Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals
This paper addresses the well known permutation problem in frequency domain blind source separation. The proposed method uses correlation between two signals in each DFT bin to solve the permutation problem. One of the signals is partially separated by a time domain blind source separation method an...
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sg-ntu-dr.10356-941362020-03-07T14:02:44Z Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals Reju, Vaninirappuputhenpurayil Gopalan Koh, Soo Ngee Soon, Ing Yann School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing This paper addresses the well known permutation problem in frequency domain blind source separation. The proposed method uses correlation between two signals in each DFT bin to solve the permutation problem. One of the signals is partially separated by a time domain blind source separation method and the other is obtained by the frequency domain blind source separation method. Two different ways of configuring the time and frequency domain blocks, i.e., in parallel or cascade, have been studied. The cascaded configuration not only achieves a better separation performance but also reduces the computational cost as compared to the parallel configuration. Accepted version 2011-09-06T09:23:29Z 2019-12-06T18:51:20Z 2011-09-06T09:23:29Z 2019-12-06T18:51:20Z 2008 2008 Journal Article Reju, V. G., Koh, S. N., & Soon, I. Y. (2008). Partial Separation Method for Solving Permutation Problem in Frequency Domain Blind Source Separation of Speech Signals. Neurocomputing, 71, 2098-2112. 0925-2312 https://hdl.handle.net/10356/94136 http://hdl.handle.net/10220/7006 10.1016/j.neucom.2007.08.030 93536 en Neurocomputing © 2008 Elsevier. This is the author created version of a work that has been peer reviewed and accepted for publication by Neurocomputing, Elsevier. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [DOI: http://dx.doi.org/10.1016/j.neucom.2007.08.030]. 37 p. application/pdf |
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DRNTU::Engineering::Electrical and electronic engineering::Electronic systems::Signal processing Reju, Vaninirappuputhenpurayil Gopalan Koh, Soo Ngee Soon, Ing Yann Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals |
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This paper addresses the well known permutation problem in frequency domain blind source separation. The proposed method uses correlation between two signals in each DFT bin to solve the permutation problem. One of the signals is partially separated by a time domain blind source separation method and the other is obtained by the frequency domain blind source separation method. Two different ways of configuring the time and frequency domain blocks, i.e., in parallel or cascade, have been studied. The cascaded configuration not only achieves a better separation performance but also reduces the computational cost as compared to the parallel configuration. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Reju, Vaninirappuputhenpurayil Gopalan Koh, Soo Ngee Soon, Ing Yann |
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Article |
author |
Reju, Vaninirappuputhenpurayil Gopalan Koh, Soo Ngee Soon, Ing Yann |
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Reju, Vaninirappuputhenpurayil Gopalan |
title |
Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals |
title_short |
Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals |
title_full |
Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals |
title_fullStr |
Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals |
title_full_unstemmed |
Partial separation method for solving permutation problem in frequency domain blind source separation of speech signals |
title_sort |
partial separation method for solving permutation problem in frequency domain blind source separation of speech signals |
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2011 |
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https://hdl.handle.net/10356/94136 http://hdl.handle.net/10220/7006 |
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1681036422457327616 |