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EAE Editorial Academia Espanola Implementación Electrónica de Sistemas Neuro-Fuzzy de Alta Dimensión: Herramienta de Modelado de Sistemas de Tipo ANFIS sobre PC e Implementación Electrónica sobre Partición HW/SW en FPGAs

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Description

Modelización, diseño e implementación sobre FPGAs (Field Programmable Gate Arrays) de sistemas neuro-fuzzy de alta dimensionalidad. Presentándose un sistema neuro-fuzzy tipo ANFIS (Adaptive Neural-Fuzzy Inference System) con restricciones que dan lugar a un modelo con respuesta multilineal a tramos (PWM, piecewise multilinear) computacionalmente eficiente. Las redes ANFIS se entrenan por medio de un algoritmo híbrido, mostrándose su capacidad de aprendizaje y de aproximación. Se ha creado una herramienta de diseño asistido, sobre el entorno Matlab, denominada PWM-ANFIS Tool, que da soporte a una metodología de desarrollo de sistemas PWM-ANFIS. Esta presenta un interface gráfico amigable para el usuario. Permite definir un sistema con cualquier número de entradas, funciones de pertenencia, parámetros de aprendizaje, etc. Diversas implementaciones heterogéneas HW/SW, sobre dispositivos reconfigurables (FPGAs), muestran las ventajas del diseño heterogéneo frente a diseño HW puro. La partición HW de la FPGA (sistema de inferencias de la red) presenta una arquitectura eficiente, escalable y reutilizable. El desarrollo se realiza utilizando el lenguaje de descripción hardware VHDL.

Product Specifications

Format
paperback
Domain
Amazon UK
Release Date
13 April 2012
Listed Since
19 April 2012

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