Title :
Performance of contrast-based blind source separation
Author :
Comon, Pierre ; Chevalier, Pascal ; Capdevielle, Véronique
Author_Institution :
Thomson Marconi Sonar, Sophia-Antipolis, France
Abstract :
A source separator is proposed based on a contrast functional previously introduced. This contrast is not based on squaring the sample cumulants, which allows a reduced variance on the estimated separating matrix. In fact, it is shown by extensive computer experiments how this contrast compares with JADE, and with the contrast squaring sample fourth-order cumulants. Then a procedure is outlined that allows one to compute the asymptotic theoretical performance.
Keywords :
array signal processing; direction-of-arrival estimation; higher order statistics; signal sampling; JADE; array processing; asymptotic theoretical performance; computer experiments; contrast functional; contrast squaring sample fourth-order cumulants; contrast-based blind source separation; estimated separating matrix; Additive noise; Array signal processing; Blind source separation; Computer simulation; Context modeling; Gaussian noise; Narrowband; Particle separators; Sonar; Statistics;
Conference_Titel :
Signal Processing Advances in Wireless Communications, First IEEE Signal Processing Workshop on
Conference_Location :
Paris, France
Print_ISBN :
0-7803-3944-4
DOI :
10.1109/SPAWC.1997.630386