Title :
Constrained time-variant signal modeling for identifying colliding harmonics in sound mixtures
Author :
Zivanovic, Miroslav ; Schoukens, Johan
Author_Institution :
Dept. IEE, Univ. Publica de Navarra, Pamplona, Spain
fDate :
Aug. 29 2011-Sept. 2 2011
Abstract :
We present a general approach to identifying time-variant colliding harmonics in pitched steady-state monophonic sound mixtures. Each sound is described by a linear-in-parameter quasi-harmonic model which captures properly instantaneous time variations of the non-stochastic sound energy. The model parameters corresponding to colliding harmonics are estimated on the basis of multiple-solution cost function L2 minimization with regularization. The major advantage against the state-of-the art methods is that no additional information about the underlying sounds in the mixture is needed. A comparative study shows that the proposed method performs significantly better than an existing algorithm for separation of monaural pitched sounds from a mixture.
Keywords :
acoustic signal processing; harmonic analysis; minimisation; parameter estimation; constrained time-variant signal modeling; cost function L2 minimization; instantaneous time variation; linear-in- parameter quasi-harmonic model; model parameter estimation; monaural pitched sound separation; non-stochastic sound energy; pitched steady-state monophonic sound mixture; regularization; time-variant colliding harmonics identification; Approximation methods; Harmonic analysis; Power harmonic filters; Signal to noise ratio; Speech; Time-frequency analysis;
Conference_Titel :
Signal Processing Conference, 2011 19th European
Conference_Location :
Barcelona