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2018 | OriginalPaper | Chapter

Genetic Algorithm with Optimal Recombination for the Asymmetric Travelling Salesman Problem

Authors : Anton V. Eremeev, Yulia V. Kovalenko

Published in: Large-Scale Scientific Computing

Publisher: Springer International Publishing

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Abstract

We propose a new genetic algorithm with optimal recombination for the asymmetric instances of travelling salesman problem. The algorithm incorporates several new features that contribute to its effectiveness: 1. Optimal recombination problem is solved within crossover operator. 2. A new mutation operator performs a random jump within 3-opt or 4-opt neighborhood. 3. Greedy constructive heuristic of Zhang and 3-opt local search heuristic are used to generate the initial population. A computational experiment on TSPLIB instances shows that the proposed algorithm yields competitive results to other well-known memetic algorithms for asymmetric travelling salesman problem.

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Metadata
Title
Genetic Algorithm with Optimal Recombination for the Asymmetric Travelling Salesman Problem
Authors
Anton V. Eremeev
Yulia V. Kovalenko
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-73441-5_36

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