Speech enhancement using empirical mode decomposition and the Teager–Kaiser energy operator
Rehaussement du signal de parole par EMD et opérateur de Teager-Kaiser
dc.contributor.author | KHALDI, Kais |
dc.contributor.author
hal.structure.identifier | BOUDRAA, Abdel-Ouahab
|
dc.contributor.author
hal.structure.identifier | KOMATY, Ali
|
dc.date.accessioned | 2014 |
dc.date.available | 2014 |
dc.date.issued | 2014 |
dc.date.submitted | 2014 |
dc.identifier.issn | 0001-4966 |
dc.identifier.uri | http://hdl.handle.net/10985/8939 |
dc.description | The authors would like to thank Professor Mohamed Bahoura from Universite de Quebec a Rimouski for fruitful discussions on time adaptive thresholding |
dc.description.abstract | In this paper a speech denoising strategy based on time adaptive thresholding of intrinsic modes functions (IMFs) of the signal, extracted by empirical mode decomposition (EMD), is introduced. The denoised signal is reconstructed by the superposition of its adaptive thresholded IMFs. Adaptive thresholds are estimated using the Teager–Kaiser energy operator (TKEO) of signal IMFs. More precisely, TKEO identifies the type of frame by expanding differences between speech and non-speech frames in each IMF. Based on the EMD, the proposed speech denoising scheme is a fully data-driven approach. The method is tested on speech signals with different noise levels and the results are compared to EMD-shrinkage and wavelet transform (WT) coupled with TKEO. Speech enhancement performance is evaluated using output signal to noise ratio (SNR) and perceptual evaluation of speech quality (PESQ) measure. Based on the analyzed speech signals, the proposed enhancement scheme performs better than WT-TKEO and EMD-shrinkage approaches in terms of output SNR and PESQ. The noise is greatly reduced using time-adaptive thresholding than universal thresholding. The study is limited to signals corrupted by additive white Gaussian noise. |
dc.language.iso | en |
dc.publisher | Acoustical Society of America |
dc.rights | Post-print |
dc.subject | Interpolation |
dc.subject | Noise propagation |
dc.subject | Speech |
dc.subject | Speech analysis |
dc.subject | Wavelets |
dc.subject | Décomposition modale empirique |
dc.subject | Opérateur de Teager-Kaiser |
dc.subject | Signal de Parole |
dc.title | Speech enhancement using empirical mode decomposition and the Teager–Kaiser energy operator |
dc.title | Rehaussement du signal de parole par EMD et opérateur de Teager-Kaiser |
dc.identifier.doi | 10.1121/1.4837835 |
dc.typdoc | Article dans une revue avec comité de lecture |
dc.localisation | Centre de Paris |
dc.subject.hal | Sciences de l'ingénieur: Acoustique |
dc.subject.hal | Sciences de l'ingénieur: Traitement du signal et de l'image |
ensam.audience | Internationale |
ensam.page | 451-459 |
ensam.journal | Journal of the Acoustical Society of America |
ensam.volume | 135 |
ensam.issue | 1 |
ensam.language | fr |
hal.identifier | hal-01084175 |
hal.version | 1 |
hal.submission.permitted | updateMetadata |
hal.status | accept |
dc.identifier.eissn | 1520-8524 |