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Nonlinear Audio Systems Identification Through Audio Input Gaussianization

delete2014-01-01
delete13
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OA
AI
I
Imen Mezghani-Marrakchi *
G
Gaël Mahé
S
Sonia Djaziri-Larbi
M
M. Jaïdane-Saïdane
M
M. Turki-Hadj Alouane
DOI:10.1109/TASL.2013.2282214delete
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摘要

摘要

En 中文
Nonlinear audio system identification generally relies on Gaussianity, whiteness and stationarity hypothesis on the input signal, although audio signals are non-Gaussian, highly correlated and non-stationary. However, since the physical behavior of nonlinear audio systems is input-dependent, they should be identified using natural audio signals (speech or music) as input, instead of artificial signals (sweeps or noise) as usually done. We propose an identification scheme that conditions audio signals to fit the desired properties for an efficient identification. The identification system consists in (1) a Gaussianization step that makes the signal nearGaussian under a perceptual constraint; (2) a predictor filterbank that whitens the signal; (3) an orthonormalization step that enhances the statistical properties of the input vector of the last step, under a Gaussianity hypothesis; (4) an adaptive nonlinear model. The proposed scheme enhances the convergence rate of the identification and reduces the steady state identification error, compared to other schemes, for example the classical adaptive nonlinear identification.
Keyword:
Audio gaussianization
nonlinear system identification
orthonormalization.
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期刊

I
IEEE-ACM Transactions on Audio Speech and Language Processing
IF:
5.1
论文数:
2.6K
被引数:
1.1W

机构

E
ecole nationale d'ingenieurs de tunis (enit)
学者数:
646
论文数: 603
被引数: 0
U
universite de tunis-el-manar
学者数:
1.2W
论文数: 7.4K
被引数: 4
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