Title :
Transient modeling with a frequency-transform subspace algorithm and "transient+sinusoidal" scheme
Author :
Boyer, Rémy ; Essid, Slim
Author_Institution :
Dept. of Signal & Image Process., ENST, Paris, France
Abstract :
We present an efficient modeling method for strong transient character audio signals. It is shown that the parametric non-stationary exponentially damped sinusoids (EDS) model permits good performance for time domain modeling of quasi-stationary signals or "weak" transients. However, a decay in modeling performance is observed when dealing with highly nonstationary signals as in a variety of musical sounds (various percussions, castanets, triangle,...). The idea is then to process the signal in a well chosen frequency-transform domain in which the transient temporal characteristics are better modeled by EDS. As a result, better representations of the transient signal class are obtained with no pre-echo artifacts (energy before the attack) and a very good signal onset dynamic reproduction. Finally, an original "transient+sinusoidal" modeling scheme is proposed.
Keywords :
audio signal processing; discrete cosine transforms; frequency-domain analysis; music; signal representation; transient analysis; DCT-IV frequency domain; audio signals; castanets; discrete transform domain; frequency-transform domain; frequency-transform subspace algorithm; modeling performance; musical sounds; nonstationary signals; parametric nonstationary exponentially damped sinusoids; percussions; quasi-stationary signals; signal onset dynamic reproduction; time domain modeling; transient modeling; transient signal representation; transient temporal characteristics; transient+sinusoidal modeling; triangle; weak transients; Damping; Distortion; Image processing; Minimization methods; Multiple signal classification; Signal processing; Speech; Time frequency analysis;
Conference_Titel :
Digital Signal Processing, 2002. DSP 2002. 2002 14th International Conference on
Print_ISBN :
0-7803-7503-3
DOI :
10.1109/ICDSP.2002.1028227