Title :
Optimizing coherent demodulation for improved separation of overlapping sources
Author_Institution :
Electr. & Comput. Eng. Dept., Univ. of Maryland, College Park, MD, USA
Abstract :
The complex modulators of coherent demodulation make the algorithm a natural fit for source separation, but the overlapping bands typically found in real audio mixtures present interference problems for the algorithm. This paper proposes reframing coherent demodulation as an optimization problem that distributes the energy in overlapping bands according to an optimally low-frequency strategy. The extension is shown to improve separation for sinewave mixtures and for mixtures of speech and music.
Keywords :
audio signal processing; music; optimisation; source separation; speech processing; audio mixture; complex modulator; interference problem; music signal; optimally low frequency strategy; optimization problem; overlapping source separation; reframing coherent demodulation; sinewave mixture; speech signal; Demodulation; Frequency modulation; Optimization; Source separation; Speech; Speech processing; Modulation; Optimization methods; Source separation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6637779