Fast and efficient calculation of the multilayered shielded green's functions employing neural networks
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Pascual García, Juan; Cañete Rebenaque, David; Quesada Pereira, Fernando; Gómez Tornero, José Luis; Álvarez Melcón , AlejandroGrupo de investigación
Electromagnetismo Aplicado a las Telecomunicaciones (GEAT)Área de conocimiento
Teoría de la Señal y las ComunicacionesFecha de publicación
2005-01-05Editorial
John Wiley & SonsCita bibliográfica
PASCUAL GARCÍA J. et al. Fast and efficient calculation of the multilayered shielded green's functions employing neural networks. En: Microwave and Optical Technology Letters. 2005, Vol. 44, No.1, pp. 61-66. ISSN: 0895-2477. doi: 10.1002/mop.20548Revisión por pares
SiPalabras clave
Green's functionsNeural networks
Multilayered media
Boxed circuits
Resumen
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.
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