An efficient meta-heuristic algorithm for solving capacitated vehicle routing problem

作者: Alfian Faiz , Subiyanto Subiyanto , Ulfah Mediaty Arief

DOI: 10.26555/IJAIN.V4I3.244

关键词: ComputationMeta heuristicHeuristicsVariable neighborhood searchPerturbation (astronomy)MetaheuristicVehicle routing problemComputer scienceAlgorithmLocal optimum

摘要: This work aims to develop an enhanced Perturbation based Variable Neighborhood Search with Adaptive Selection Mechanism (PVNS ASM) to solve the capacitated vehicle routing problem (CVRP). This approach combined Perturbation based Variable Neighborhood Search (PVNS) with Adaptive Selection Mechanism (ASM) to control perturbation scheme. Instead of stochastic approach, selection of perturbation scheme used in the algorithm employed an empirical selection based on success rate of each perturbation scheme along the search. The ASM helped algorithm to get more diversification degree and jumping from local optimum condition using most successful perturbation scheme empirically in the search process. A comparative analysis with existing heuristics in the literature has been performed on 21 CVRP benchmarks. The computational results proof that the developed method is competitive and very efficient in achieving high quality solution within reasonable computation time.

参考文章(49)
Burak Eksioglu, Arif Volkan Vural, Arnold Reisman, Survey: The vehicle routing problem: A taxonomic review Computers & Industrial Engineering. ,vol. 57, pp. 1472- 1483 ,(2009) , 10.1016/J.CIE.2009.05.009
A Corberan, E Benavent, J M Belenguer, P Augerat, G Rinaldi, D Naddef, Computational results with a branch and cut code for the capacitated vehicle routing problem Research Report Series of IASI-CNR, Rome, Italy (ISSN: 1128-3378). ,vol. 495, ,(1998)
Caroline Prodhon, Christian Prins, A survey of recent research on location-routing problems European Journal of Operational Research. ,vol. 238, pp. 1- 17 ,(2014) , 10.1016/J.EJOR.2014.01.005
Milan Stanojević, Bogdana Stanojević, Mirko Vujošević, Enhanced savings calculation and its applications for solving capacitated vehicle routing problem Applied Mathematics and Computation. ,vol. 219, pp. 10302- 10312 ,(2013) , 10.1016/J.AMC.2013.04.002
Fermín Alfredo Tang Montané, Roberto Diéguez Galvão, A tabu search algorithm for the vehicle routing problem with simultaneous pick-up and delivery service Computers & Operations Research. ,vol. 33, pp. 595- 619 ,(2006) , 10.1016/J.COR.2004.07.009
İ K Altınel, T Öncan, A new enhancement of the Clarke and wright savings heuristic for the capacitated vehicle routing problem Journal of the Operational Research Society. ,vol. 56, pp. 954- 961 ,(2005) , 10.1057/PALGRAVE.JORS.2601916
Jian Li, Panos M. Pardalos, Hao Sun, Jun Pei, Yong Zhang, Iterated local search embedded adaptive neighborhood selection approach for the multi-depot vehicle routing problem with simultaneous deliveries and pickups Expert Systems With Applications. ,vol. 42, pp. 3551- 3561 ,(2015) , 10.1016/J.ESWA.2014.12.004
Feiyue Li, Bruce Golden, Edward Wasil, Very large-scale vehicle routing: new test problems, algorithms, and results Computers & Operations Research. ,vol. 32, pp. 1165- 1179 ,(2005) , 10.1016/J.COR.2003.10.002
J Crispim, J Brandão, Metaheuristics applied to mixed and simultaneous extensions of vehicle routing problems with backhauls Journal of the Operational Research Society. ,vol. 56, pp. 1296- 1302 ,(2005) , 10.1057/PALGRAVE.JORS.2601935