Evaluation of Tube Screamer Simulation using Machine Learning

Miquel Royo, Frederic Font, Xavier Lizarraga
2022 Zenodo  
In this paper a comparison between the original analog circuit that represents the ground truth and the simulation of nonlinear analog circuits using neural networks is performed. Traditionally the white box approach has provided some good results in terms of accuracy but implies an important computational demand to emulate digital audio effects (DAFx). Newer approaches using neural networks provide a black box approach that can be more efficient, accessible and potentially obtain similar or
more » ... n better results. In this work I build the original electronic clone analog circuit as well as the equivalent digital circuit using the state of the art technologies using neural networks and perform an evaluation methodology to obtain some insights.
doi:10.5281/zenodo.7116346 fatcat:zuosjnljqbfwrgmo3typr5j4jq