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A clonal selection algorithm for multiobjective energy reduction multi-depot vehicle routing problem

Rapanaki Emmanouela, Psychas Iraklis-Dimitrios, Marinaki Magdalini, Marinakis Ioannis, Mygdalas Athanasios

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URIhttp://purl.tuc.gr/dl/dias/363B6550-CCD6-4D27-87E9-9F2EE45E0705-
Identifierhttps://doi.org/10.1007/978-3-030-13709-0_32-
Identifierhttps://link.springer.com/chapter/10.1007/978-3-030-13709-0_32-
Languageen-
Extent13 pagesen
TitleA clonal selection algorithm for multiobjective energy reduction multi-depot vehicle routing problemen
CreatorRapanaki Emmanouelaen
CreatorΡαπανακη Εμμανουελαel
CreatorPsychas Iraklis-Dimitriosen
CreatorΨυχας Ηρακλης-Δημητριοςel
CreatorMarinaki Magdalinien
CreatorΜαρινακη Μαγδαληνηel
CreatorMarinakis Ioannisen
CreatorΜαρινακης Ιωαννηςel
CreatorMygdalas Athanasiosen
CreatorΜυγδαλας Αθανασιοςel
PublisherSpringer Natureen
Content SummaryClonal Selection Algorithm is a very powerful Nature Inspired Algorithm that has been applied in a number of different kind of optimization problems since the time it was first published. Also, in recent years a growing number of optimization models have been proposed that are trying to reduce the energy consumption in vehicle routing. In this paper, a new variant of Clonal Selection Algorithm, the Parallel Multi-Start Multiobjective Clonal Selection Algorithm (PMS-MOCSA) is proposed for the solution of a Vehicle Routing Problem variant, the Multiobjective Energy Reduction Multi-Depot Vehicle Routing Problem (MERMDVRP). In the formulation four different scenarios are proposed where the distances between the customers and the depots are either symmetric or asymmetric and the customers have either demand or pickup. The algorithm is compared with two other multiobjective algorithms, the Parallel Multi-Start Non-dominated Sorting Differential Evolution (PMS-NSDE) and the Parallel Multi-Start Non-dominated Sorting Genetic Algorithm II (PMS-NSGA II) for a number of benchmark instances.en
Type of ItemΠλήρης Δημοσίευση σε Συνέδριοel
Type of ItemConference Full Paperen
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2020-10-26-
Date of Publication2018-
SubjectClonal selection algorithmen
SubjectNSDEen
SubjectNSGA IIen
SubjectVehicle routing problemen
SubjectVNSen
Bibliographic CitationE. Rapanaki, I.-D. Psychas, M. Marinaki, Y. Marinakis and A. Migdalas, "A clonal selection algorithm for multiobjective energy reduction multi-depot vehicle routing problem" in Machine Learning, Optimization, and Data Science. LOD 2018, vol. 11331, Lecture Notes in Computer Science, G. Nicosia, P. Pardalos, G. Giuffrida, R. Umeton, V. Sciacca, Eds., Cham, Switzerland: Springer Nature, 2019, pp. 381-393. https://doi.org/10.1007/978-3-030-13709-0_32en

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