The use of artificial neural networks in nonlinear microwave devices and circuits modeling: An application to telecommunication system design (invited article)
Y. Harkouss et al., The use of artificial neural networks in nonlinear microwave devices and circuits modeling: An application to telecommunication system design (invited article), INT J RF MI, 9(3), 1999, pp. 198-215
Citations number
15
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING
The design of telecommunication systems is a hierarchical process involving
use of a large set of simulation tools and relying on appropriate modeling
of system elements to obtain get-it-right-the-first-time fabrication, This
paper investigates in detail possible application of neural network to mod
eling of large-signal hard-nonlinear behavior of power transistors for circ
uit design purpose, and modeling of nonlinear circuits such as power amplif
iers for system design purpose, The problem of finding a good model is disc
ussed through solutions offered by neural networks, with particular interes
t in wavelet networks trained by BFGS algorithms, Finally, experimental res
ults are reported. (C) 1999 John Wiley & Sons, Inc.