DocumentCode
2801496
Title
On the robustness of the Quasi-Harmonic model of speech
Author
Pantazis, Yannis ; Rosec, Olivier ; Stylianou, Yannis
Author_Institution
Multimedia Inf. Lab., FORTH, Heraklion, Greece
fYear
2010
fDate
14-19 March 2010
Firstpage
4210
Lastpage
4213
Abstract
In this paper we discuss the robustness of the Quasi-Harmonic model, QHM, previously suggested for speech analysis and AM-FM decomposition of speech. Assuming a frame by frame analysis, QHM suggests an iterative estimator for the actual frequencies of the speech components at the center of analysis window. In this paper, we show that this is a biased estimator and then, we compute analytically and numerically the bias of the estimator showing its dependence on the type and length of the analysis window. Moreover, we analyze the robustness of the QHM estimator in white Gaussian noise, showing that the suggested iterative estimator asymptotically attains the corresponding Cramer-Rao lower bound even in adverse noisy conditions. Examples of synthetic signals are provided to support our analysis.
Keywords
Gaussian noise; frequency estimation; speech processing; AM-FM speech decomposition; Cramer-Rao lower bound; QHM; analysis window; biased estimator; frame analysis; frequency estimation; iterative estimator; quasiharmonic speech model; speech analysis; speech component; white Gaussian noise; Frequency estimation; Gaussian noise; Noise robustness; Signal analysis; Speech analysis; Speech coding; Speech enhancement; Speech processing; Speech synthesis; Visualization; Cramer-Rao bound; Frequency estimation; Quasi-Harmonic Model; Robustness; Speech analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location
Dallas, TX
ISSN
1520-6149
Print_ISBN
978-1-4244-4295-9
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2010.5495700
Filename
5495700
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