Impulse noise reduction in audio signal through multi-stage technique

The fundamental aim of this study is exclusively focused upon detecting and restoring audio signals corrupted by random-valued impulse noise. This study is stemmed from a process in which the noisy samples are in depth analysed through a cascade of stages. In each stage, a vector of different length...

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Main Author: Ali Awad
Format: Article
Language:English
Published: Elsevier 2019-04-01
Series:Engineering Science and Technology, an International Journal
Online Access:http://www.sciencedirect.com/science/article/pii/S2215098618313211
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spelling doaj-a836095c738145858a2690e68b98ac682020-11-25T02:22:11ZengElsevierEngineering Science and Technology, an International Journal2215-09862019-04-01222629636Impulse noise reduction in audio signal through multi-stage techniqueAli Awad0Department of Engineering and Information Technology, Al-Azhar University, Gaza, PalestineThe fundamental aim of this study is exclusively focused upon detecting and restoring audio signals corrupted by random-valued impulse noise. This study is stemmed from a process in which the noisy samples are in depth analysed through a cascade of stages. In each stage, a vector of different length is used and the similarity degree between the tested sample and its neighbors are precisely measured in each vector. The tested sample which achieves the minimum degree of similarity with its neighboring samples in each stage is highly regarded as an original sample. Several experiments are carried out on different audio sounds to assess the performance of the proposed algorithm in terms of peak signal to noise ratio (PSNR) and sound quality. The attained results have shown that the new method provides remarkable performance if compared to other well-known algorithm, particularly at low noise rates. The method adopted has turned out to be more successful in removing noisy samples and keeping the original ones intact. Also the method in question highlights low computational complexity and easy to implement. Keywords: Impulse noise, De-noising, Audio signalhttp://www.sciencedirect.com/science/article/pii/S2215098618313211
collection DOAJ
language English
format Article
sources DOAJ
author Ali Awad
spellingShingle Ali Awad
Impulse noise reduction in audio signal through multi-stage technique
Engineering Science and Technology, an International Journal
author_facet Ali Awad
author_sort Ali Awad
title Impulse noise reduction in audio signal through multi-stage technique
title_short Impulse noise reduction in audio signal through multi-stage technique
title_full Impulse noise reduction in audio signal through multi-stage technique
title_fullStr Impulse noise reduction in audio signal through multi-stage technique
title_full_unstemmed Impulse noise reduction in audio signal through multi-stage technique
title_sort impulse noise reduction in audio signal through multi-stage technique
publisher Elsevier
series Engineering Science and Technology, an International Journal
issn 2215-0986
publishDate 2019-04-01
description The fundamental aim of this study is exclusively focused upon detecting and restoring audio signals corrupted by random-valued impulse noise. This study is stemmed from a process in which the noisy samples are in depth analysed through a cascade of stages. In each stage, a vector of different length is used and the similarity degree between the tested sample and its neighbors are precisely measured in each vector. The tested sample which achieves the minimum degree of similarity with its neighboring samples in each stage is highly regarded as an original sample. Several experiments are carried out on different audio sounds to assess the performance of the proposed algorithm in terms of peak signal to noise ratio (PSNR) and sound quality. The attained results have shown that the new method provides remarkable performance if compared to other well-known algorithm, particularly at low noise rates. The method adopted has turned out to be more successful in removing noisy samples and keeping the original ones intact. Also the method in question highlights low computational complexity and easy to implement. Keywords: Impulse noise, De-noising, Audio signal
url http://www.sciencedirect.com/science/article/pii/S2215098618313211
work_keys_str_mv AT aliawad impulsenoisereductioninaudiosignalthroughmultistagetechnique
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