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An Ameliorative Hybrid Algorithm for Solving the Capacitated Vehicle Routing Problem
Rahmani Hosseinabadi A.A, Slowik A, Sadeghilalimi M, Farokhzad M, Babazadeh Shareh M,
Published in Institute of Electrical and Electronics Engineers (IEEE)
2019
Volume: 7
   
Pages: 175454 - 175465
Abstract
One of the most applicable versions of the Vehicle Routing Problem (VRP) which has been widely studied in logistic services is Capacitated Vehicle Routing Problem (CVRP). There are many algorithms to solve the CVRP to minimize total travelled distance. Some of the most recent and efficient metaheuristic algorithms are capable of generating solutions within 0.5% to 1% gap from the optimum for instance problems adopted from the literature considering hundreds or thousands of demand points. In this contribution, a novel hybrid algorithm is proposed based on Gravitational Emulation Local Search (GELS) and Genetic Algorithm (GA). This algorithm alleviates the weaknesses of the GELS algorithm. The performance of the proposed algorithm, which is called GELSGA, is compared with other meta-heuristics. The obtained results show that the proposed algorithm can compete vigorously with them. In addition, the proposed algorithm could obtain solutions close to the Best Known Solutions (BKS) for many instance problems. © 2013 IEEE.
About the journal
JournalData powered by TypesetIEEE Access
PublisherData powered by TypesetInstitute of Electrical and Electronics Engineers (IEEE)
ISSN21693536
Open AccessYes