Hardware radial basis function neural network automatic generation

This paper presents a parallel architecture for a radial basis function (RBF) neural network used for pattern recognition. This architecture allows defining sub-networks which can be activated sequentially. It can be used as a fruitful classification mechanism in many application fields. Several imp...

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Detalles Bibliográficos
Autores principales: Leiva, Lucas, Acosta, Nelson
Formato: Articulo
Lenguaje:Inglés
Publicado: 2011
Materias:
Ciencias Informáticas
PATTERN RECOGNITION
Redes Neurales (Computación)
Parallel Architectures
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/9690
http://journal.info.unlp.edu.ar/wp-content/uploads/JCST-Apr11-3.pdf
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-9690
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
PATTERN RECOGNITION
Redes Neurales (Computación)
Parallel Architectures
spellingShingle Ciencias Informáticas
PATTERN RECOGNITION
Redes Neurales (Computación)
Parallel Architectures
Leiva, Lucas
Acosta, Nelson
Hardware radial basis function neural network automatic generation
topic_facet Ciencias Informáticas
PATTERN RECOGNITION
Redes Neurales (Computación)
Parallel Architectures
description This paper presents a parallel architecture for a radial basis function (RBF) neural network used for pattern recognition. This architecture allows defining sub-networks which can be activated sequentially. It can be used as a fruitful classification mechanism in many application fields. Several implementations of the network on a Xilinx FPGA Virtex 4-(xc4vsx25) are presented, with speed and area evaluation metrics. Some network improvements have been achieved by segmenting the critical path. The results expressed in terms of speed and area are satisfactory and have been applied to pattern recognition problems.
format Articulo
Articulo
author Leiva, Lucas
Acosta, Nelson
author_facet Leiva, Lucas
Acosta, Nelson
author_sort Leiva, Lucas
title Hardware radial basis function neural network automatic generation
title_short Hardware radial basis function neural network automatic generation
title_full Hardware radial basis function neural network automatic generation
title_fullStr Hardware radial basis function neural network automatic generation
title_full_unstemmed Hardware radial basis function neural network automatic generation
title_sort hardware radial basis function neural network automatic generation
publishDate 2011
url http://sedici.unlp.edu.ar/handle/10915/9690
http://journal.info.unlp.edu.ar/wp-content/uploads/JCST-Apr11-3.pdf
work_keys_str_mv AT leivalucas hardwareradialbasisfunctionneuralnetworkautomaticgeneration
AT acostanelson hardwareradialbasisfunctionneuralnetworkautomaticgeneration
bdutipo_str Repositorios
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