Novel Neural Network application to nonlinear electronic devices: building a Volterra series model

G. Stegmayer, Omar Chiotti
2006 Inteligencia Artificial  
In this work we want to present a novel application of Neural Networks as a Black-Box model, which allows representing the nonlinear behavior of a vast number of RF electronic devices with the Volterra series approximation. We propose a simple approach for the generation of the Volterra model for a device, even in the case of a nonlinearity that depends on more than one variable, which allows obtaining a general model, independent of the physical circuit. In particular, we will show the results
more » ... obtained for the analysis of a transistor and the generation of its analytical Volterra series model, built using a standard Neural Network model and its parameters.
doi:10.4114/ia.v9i26.842 fatcat:qeazoi3vmnbglcrkwvotg3ddxy