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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

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/363B6550-CCD6-4D27-87E9-9F2EE45E0705-
Αναγνωριστικόhttps://doi.org/10.1007/978-3-030-13709-0_32-
Αναγνωριστικόhttps://link.springer.com/chapter/10.1007/978-3-030-13709-0_32-
Γλώσσαen-
Μέγεθος13 pagesen
ΤίτλοςA clonal selection algorithm for multiobjective energy reduction multi-depot vehicle routing problemen
ΔημιουργόςRapanaki Emmanouelaen
ΔημιουργόςΡαπανακη Εμμανουελαel
ΔημιουργόςPsychas Iraklis-Dimitriosen
ΔημιουργόςΨυχας Ηρακλης-Δημητριοςel
ΔημιουργόςMarinaki Magdalinien
ΔημιουργόςΜαρινακη Μαγδαληνηel
ΔημιουργόςMarinakis Ioannisen
ΔημιουργόςΜαρινακης Ιωαννηςel
ΔημιουργόςMygdalas Athanasiosen
ΔημιουργόςΜυγδαλας Αθανασιοςel
ΕκδότηςSpringer Natureen
ΠερίληψηClonal 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
ΤύποςΠλήρης Δημοσίευση σε Συνέδριοel
ΤύποςConference Full Paperen
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2020-10-26-
Ημερομηνία Δημοσίευσης2018-
Θεματική ΚατηγορίαClonal selection algorithmen
Θεματική ΚατηγορίαNSDEen
Θεματική ΚατηγορίαNSGA IIen
Θεματική ΚατηγορίαVehicle routing problemen
Θεματική ΚατηγορίαVNSen
Βιβλιογραφική ΑναφοράE. 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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