Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control

In active noise control (ANC), the performance of the filtered-x least mean squares (FXLMS) algorithm is degraded by the saturation of the loudspeaker in the secondary path. Predistortion is a linearization technique commonly used in signal processing applications to compensate for saturation nonlin...

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Main Authors: Sahib, Mouayad Abdulredha, Raja Ahmad, Raja Mohd Kamil
Format: Article
Language:English
Published: SAGE Publications 2014
Online Access:http://psasir.upm.edu.my/id/eprint/34399/1/Loudspeaker%20nonlinearity%20compensation%20with%20inverse%20tangent%20hyperbolic%20function.pdf
http://psasir.upm.edu.my/id/eprint/34399/
http://tim.sagepub.com/content/36/8/971.abstract
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Institution: Universiti Putra Malaysia
Language: English
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spelling my.upm.eprints.343992016-01-22T03:10:49Z http://psasir.upm.edu.my/id/eprint/34399/ Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control Sahib, Mouayad Abdulredha Raja Ahmad, Raja Mohd Kamil In active noise control (ANC), the performance of the filtered-x least mean squares (FXLMS) algorithm is degraded by the saturation of the loudspeaker in the secondary path. Predistortion is a linearization technique commonly used in signal processing applications to compensate for saturation nonlinearity. The design of the predistorter (PD) requires the use of direct measurement from the output of the nonlinear element. However, in ANC applications, direct measurement from the loudspeaker output is not available. Therefore, a conventional PD design approach cannot be directly applied. In this paper, a new PD-based compensation technique based on the inverse model of the loudspeaker nonlinearity is proposed. The PD is represented by an approximated memory-less inverse tangent hyperbolic function (ITHF). The approximated ITHF is scaled by a pre-identified parameter, which represents the loudspeaker nonlinearity strength. This parameter can be obtained by modelling the secondary path using a proposed block-oriented Hammerstein structure in which the nonlinear part is represented by a memory-less tangent hyperbolic function (THF). Simulation results show that using the proposed PD along with the FXLMS algorithm increase the noise reduction performance significantly. SAGE Publications 2014-12 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/34399/1/Loudspeaker%20nonlinearity%20compensation%20with%20inverse%20tangent%20hyperbolic%20function.pdf Sahib, Mouayad Abdulredha and Raja Ahmad, Raja Mohd Kamil (2014) Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control. Transaction of the Institute of Measurement and Control , 36 (8). pp. 971-982. ISSN 0142-3312; ESSN: 1477-0369 http://tim.sagepub.com/content/36/8/971.abstract 10.1177/0142331214527602
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description In active noise control (ANC), the performance of the filtered-x least mean squares (FXLMS) algorithm is degraded by the saturation of the loudspeaker in the secondary path. Predistortion is a linearization technique commonly used in signal processing applications to compensate for saturation nonlinearity. The design of the predistorter (PD) requires the use of direct measurement from the output of the nonlinear element. However, in ANC applications, direct measurement from the loudspeaker output is not available. Therefore, a conventional PD design approach cannot be directly applied. In this paper, a new PD-based compensation technique based on the inverse model of the loudspeaker nonlinearity is proposed. The PD is represented by an approximated memory-less inverse tangent hyperbolic function (ITHF). The approximated ITHF is scaled by a pre-identified parameter, which represents the loudspeaker nonlinearity strength. This parameter can be obtained by modelling the secondary path using a proposed block-oriented Hammerstein structure in which the nonlinear part is represented by a memory-less tangent hyperbolic function (THF). Simulation results show that using the proposed PD along with the FXLMS algorithm increase the noise reduction performance significantly.
format Article
author Sahib, Mouayad Abdulredha
Raja Ahmad, Raja Mohd Kamil
spellingShingle Sahib, Mouayad Abdulredha
Raja Ahmad, Raja Mohd Kamil
Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control
author_facet Sahib, Mouayad Abdulredha
Raja Ahmad, Raja Mohd Kamil
author_sort Sahib, Mouayad Abdulredha
title Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control
title_short Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control
title_full Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control
title_fullStr Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control
title_full_unstemmed Loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control
title_sort loudspeaker nonlinearity compensation with inverse tangent hyperbolic function-based predistorter for active noise control
publisher SAGE Publications
publishDate 2014
url http://psasir.upm.edu.my/id/eprint/34399/1/Loudspeaker%20nonlinearity%20compensation%20with%20inverse%20tangent%20hyperbolic%20function.pdf
http://psasir.upm.edu.my/id/eprint/34399/
http://tim.sagepub.com/content/36/8/971.abstract
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