Title :
Constrained EM estimates for harmonic source separation
Author :
Jinachitra, Pamornpol
Author_Institution :
Center for Comput. Res. in Music & Acousti., Stanford Univ., CA, USA
Abstract :
A constrained iterative method for harmonic source parameter estimation is proposed based on an EM algorithm with intent for harmonic source separation. The problem of coinciding partials and interference among them in general is mitigated by the constraints on the "weak" partials on the stronger ones of the same harmonic source. A useful scheme to determine the weakness of a partial is proposed. The constrained iteration is shown to give more accurate estimates of the sinusoidal parameters, which results in good source separation even in most cases of highly overlapping spectra.
Keywords :
blind source separation; interference (signal); iterative methods; parameter estimation; constrained EM estimates; harmonic source separation; iterative method; parameter estimation; Amplitude estimation; Frequency estimation; Interference constraints; Iterative algorithms; Iterative methods; Music; Parameter estimation; Phase estimation; Signal processing; Source separation;
Conference_Titel :
Multimedia and Expo, 2003. ICME '03. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7965-9
DOI :
10.1109/ICME.2003.1221692