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SOM-Guided Evolutionary Search for Solving MinMax Multiple-TSP

2019/07/27 by Vlad-Ioan Lupoaie, Lupoaie, Vlad-Ioan, Ivona-Alexandra Chili +5
Computer Science · #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE) #cs.NE

paper · pdf · doi:10.48550/arxiv.1907.11910

8 pages, 12 figures, 2 tables, CEC 2019

arxiv created 2019/07/27 · arxiv updated 2019/07/30

Abstract

Multiple-TSP, also abbreviated in the literature as mTSP, is an extension of the Traveling Salesman Problem that lies at the core of many variants of the Vehicle Routing problem of great practical importance. The current paper develops and experiments with Self Organizing Maps, Evolutionary Algorithms and Ant Colony Systems to tackle the MinMax formulation of the Single-Depot Multiple-TSP. Hybridization between the neural network approach and the two meta-heuristics shows to bring significant improvements, outperforming results reported in the literature on a set of problem instances taken from TSPLIB.

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