DocumentCode :
705243
Title :
Data-aided DOA estimation of single source with time-variant Rayleigh amplitudes
Author :
Abeida, H. ; Al-Nafouri, T.Y.
Author_Institution :
Electr. Eng. Dept., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
fYear :
2010
fDate :
23-27 Aug. 2010
Firstpage :
1359
Lastpage :
1363
Abstract :
This paper focuses on the data-aided (DA) direction of arrival (DOA) estimation of a single narrow-band source in time-varying Rayleigh fading amplitude. The time-variant fading amplitude is modeled by considering the Jakes´ and the first order autoregressive (AR1) correlation models. Closed-form expressions of the CRB for DOA alone are derived for fast and slow Rayleigh fading amplitude. As a special case, the CRB under uncorrelated fading Rayleigh channel is derived. A analytical approximate expressions of the CRB are derived for low and high SNR that enable the derivation of a number of properties that describe the bound´s dependence on key parameters such as SNR, channel correlation. A high signal-to-noise-ratio maximum likelihood (ML) estimator based on the AR1 correlation model is derived. The main objective is to reduce algorithm complexity to a single-dimensional search on the DOA parameter alone as in the static-channel DOA estimator. Finally, simulation results illustrate the performance of the estimator and confirm the validity of the theoretical analysis.
Keywords :
Rayleigh channels; channel estimation; direction-of-arrival estimation; maximum likelihood estimation; channel correlation; data-aided DOA estimation; direction of arrival estimation; fading Rayleigh channel; first order autoregressive correlation models; maximum likelihood estimator; single narrow-band source; time-variant Rayleigh amplitudes; time-variant fading amplitude; Correlation; Direction-of-arrival estimation; Maximum likelihood estimation; Rayleigh channels; Signal to noise ratio; AR1 channel model; Cramér Rao bound; DOA estimation; Jakes´ channel model; ML estimator; Time-varying fading channel;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference, 2010 18th European
Conference_Location :
Aalborg
ISSN :
2219-5491
Type :
conf
Filename :
7096516
Link To Document :
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