Fast and efficient calculation of the multilayered shielded green's functions employing neural networks

In this paper, neural networks are used to efficiently calculate the multilayered media boxed Green’s functions needed in integral equation (IE) formulations. The analysis of complex multilayered shielded circuits is computationally time consuming, due to the need to calculate the multilayered-media...

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Detalles Bibliográficos
Autores: Pascual García, Juan, Cañete Rebenaque, David, Quesada Pereira, Fernando Daniel, Gómez Tornero, José Luis, Melcón Álvarez, Alejandro
Tipo de recurso: artículo
Estado:Versión publicada
Fecha de publicación:2005
País:España
Institución:Universidad Politécnica de Cartagena(UPCT)
Repositorio:Repositorio Digital UPCT
OAI Identifier:oai:repositorio.upct.es:10317/7243
Acceso en línea:http://hdl.handle.net/10317/7243
https://onlinelibrary.wiley.com/doi/abs/10.1002/mop.20548
Access Level:acceso abierto
Palabra clave:Green's functions
Neural networks
Multilayered media
Boxed circuits
Teoría de la Señal y las Comunicaciones
3307.08 Dispositivos de Microondas
Descripción
Sumario:In this paper, neural networks are used to efficiently calculate the multilayered media boxed Green’s functions needed in integral equation (IE) formulations. The analysis of complex multilayered shielded circuits is computationally time consuming, due to the need to calculate the multilayered-media boxed Green’s functions. Using neural networks as radial basis function networks, the boxed Green’s functions can be calculated quickly, thus greatly reducing the computational time associated with the analysis of practical circuits. Once the neural network is trained with a known set of pairs of inputs and outputs, new outputs are quickly calculated, thus increasing the efficiency of the IE method.