Neural networks and wireless communications modeling

This paper presents a free software tool that supports the next-generation Mobile Communications, through the automatic generation of models of components and electronic devices based on neural networks. This tool enables the creation, training, validation and simulation of the model directly from m...

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Detalhes bibliográficos
Autores: Rubiolo, Mariano, Stegmayer, Georgina, Chiotti, Omar Juan Alfredo
Formato: artículo
Estado:Versión publicada
Fecha de publicación:2010
País:Argentina
Recursos:Consejo Nacional de Investigaciones Científicas y Técnicas
Repositorio:CONICET Digital (CONICET)
Idioma:español
OAI Identifier:oai:ri.conicet.gov.ar:11336/97704
Acesso em linha:http://hdl.handle.net/11336/97704
Access Level:acceso abierto
Palavra-chave:MODELING
NEURAL NETWORKS
SIMULATION
SOFTWARE TOOLS
WIRELESS COMMUNICATIONS
https://purl.org/becyt/ford/1.2
https://purl.org/becyt/ford/1
Descrição
Resumo:This paper presents a free software tool that supports the next-generation Mobile Communications, through the automatic generation of models of components and electronic devices based on neural networks. This tool enables the creation, training, validation and simulation of the model directly from measurements made on devices of interest, using an interface totally oriented to non-experts in neural models. The resulting model can be exported automatically to a traditional circuit simulator to test different scenarios.