DocumentCode :
2624604
Title :
High performance DOA trackers derived from parallel low resolution detectors
Author :
Perez-Neira, Ana ; Lagunas, Miguel A.
Author_Institution :
Dept. de Teoria del Senyal i Comunicacions, Univ. Politecnica de Catalunya, Barcelona, Spain
fYear :
1996
fDate :
24-26 Jun 1996
Firstpage :
558
Lastpage :
561
Abstract :
Traditionally, high resolution spectral direction of arrival (DOA) estimation has been associated with algorithms rather than with a processing scheme or architecture. Motivated by previous work on feasible implementations of the expectation-maximization algorithm, the authors show that classical bank filter approach can get similar, even better, performance than the most sophisticated algorithms, in terms of performance versus complexity. In fact, the practicality and robustness required for DOA trackers, both in radar and in the mobile communication scenarios to alleviate data fusion and hand-over respectively, makes evident the use of filter-bank or scanning beams for DOA tracking at the expense of resolution. The herein reported tracker enhances complexity and robustness of these schemes, achieving high resolution from the EM architecture. The result is a low complexity tracker with robustness against coherent sources and a resolution close to singular value decomposition (SVD) based methods
Keywords :
Kalman filters; antenna phased arrays; array signal processing; covariance matrices; direction-of-arrival estimation; filtering theory; radar tracking; sensor fusion; signal detection; tracking filters; DOA estimation; DOA trackers; EM algorithm; bank filter approach; data fusion; direction of arrival estimation; expectation-maximization algorithm; hand-over; high performance trackers; low complexity tracker; mobile communication; parallel low resolution detectors; phased arrays; radar; robustness; Bandwidth; Covariance matrix; Detectors; Direction of arrival estimation; Face detection; Filter bank; Phase noise; Radar tracking; Robustness; Signal resolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Statistical Signal and Array Processing, 1996. Proceedings., 8th IEEE Signal Processing Workshop on (Cat. No.96TB10004
Conference_Location :
Corfu
Print_ISBN :
0-8186-7576-4
Type :
conf
DOI :
10.1109/SSAP.1996.534938
Filename :
534938
Link To Document :
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