Title :
Maximum likelihood and robust G-music performance in K-distributed noise
Author :
Yuri I. Abramovich;Ben A. Johnson;Olivier Besson
Author_Institution :
University of South Australia - ITR, Mawson Lakes SA 5085, Australia
Abstract :
For an antenna array input mixture of m point source signals in K-distributed noise, we compare DOA estimation delivered by Maximum Likelihood and the recently introduced Robust G-MUSIC (RG-MUSIC) technique. We demonstrate that similar to the Gaussian case, MLE is still superior to RG-MUSIC, especially within the so-called threshold region. This makes it possible to use the Expected Likelihood (EL) methodology to detect the presence of RG-MUSIC performance breakdown and "cure" those cases via an approach previously developed for the complex Gaussian circumstance.
Keywords :
"Maximum likelihood estimation","Direction-of-arrival estimation","Covariance matrices","Multiple signal classification","Arrays","Signal to noise ratio"
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2015 23rd European
Electronic_ISBN :
2076-1465
DOI :
10.1109/EUSIPCO.2015.7362687