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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...
Autores principales: | , , |
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Lenguaje: | eng |
Publicado: |
Springer
2016
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1007/978-981-287-739-0 http://cds.cern.ch/record/2137879 |
_version_ | 1780950021454168064 |
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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. |
id | cern-2137879 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2016 |
publisher | Springer |
record_format | invenio |
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 |