A genetic algorithm to solve 3D traveling salesman problem with initial population based on a GRASP algorithm

Sebastian Meneses, Rony Cueva, Manuel Tupia, Miguel Guanira

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

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Resumen

In this paper, the problem of obtaining optimal routes on tridimensional environments is discussed. This scenario is called as Traveler Salesman Problem (TSP 3D-variation). As is widely known, TSP has NP-complexity so is necessary to apply techniques to solve it approximately (no exacts solutions available). The purpose of this research is to present a genetic algorithm to solve 3D-TSP variation. These kind of evolutionary algorithms are ideal for solving complex problems where necessary rearrangements and route optimization. In case of genetic algorithms, optimal solutions appear faster depending on the quality of initial population, so theory recommends using metaheuristics for generating this population. In this study, it has used a metaheuristic GRASP algorithm to generate the initial population and, over it, apply the genetic operators proposed for optimizing individuals obtained. The results have optimal routes of movement and displacement and are directly applicable in the storage industry.

Idioma originalInglés
Título de la publicación alojada28th International Conference on Computer Applications in Industry and Engineering, CAINE 2015
EditoresTakaaki Goto
EditorialInternational Society of Computers and Their Applications (ISCA)
Páginas47-51
Número de páginas5
ISBN (versión digital)9781510812284
EstadoPublicada - 2015
Evento28th International Conference on Computer Applications in Industry and Engineering, CAINE 2015 - San Diego, Estados Unidos
Duración: 12 oct. 201514 oct. 2015

Serie de la publicación

Nombre28th International Conference on Computer Applications in Industry and Engineering, CAINE 2015

Conferencia

Conferencia28th International Conference on Computer Applications in Industry and Engineering, CAINE 2015
País/TerritorioEstados Unidos
CiudadSan Diego
Período12/10/1514/10/15

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