Circuit CAD and modeling through space mapping

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Miniatura

Fecha

1999-06

Autores

Bandler, John W.
Rayas-Sánchez, José E.

Título de la revista

ISSN de la revista

Título del volumen

Editor

IEEE MTT-S Int. Microwave Symp. Workshop Notes and Short Courses

Resumen

Descripción

We review the Space Mapping (SM) approach to circuit design and discuss modeling of microwave circuits using Artificial Neural Networks (ANN). We show that SM and ANN methodologies can be combined into a powerful design framework. SM based neuromodels decrease the cost of training, improve generalization ability and reduce the complexity of the ANN topology with respect to the classical neuromodeling approach. We present and illustrate a variety of possible SM based neuromodels, including SMN, FDSMN, FSMN, FMN and FPSM. We contrast SM based neuromodeling with the classical neuromodeling approach as well as with other state-of-the-art neuromodeling techniques. The SM based neuromodeling techniques are illustrated by a microstrip line, a microstrip right angle bend and an HTS filter.

Palabras clave

Artificial Neural Networks (ANN), Space Mapping, Microwave Modeling

Citación

Bandler, J.W. and Rayas-Sánchez, J.E. (1999) “Circuit CAD and modeling through space mapping,” in IEEE MTT-S Int. Microwave Symp. Workshop Notes and Short Courses, Anaheim, CA, Jun.