RBF neural network implementation in hardware

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: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2009
Materias:
Ciencias Informáticas
Self-modifying machines (e.g., neural networks)
Patterns
Parallel Architectures
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/21209
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-21209
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
Self-modifying machines (e.g., neural networks)
Patterns
Parallel Architectures
spellingShingle Ciencias Informáticas
Self-modifying machines (e.g., neural networks)
Patterns
Parallel Architectures
Leiva, Lucas
Acosta, Nelson
RBF neural network implementation in hardware
topic_facet Ciencias Informáticas
Self-modifying machines (e.g., neural networks)
Patterns
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 Objeto de conferencia
Objeto de conferencia
author Leiva, Lucas
Acosta, Nelson
author_facet Leiva, Lucas
Acosta, Nelson
author_sort Leiva, Lucas
title RBF neural network implementation in hardware
title_short RBF neural network implementation in hardware
title_full RBF neural network implementation in hardware
title_fullStr RBF neural network implementation in hardware
title_full_unstemmed RBF neural network implementation in hardware
title_sort rbf neural network implementation in hardware
publishDate 2009
url http://sedici.unlp.edu.ar/handle/10915/21209
work_keys_str_mv AT leivalucas rbfneuralnetworkimplementationinhardware
AT acostanelson rbfneuralnetworkimplementationinhardware
bdutipo_str Repositorios
_version_ 1764820465554030593

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