Title :
Performance Breakdown in Music, G-Music and Maximum Likelihood Estimation
Author :
Abramovich, Yuri I. ; Johnson, Bruce A. ; Mestre, Xavier
Author_Institution :
Div. of ISR, Defence Sci. & Technol. Organ., Edinburg, SA, Australia
Abstract :
Performance of MUSIC and maximum likelihood direction-of-arrival estimation in the "threshold" region is compared with the performance of the recently introduced G-MUSIC, based on the general statistical analysis (GSA) methodology. While the superiority of G-MUSIC over MUSIC has been demonstrated, it remains to be established whether G-MUSIC also outperforms MLE in scenarios within the threshold region. Comparisons of likelihood functions for MUSIC and G-MUSIC generated solutions as well as clairvoyantly optimized solutions are conducted to address this question.
Keywords :
direction-of-arrival estimation; maximum likelihood estimation; signal classification; G-MUSIC; MLE; MUSIC; general statistical analysis methodology; maximum likelihood direction-of-arrival estimation; Adaptive arrays; Australia; Covariance matrix; Direction of arrival estimation; Electric breakdown; Maximum likelihood estimation; Multiple signal classification; Statistical analysis; Technology management; Telecommunications; Adaptive estimation; Array signal processing; Maximum likelihood estimation;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366419