Title :
Comparison of a signal subspace tracking algorithm VIA LMS-type procedure with high resolution DOA estimation methods
Author :
Valizadeh, Amir ; Karimi, Mahmood ; Farrokhrooz, Mehdi
Author_Institution :
Dept. of Electr. Eng., Shiraz Univ., Shiraz
Abstract :
In this paper, we present some new investigations on a robust adaptive beamforming via LMS-type procedure which has been proposed recently. This beamformer self-corrects and tracks desired source location errors or variations regardless of the eigenstructure of the input correlation matrix and array shape. This algorithm and MUSIC show an identical asymptotic variance in localization for immobile sources, whereas for the mobile case, the former is more efficient. Simulations show the proper performance of the aforementioned algorithm for resolving targets in low SNR and even for few number of snapshots in comparison with other high resolution methods. Also surveys show its efficiency in tracking moving sources.
Keywords :
array signal processing; direction-of-arrival estimation; least mean squares methods; signal classification; signal resolution; LMS-type procedure; MUSIC; adaptive beamforming; asymptotic variance; eigenstructure; high resolution DOA estimation methods; input correlation matrix; signal subspace tracking algorithm; source location; Array signal processing; Direction of arrival estimation; Multiple signal classification; Position measurement; Robustness; Sensor arrays; Shape; Signal processing algorithms; Signal resolution; Target tracking;
Conference_Titel :
Signal Processing and Its Applications, 2007. ISSPA 2007. 9th International Symposium on
Conference_Location :
Sharjah
Print_ISBN :
978-1-4244-0778-1
Electronic_ISBN :
978-1-4244-1779-8
DOI :
10.1109/ISSPA.2007.4555297
