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Modeling high-order nonlinear systems is an important issue in audio signal processing. It may be employed in real-time emulation of analog nonlinear systems, such as guitar distortion and amplifiers or other vintage electronic audio systems. This paper proposes a new method for obtaining an economical black-box model of nonlinear systems using the swept-sine technique, which extracts the harmonic distortion at each frequency by separating them in time. In the proposed model the swept-sine technique is used to obtain the time-frequency representation of a nonlinear system, and the principal component analysis is used to reduce the complexity of the model. It is shown that the proposed method reduces the computational cost by 66% when compared to traditional swept-sine models.
Author (s): Cauduro Dias de Paiva, Rafael;
Pakarinen, Jyri;
Välimäki, Vesa;
Affiliation:
Aalto University School of Electrical Engineering, Espoo, Finland; Nokia Technology Institute, INdT, Brasilia, Brazil
(See document for exact affiliation information.)
Publication Date:
2012-03-06
Session subject:
Psychoacoustics and Hearing
DOI:
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Cauduro Dias de Paiva, Rafael; Pakarinen, Jyri; Välimäki, Vesa; 2012; Reduced-Complexity Modeling of High-Order Nonlinear Audio Systems Using Swept-Sine and Principal Component Analysis [PDF]; Aalto University School of Electrical Engineering, Espoo, Finland; Nokia Technology Institute, INdT, Brasilia, Brazil; Paper 5-4; Available from: https://aes.org/publications/elibrary-page/?id=16200
Cauduro Dias de Paiva, Rafael; Pakarinen, Jyri; Välimäki, Vesa; Reduced-Complexity Modeling of High-Order Nonlinear Audio Systems Using Swept-Sine and Principal Component Analysis [PDF]; Aalto University School of Electrical Engineering, Espoo, Finland; Nokia Technology Institute, INdT, Brasilia, Brazil; Paper 5-4; 2012 Available: https://aes.org/publications/elibrary-page/?id=16200
@inproceedings{Cauduro2012reduced-complexity,
title={{Reduced-Complexity Modeling of High-Order Nonlinear Audio Systems Using Swept-Sine and Principal Component Analysis}},
author={Cauduro Dias de Paiva, Rafael and Pakarinen, Jyri and Välimäki, Vesa},
year={2012},
month={mar},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 5-4; AES Conference: 45th International Conference: Applications of Time-Frequency Processing in Audio; March 2012},
number={5-4},
organization={AES},
}
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