Real-Time Guitar Amplifier Emulation with Deep Learning

This article investigates the use of deep neural networks for black-box modelling of audio distortion circuits, such as guitar amplifiers and distortion pedals. Both a feedforward network, based on the WaveNet model, and a recurrent neural network model are compared. To determine a suitable hyperpar...

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Bibliographic Details
Main Authors: Alec Wright, Eero-Pekka Damskägg, Lauri Juvela, Vesa Välimäki
Format: Article
Language:English
Published: MDPI AG 2020-01-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/3/766