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System identification plays an important role in the field of digital audio systems. While the linear con- volution operation is suitable for linear systems, nonlinear models have to be introduced for modeling the majority of real-world devices. In this paper, a novel approach for the estimation of nonlinear system mod- els is proposed based on the introduction of suitable orthogonal nonlinear functions and frequency-domain adaptive filtering algorithm. Experimental results confirm the effectiveness of the approach, making also comparisons with an analogous approach based on a polynomial structure.
Author (s): Romoli, Laura;
Gasparini, Michele;
Cecchi, Stefania;
Primavera, Andrea;
Piazza, Francesco;
Affiliation:
Università Politecnica delle Marche, Ancona, Italy
(See document for exact affiliation information.)
Publication Date:
2012-09-06
Session subject:
System Architecture and Hardware - Automotive Loudspeaker Design
DOI:
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Romoli, Laura; Gasparini, Michele; Cecchi, Stefania; Primavera, Andrea;Piazza, Francesco; 2012; Adaptive Identification of Nonlinear Models Using Orthogonal Nonlinear Functions [PDF]; Università Politecnica delle Marche, Ancona, Italy; Paper 2-1; Available from: https://aes.org/publications/elibrary-page/?id=16419
Romoli, Laura; Gasparini, Michele; Cecchi, Stefania; Primavera, Andrea;Piazza, Francesco; Adaptive Identification of Nonlinear Models Using Orthogonal Nonlinear Functions [PDF]; Università Politecnica delle Marche, Ancona, Italy; Paper 2-1; 2012 Available: https://aes.org/publications/elibrary-page/?id=16419
@inproceedings{Romoli2012adaptive,
title={{Adaptive Identification of Nonlinear Models Using Orthogonal Nonlinear Functions}},
author={Romoli, Laura and Gasparini, Michele and Cecchi, Stefania and Primavera, Andrea;Piazza, Francesco},
year={2012},
month={sep},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 2-1; AES Conference: 48th International Conference: Automotive Audio; September 2012},
number={2-1},
organization={AES},
}
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