DocumentCode
1693957
Title
Instantaneous frequency and bandwidth estimation using filterbank arrays
Author
Tsiakoulis, Pirros ; Potamianos, Alexandros ; Dimitriadis, Dimitrios
Author_Institution
Eng. Dept., Univ. of Cambridge, Cambridge, UK
fYear
2013
Firstpage
8032
Lastpage
8036
Abstract
Accurate estimation of the instantaneous frequency of speech resonances is a hard problem mainly due to phase discontinuities in the speech signal associated with excitation instants. We review a variety of approaches for enhanced frequency and bandwidth estimation in the time-domain and propose a new cognitively motivated approach using filterbank arrays. We show that by filtering speech resonances using filters of different center frequency, bandwidth and shape, the ambiguity in instantaneous frequency estimation associated with amplitude envelope minima and phase discontinuities can be significantly reduced. The novel estimators are shown to perform well on synthetic speech signals with frequency and bandwidth micro-modulations (i.e., modulations within a pitch period), as well as on real speech signals. Filterbank arrays, when applied to frequency and bandwidth modulation index estimation, are shown to reduce the estimation error variance by 85% and 70% respectively.
Keywords
channel bank filters; frequency estimation; frequency modulation; speech processing; time-domain analysis; amplitude envelope minima; bandwidth micromodulations; bandwidth modulation index estimation; center frequency; cognitively motivated approach; estimation error variance reduction; excitation instants; filterbank arrays; frequency micromodulations; frequency modulation index estimation; instantaneous frequency estimation; phase discontinuities; pitch period; real speech signals; speech resonances filtering; synthetic speech signals; time-domain; Bandwidth; Estimation; Frequency estimation; Frequency modulation; Resonant frequency; Speech; filterbank arrays; instantaneous frequency; micro-modulations; speech analysis; time-frequency analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location
Vancouver, BC
ISSN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2013.6639229
Filename
6639229
Link To Document