DocumentCode :
743741
Title :
A Framework for Invertible, Real-Time Constant-Q Transforms
Author :
Holighaus, N. ; Dorfler, Monika ; Velasco, Gino Angelo ; Grill, T.
Author_Institution :
Acoust. Res. Inst., Vienna, Austria
Volume :
21
Issue :
4
fYear :
2013
fDate :
4/1/2013 12:00:00 AM
Firstpage :
775
Lastpage :
785
Abstract :
Audio signal processing frequently requires time-frequency representations and in many applications, a non-linear spacing of frequency bands is preferable. This paper introduces a framework for efficient implementation of invertible signal transforms allowing for non-uniform frequency resolution. Non-uniformity in frequency is realized by applying nonstationary Gabor frames with adaptivity in the frequency domain. The realization of a perfectly invertible constant-Q transform is described in detail. To achieve real-time processing, independent of signal length, slice-wise processing of the full input signal is proposed and referred to as sliCQ transform. By applying frame theory and FFT-based processing, the presented approach overcomes computational inefficiency and lack of invertibility of classical constant-Q transform implementations. Numerical simulations evaluate the efficiency of the proposed algorithm and the method´s applicability is illustrated by experiments on real-life audio signals .
Keywords :
audio signal processing; fast Fourier transforms; signal representation; signal resolution; time-frequency analysis; transforms; FFT-based processing; audio signal processing; classical constant-Q transform implementations; computational inefficiency; frame theory; frequency bands; frequency domain; invertible signal transforms; nonlinear spacing; nonstationary Gabor frames; nonuniform frequency resolution; numerical simulations; perfectly invertible constant-Q transform; real-life audio signals; real-time constant-Q transforms; real-time processing; signal length; sliCQ transform; slice-wise processing; time-frequency representations; Algorithm design and analysis; Fourier transforms; Indexes; Real-time systems; Signal resolution; Time frequency analysis; Audio signals; Gabor frames; constant-Q; real-time; time-frequency dictionary;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1558-7916
Type :
jour
DOI :
10.1109/TASL.2012.2234114
Filename :
6384709
Link To Document :
بازگشت