Memorias de investigación
Artículos en revistas:
The Optimal combination: Grammatical Swarm, Particle Swarm Optimization and Neural Networks.
Año:2012
Áreas de investigación
  • Inteligencia artificial
Datos
Descripción
Social behaviour is mainly based on swarm colonies, in which each individual shares its knowledge about the environment with other individuals to get optimal solutions. Such co-operative model differs from competitive models in the way that individuals die and are born by combining information of alive ones. This paper presents the particle swarm optimization with differential evolution algorithm in order to train a neural network instead the classic back propagation algorithm. The performance of a neural network for particular problems is critically dependant on the choice of the processing elements, the net architecture and the learning algorithm. This work is focused in the development of methods for the evolutionary design of artificial neural networks. This paper focuses in optimizing the topology and structure of connectivity for these networks.
Internacional
Si
JCR del ISI
No
Título de la revista
Journal of Computational Science
ISSN
1877-7503
Factor de impacto JCR
0,14
Información de impacto
Scopus: h-index = 3 / SJR 2011 = 0.146 / Category = Theoretical Computer Science -- Q1 (5/78)
Volumen
1
DOI
10.1016/j.jocs.2011.12.005
Número de revista
2
Desde la página
46
Hasta la página
55
Mes
SIN MES
Ranking
Q1 en scopus
Esta actividad pertenece a memorias de investigación
Participantes
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Grupo de Señal Fotónica
  • Grupo de Investigación: Grupo de Computación Natural
  • Departamento: Matemática Aplicada (E.U. Informática)