Análise do impacto de diferentes operações aritméticas aplicadas em um sistema Neuro-Difuso

Lucimar Fossatti de Carvalho; Silvia M. Nassar; Fernando M. De Azevedo; Hugo J. Teixeira de Carvalho; Candice A. S. Dani; L.L. Monteiro

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Análise do impacto de diferentes operações aritméticas aplicadas em um sistema Neuro-Difuso

Lucimar Fossatti de Carvalho, Silvia M. Nassar, Fernando M. De Azevedo, Hugo J. Teixeira de Carvalho, Candice A. S. Dani, L.L. Monteiro

Resumo

Esta pesquisa tem como objetivo a análise de modelos de aprendizagem utilizando diferentes operações aritméticas aplicadas em um Sistema Neuro-Difuso (SND). A pesquisa integra os conceitos envolvendo as Redes Neurais Artificiais (RNAs) e a Teoria dos Conjuntos Difusos (TCDs). Descreve diferentes combinações de operações aritméticas utilizadas na composição das regras difusas utilizando expressões de entrada linguisticas e numéricas. Para avaliar a validade da proposta, um Sistema Neuro-Difuso (SND) é proposto para diagnosticar Eventos Paroxísticos envolvendo os Eventos Epilépticos (Ees) e os Eventos não Epilépticos (ENEs). A principal contribuição do trabalho encontra-se na análise do desempenho de diferentes operações aritméticas aplicadas em um SND. Após uma simulação realizada, constatou-se que as operaç~eos aritméticas Min/Max, nas quatro simulações, se distanciaram a partir da visão do especialista de domínio. As operações aritméticas Produto/Soma Algébrica e Produto/Soma de Hamarcher apresentaram um valor final mais próximo em relação ao valor fornecido pelo especialista de domínio. Portanto, o desenvolvimento de um SND, baseado na utilização destas operações aritméticas, justifica-se levando a uma maior ou menor taxa de acertos do sistema.

Palavras-chave

Redes Neurais Artificiais; Teoria dos Conjuntos Difusos; Sistemas Neuro-Difusos

Texto completo:

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Revista Ciências Exatas e Naturais - RECEN. Universidade Estadual do Centro-Oeste - UNICENTRO/PR, BRASIL.

Licenciada sob uma Licença Creative Common

ISSN 2175-5620 ON LINE; 1518-0352 IMPRESSO

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Análise do impacto de diferentes operações aritméticas aplicadas em um sistema Neuro-Difuso

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Console

Load Time

Database

Memory Used

Included

Logs

Errors

Memory

Speed

Load Time

Max Execution Time

Total Queries

Total Time

Duplicates

Used Memory

Total Available

Total Files

Total Size

Largest