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A hybrid multi-swarm particle swarm optimization algorithm for the probabilistic traveling salesman problem

Marinakis Ioannis, Marinaki Magdalini

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/8F391DA7-0A7A-4DF4-9FC5-D96C8A046C38-
Αναγνωριστικόhttps://doi.org/10.1016/j.cor.2009.03.004-
Γλώσσαen-
Μέγεθος11 pagesen
ΤίτλοςA hybrid multi-swarm particle swarm optimization algorithm for the probabilistic traveling salesman problemen
ΔημιουργόςMarinakis Ioannisen
ΔημιουργόςΜαρινακης Ιωαννηςel
ΔημιουργόςMarinaki Magdalinien
ΔημιουργόςΜαρινακη Μαγδαληνηel
ΕκδότηςElsevieren
ΠερίληψηThe Probabilistic Traveling Salesman Problem (PTSP) is a variation of the classic Traveling Salesman Problem (TSP) and one of the most significant stochastic routing problems. In the PTSP, only a subset of potential customers need to be visited on any given instance of the problem. The number of customers to be visited each time is a random variable. In this paper, a new hybrid algorithmic nature inspired approach based on Particle Swarm Optimization (PSO), Greedy Randomized Adaptive Search Procedure (GRASP) and Expanding Neighborhood Search (ENS) Strategy is proposed for the solution of the PTSP. The proposed algorithm is tested on numerous benchmark problems from TSPLIB with very satisfactory results. Comparisons with the classic GRASP algorithm, the classic PSO and with a Tabu Search algorithm are also presented. Also, a comparison is performed with the results of a number of implementations of the Ant Colony Optimization algorithm from the literature and in 13 out of 20 cases the proposed algorithm gives a new best solution.en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-11-05-
Ημερομηνία Δημοσίευσης2010-
Θεματική ΚατηγορίαParticle swarm optimizationen
Βιβλιογραφική ΑναφοράY. Marinakis , M. Marinaki ," A Hybrid multi-swarm particle swarm optimization algorithm for the probabilistic traveling salesman problem," Comp. and Operations Research, vol. 37,no.3 ,pp. 432-442 ,Mar. 2010.doi:10.1016/j.cor.2009.03.004en

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