Conference paper Open Access

Emulating Diode Circuits with Differentiable Wave Digital Filters

Chowdhury, Jatin; Clarke, Christopher Johann

Wave Digital Filters and neural networks are two popular solutions for circuit modelling. This paper describes the development of a Differentiable Wave Digital Filters library. Diode clipper circuits were constructed. A dataset was collected from the circuits and, with the library, was used to train a real-time deployable model. The trained model has higher accuracy and similar computation time when compared to traditional white-box models.
 

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Publication date:
June 7, 2022
DOI:
10.5281/zenodo.6797472

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Keyword(s):
Digital Signal Processing Virtual Analog Modelling Wave Digital Filters Neural Networks Grey-Box Modelling
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Version 2 10.5281/zenodo.6797472 Jun 7, 2022
Version 1 10.5281/zenodo.6566846 Jun 7, 2022
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