synchronization constraints. IFAC-PapersOnLine 49(12), 1198–1203 (2016)CrossRef Haddadene, S.A., Labadie, N., Prodhon, C.: NSGA-II enhanced with a local search for the vehicle routing problem with time windows and synchronization constraints. IFAC-PapersOnLine 49(12), 1198–1203 (2016)CrossRef
13.
go back to reference Holland, J.: Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor (1975) Holland, J.: Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor (1975)
14.
go back to reference Issaoui, B., Khelifi, L., Zidi, I., Zidi, K., Ghédira, K.: A contribution to the resolution of stochastic dynamic dial a ride problem with NSGA-II. In: 13th International Conference on Hybrid Intelligent Systems (HIS 2013), pp. 54–59 (2013) Issaoui, B., Khelifi, L., Zidi, I., Zidi, K., Ghédira, K.: A contribution to the resolution of stochastic dynamic dial a ride problem with NSGA-II. In: 13th International Conference on Hybrid Intelligent Systems (HIS 2013), pp. 54–59 (2013)
16.
17.
go back to reference Männel, D., Bortfeldt, A.: A hybrid algorithm for the vehicle routing problem with pickup and delivery and three-dimensional loading constraints. Eur. J. Oper. Res. 254(3), 840–858 (2016)MathSciNetCrossRef Männel, D., Bortfeldt, A.: A hybrid algorithm for the vehicle routing problem with pickup and delivery and three-dimensional loading constraints. Eur. J. Oper. Res. 254(3), 840–858 (2016)MathSciNetCrossRef
18.
go back to reference Miettinen, K.: Nonlinear Multiobjective Optimization. Kluwer Academic Publishers, Boston (1999)MATH Miettinen, K.: Nonlinear Multiobjective Optimization. Kluwer Academic Publishers, Boston (1999)MATH
19.
go back to reference Morais, A.C., Torres, L., Dias, T.G., Cardoso, P.J.S., Fernandes, H.: A combined data mining and tabu search approach for single customer dial-a-ride problem. In: 7th International Conference on Metaheuristics and Nature Inspired Computing, Marrakech, Morocco, pp. 121–123, October 2018 Morais, A.C., Torres, L., Dias, T.G., Cardoso, P.J.S., Fernandes, H.: A combined data mining and tabu search approach for single customer dial-a-ride problem. In: 7th International Conference on Metaheuristics and Nature Inspired Computing, Marrakech, Morocco, pp. 121–123, October 2018
20.
22.
go back to reference Parragh, S.N., Doerner, K.F., Hartl, R.F.: A survey on pickup and delivery problems. Journal für Betriebswirtschaft 58(1), 21–51 (2008)CrossRef Parragh, S.N., Doerner, K.F., Hartl, R.F.: A survey on pickup and delivery problems. Journal für Betriebswirtschaft 58(1), 21–51 (2008)CrossRef
23.
go back to reference Qu, Y., Bard, J.F.: A branch-and-price-and-cut algorithm for heterogeneous pickup and delivery problems with configurable vehicle capacity. Transp. Sci. 49(2), 254–270 (2014)CrossRef Qu, Y., Bard, J.F.: A branch-and-price-and-cut algorithm for heterogeneous pickup and delivery problems with configurable vehicle capacity. Transp. Sci. 49(2), 254–270 (2014)CrossRef
25.
go back to reference Ropke, S., Cordeau, J.F., Laporte, G.: Models and branch-and-cut algorithms for pickup and delivery problems with time windows. Networks Int. J. 49(4), 258–272 (2007)MathSciNetMATH Ropke, S., Cordeau, J.F., Laporte, G.: Models and branch-and-cut algorithms for pickup and delivery problems with time windows. Networks Int. J. 49(4), 258–272 (2007)MathSciNetMATH
26.
go back to reference Salhi, S., Imran, A., Wassan, N.A.: The multi-depot vehicle routing problem with heterogeneous vehicle fleet: formulation and a variable neighborhood search implementation. Comput. Oper. Res. 52, 315–325 (2014)MathSciNetCrossRef Salhi, S., Imran, A., Wassan, N.A.: The multi-depot vehicle routing problem with heterogeneous vehicle fleet: formulation and a variable neighborhood search implementation. Comput. Oper. Res. 52, 315–325 (2014)MathSciNetCrossRef
28.
go back to reference Toth, P., Vigo, D.: Vehicle Routing: Problems, Methods, and Applications. SIAM (2014) Toth, P., Vigo, D.: Vehicle Routing: Problems, Methods, and Applications. SIAM (2014)
29.
30.
go back to reference Zitzler, E., Thiele, L.: Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach. IEEE Trans. Evol. Comput. 3(4), 257–271 (1999)CrossRef Zitzler, E., Thiele, L.: Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach. IEEE Trans. Evol. Comput. 3(4), 257–271 (1999)CrossRef
Metadata
Title
Applying NSGA-II to a Multiple Objective Dial a Ride Problem
Authors
Pedro M. M. Guerreiro
Pedro J. S. Cardoso
Hortênsio C. L. Fernandes
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-22750-0_5

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