Real-time black-box modelling with recurrent neural networks
A Wright, EP Damskägg, V Välimäki - International Conference on …, 2019 - research.aalto.fi
This paper proposes to use a recurrent neural network for blackbox modelling of nonlinear
audio systems, such as tube amplifiers and distortion pedals. As a recurrent unit structure …
audio systems, such as tube amplifiers and distortion pedals. As a recurrent unit structure …
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 …
distortion circuits, such as guitar amplifiers and distortion pedals. Both a feedforward …
Real-time modeling of audio distortion circuits with deep learning
EP Damskägg, L Juvela, V Välimäki - Sound and music computing …, 2019 - research.aalto.fi
This paper studies deep neural networks for modeling of audio distortion circuits. The
selected approach is blackbox modeling, which estimates model parameters based on the …
selected approach is blackbox modeling, which estimates model parameters based on the …
Modeling circuits with arbitrary topologies and active linear multiports using wave digital filters
The wave digital filter (WDF) technique derives digital filters from analog prototypes that
classically have been restricted to passive circuits with series/parallel topologies. Since most …
classically have been restricted to passive circuits with series/parallel topologies. Since most …
[PDF][PDF] Black-box modeling of distortion circuits with block-oriented models
F Eichas, U Zölzer - Proceedings of the International Conference on …, 2016 - dafx16.vutbr.cz
This paper describes black-box modeling of distortion circuits. The analyzed distortion
circuits all originate from guitar effect pedals, which are widely used to enrich the sound of …
circuits all originate from guitar effect pedals, which are widely used to enrich the sound of …
Linear multistep discretization methods with variable step-size in nonlinear wave digital structures for virtual analog modeling
A Bernardini, P Maffezzoni… - IEEE/ACM Transactions on …, 2019 - ieeexplore.ieee.org
There is a growing interest in Virtual Analog modeling algorithms for musical audio
processing designed in the Wave Digital (WD) domain. Such algorithms typically employ a …
processing designed in the Wave Digital (WD) domain. Such algorithms typically employ a …
An improved and generalized diode clipper model for wave digital filters
We derive a novel explicit wave-domain model for “diode clipper" circuits with an arbitrary
number of diodes in each orientation, applicable, eg, to wave digital filter emulation of guitar …
number of diodes in each orientation, applicable, eg, to wave digital filter emulation of guitar …
Modeling nonlinear wave digital elements using the Lambert function
A large class of transcendental equations involving exponentials can be made explicit using
the Lambert W function. In the last fifteen years, this powerful mathematical tool has been …
the Lambert W function. In the last fifteen years, this powerful mathematical tool has been …
Gray-box modeling of guitar amplifiers
F Eichas, U Zölzer - Journal of the Audio Engineering Society, 2018 - aes.org
In this work analog guitar amplifiers are modeled with an automated procedure using
input/output measurements and iterative optimization. The digital model is an extended …
input/output measurements and iterative optimization. The digital model is an extended …
Deep learning-based wave digital modeling of rate-dependent hysteretic nonlinearities for virtual analog applications
Electromagnetic components greatly contribute to the peculiar timbre of analog audio gear.
Indeed, distortion effects due to the nonlinear behavior of magnetic materials are known to …
Indeed, distortion effects due to the nonlinear behavior of magnetic materials are known to …