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Signal enhancement with variable span linear filters

This book introduces readers to the novel concept of variable span speech enhancement filters, and demonstrates how it can be used for effective noise reduction in various ways. Further, the book provides the accompanying Matlab code, allowing readers to easily implement the main ideas discussed. Va...

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Detalles Bibliográficos
Autores principales: Benesty, Jacob, Christensen, Mads G, Jensen, Jesper R
Lenguaje:eng
Publicado: Springer 2016
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-981-287-739-0
http://cds.cern.ch/record/2137879
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author Benesty, Jacob
Christensen, Mads G
Jensen, Jesper R
author_facet Benesty, Jacob
Christensen, Mads G
Jensen, Jesper R
author_sort Benesty, Jacob
collection CERN
description This book introduces readers to the novel concept of variable span speech enhancement filters, and demonstrates how it can be used for effective noise reduction in various ways. Further, the book provides the accompanying Matlab code, allowing readers to easily implement the main ideas discussed. Variable span filters combine the ideas of optimal linear filters with those of subspace methods, as they involve the joint diagonalization of the correlation matrices of the desired signal and the noise. The book shows how some well-known filter designs, e.g. the minimum distortion, maximum signal-to-noise ratio, Wiener, and tradeoff filters (including their new generalizations) can be obtained using the variable span filter framework. It then illustrates how the variable span filters can be applied in various contexts, namely in single-channel STFT-based enhancement, in multichannel enhancement in both the time and STFT domains, and, lastly, in time-domain binaural enhancement. In these contexts, the properties of these filters are analyzed in terms of their noise reduction capabilities and desired signal distortion, and the analyses are validated and further explored in simulations.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2016
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spelling cern-21378792021-04-21T19:45:56Zdoi:10.1007/978-981-287-739-0http://cds.cern.ch/record/2137879engBenesty, JacobChristensen, Mads GJensen, Jesper RSignal enhancement with variable span linear filtersEngineeringThis book introduces readers to the novel concept of variable span speech enhancement filters, and demonstrates how it can be used for effective noise reduction in various ways. Further, the book provides the accompanying Matlab code, allowing readers to easily implement the main ideas discussed. Variable span filters combine the ideas of optimal linear filters with those of subspace methods, as they involve the joint diagonalization of the correlation matrices of the desired signal and the noise. The book shows how some well-known filter designs, e.g. the minimum distortion, maximum signal-to-noise ratio, Wiener, and tradeoff filters (including their new generalizations) can be obtained using the variable span filter framework. It then illustrates how the variable span filters can be applied in various contexts, namely in single-channel STFT-based enhancement, in multichannel enhancement in both the time and STFT domains, and, lastly, in time-domain binaural enhancement. In these contexts, the properties of these filters are analyzed in terms of their noise reduction capabilities and desired signal distortion, and the analyses are validated and further explored in simulations.Springeroai:cds.cern.ch:21378792016
spellingShingle Engineering
Benesty, Jacob
Christensen, Mads G
Jensen, Jesper R
Signal enhancement with variable span linear filters
title Signal enhancement with variable span linear filters
title_full Signal enhancement with variable span linear filters
title_fullStr Signal enhancement with variable span linear filters
title_full_unstemmed Signal enhancement with variable span linear filters
title_short Signal enhancement with variable span linear filters
title_sort signal enhancement with variable span linear filters
topic Engineering
url https://dx.doi.org/10.1007/978-981-287-739-0
http://cds.cern.ch/record/2137879
work_keys_str_mv AT benestyjacob signalenhancementwithvariablespanlinearfilters
AT christensenmadsg signalenhancementwithvariablespanlinearfilters
AT jensenjesperr signalenhancementwithvariablespanlinearfilters