A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem
This paper considers a multi-objective version of the Multiple Traveling Salesman Problem (MOmTSP). In particular, two objectives are considered: the minimization of the total traveled distance and the balance of the working times of the traveling salesmen. The problem is formulated as an integer mu...
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Growing Science
2015-06-01
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doaj-1c4a8b9f4a8c49e688f2309419a346452020-11-24T23:18:39ZengGrowing ScienceDecision Science Letters1929-58041929-58122015-06-014455956810.5267/j.dsl.2015.5.003A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman ProblemRubén Iván BolañosMauricio Granada Echeverry John Willmer EscobarThis paper considers a multi-objective version of the Multiple Traveling Salesman Problem (MOmTSP). In particular, two objectives are considered: the minimization of the total traveled distance and the balance of the working times of the traveling salesmen. The problem is formulated as an integer multi-objective optimization model. A non-dominated sorting genetic algorithm (NSGA-II) is proposed to solve the MOmTSP. The solution scheme allows one to find a set of ordered solutions in Pareto fronts by considering the concept of dominance. Tests on real world instances and instances adapted from the literature show the effectiveness of the proposed algorithm. |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Rubén Iván Bolaños Mauricio Granada Echeverry John Willmer Escobar |
spellingShingle |
Rubén Iván Bolaños Mauricio Granada Echeverry John Willmer Escobar A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem Decision Science Letters |
author_facet |
Rubén Iván Bolaños Mauricio Granada Echeverry John Willmer Escobar |
author_sort |
Rubén Iván Bolaños |
title |
A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem |
title_short |
A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem |
title_full |
A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem |
title_fullStr |
A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem |
title_full_unstemmed |
A multiobjective non-dominated sorting genetic algorithm (NSGA-II) for the Multiple Traveling Salesman Problem |
title_sort |
multiobjective non-dominated sorting genetic algorithm (nsga-ii) for the multiple traveling salesman problem |
publisher |
Growing Science |
series |
Decision Science Letters |
issn |
1929-5804 1929-5812 |
publishDate |
2015-06-01 |
description |
This paper considers a multi-objective version of the Multiple Traveling Salesman Problem (MOmTSP). In particular, two objectives are considered: the minimization of the total traveled distance and the balance of the working times of the traveling salesmen. The problem is formulated as an integer multi-objective optimization model. A non-dominated sorting genetic algorithm (NSGA-II) is proposed to solve the MOmTSP. The solution scheme allows one to find a set of ordered solutions in Pareto fronts by considering the concept of dominance. Tests on real world instances and instances adapted from the literature show the effectiveness of the proposed algorithm. |
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