Dezembro 2024 vol. 11 num. 2 - X Simpósio Internacional de Inovação e Tecnologia

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USE OF ARTIFICIAL NEURAL NETWORKS FOR MULTILAYER WAVEGUIDE ANALYSIS

USE OF ARTIFICIAL NEURAL NETWORKS FOR MULTILAYER WAVEGUIDE ANALYSIS

Silva Neto, Arlindo José da ; Cerqueira, Roney das Mercês ; Sisnando, Anderson Dourado ;

Completo:

" The need to optimize processes has led to the construction of methods capable of performing tasks with more consistency and accuracy. The present work proposes the optimization of a multilayer waveguide through computational algorithms. Neural Networks were developed with different configurations and trained with different methods: Cross Validation and Standard Training. The architecture consists of 7 inputs parameters and one output, with 3 hidden layers. The neural network with the best performance presented a Mean Square Error of 1.070×10-11, regression 0.999996 and 16.25 seconds of processing, highlighting the Tansig activation function, evaluated as the best function among those used."

Completo:

" The need to optimize processes has led to the construction of methods capable of performing tasks with more consistency and accuracy. The present work proposes the optimization of a multilayer waveguide through computational algorithms. Neural Networks were developed with different configurations and trained with different methods: Cross Validation and Standard Training. The architecture consists of 7 inputs parameters and one output, with 3 hidden layers. The neural network with the best performance presented a Mean Square Error of 1.070×10-11, regression 0.999996 and 16.25 seconds of processing, highlighting the Tansig activation function, evaluated as the best function among those used."

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Palavras-chave: Artificial Neural Networks, Multilayer Waveguide, Optimization,

Palavras-chave: Artificial Neural Networks, Multilayer Waveguide, Optimization,

DOI: 10.5151/siintec2024-393211

Referências bibliográficas
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Como citar:

Silva Neto, Arlindo José da; Cerqueira, Roney das Mercês; Sisnando, Anderson Dourado; "USE OF ARTIFICIAL NEURAL NETWORKS FOR MULTILAYER WAVEGUIDE ANALYSIS", p. 1204-1210 . In: . São Paulo: Blucher, 2024.
ISSN 2357-7592, DOI 10.5151/siintec2024-393211

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