Title :
Separation of harmonic sounds using multipitch analysis and iterative parameter estimation
Author :
Virtanen, Tuomas ; Klapuri, Anssi
Author_Institution :
Signal Process. Lab., Tampere Univ. of Technol., Finland
Abstract :
A signal processing method for the separation of concurrent harmonic sounds is described. The method is based on a two-stage approach. First, a multipitch estimator is applied to find initial sound parameters which are reliable, but inaccurate and static. In a second stage, more accurate and time-varying sinusoidal parameters are estimated in an iterative procedure, which imposes certain constraints for the amplitudes and frequencies between the components of each sound. The proposed algorithm makes it possible to reconstruct separated sounds that are perceptually close to the original ones before mixing. Experimental data comprised sung vowels and 26 musical instruments. Sound separation was performed for random sound mixtures ranging from one to six simultaneous sounds. The system is able to produce meaningful results in all polyphonies, the quality of separated sounds gradually degrading along with the polyphony
Keywords :
acoustic signal processing; audio signal processing; harmonic analysis; iterative methods; music; parameter estimation; signal reconstruction; speech processing; amplitude constraints; audio signal processing; concurrent harmonic sounds; frequency constraints; harmonic sounds separation; iterative parameter estimation; multipitch analysis; multipitch estimator; musical instruments; polyphonies; random sound mixtures; separated sounds quality; separated sounds reconstruction; signal processing method; sound parameters; time-varying sinusoidal parameters; vowels; Acoustic signal processing; Amplitude estimation; Frequency estimation; Harmonic analysis; Humans; Image analysis; Iterative methods; Laboratories; Parameter estimation; Signal processing algorithms;
Conference_Titel :
Applications of Signal Processing to Audio and Acoustics, 2001 IEEE Workshop on the
Conference_Location :
New Platz, NY
Print_ISBN :
0-7803-7126-7
DOI :
10.1109/ASPAA.2001.969548