Title :
Smooth Signal Extraction From Instantaneous Mixtures
Author :
Mitianoudis, Nikolaos ; Stathaki, Tania ; Constantinides, Anthony G.
Author_Institution :
Electr. & Electron. Eng. Dept., Imperial Coll. London
fDate :
4/1/2007 12:00:00 AM
Abstract :
The problem of blind separation of statistically independent sources from instantaneous mixtures, using the efficient framework of independent component analysis (ICA), has been widely addressed in the literature. In this letter, the authors propose a sequential blind signal extraction algorithm that attempts to identify smooth sources in instantaneous mixtures. The approach incorporates smoothness constraints in the traditional negentropy cost function to extract smooth components, using an approximate second-order optimization method
Keywords :
blind source separation; independent component analysis; ICA; blind separation; independent component analysis; instantaneous mixture; second-order optimization method; sequential blind signal extraction algorithm; smooth source identification; Additive noise; Cost function; Electrocardiography; Independent component analysis; Interference; Monitoring; Optimization methods; Signal processing; Signal processing algorithms; Source separation; Constrained ICA; fastICA; independent component analysis (ICA); smoothness constraint;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2006.885287