DocumentCode :
3291682
Title :
DOA estimation using the LMS and the CMA algorithms in a macrocell environment modeled by the GBSBCM
Author :
Ragheb, Meriam K. ; Elramly, S.E. ; Mostafa, Sami
Author_Institution :
Dept. of Electron. & Commun. Eng., Ain Shams Univ., Cairo, Egypt
fYear :
2004
fDate :
16-18 March 2004
Lastpage :
42380
Abstract :
The primary aim of this work is to introduce the impact of the wireless channel in a macrocell mobile environment on the direction-of-arrival (DOA) estimation capability of two well-known adaptive and blind adaptive algorithms namely the least mean square (LMS) algorithm and the constant modulus algorithm (CMA) applied at the base station (BS) antenna array. In the present work, Matlab programs are designed to simulate the two algorithms, evaluate their relative performances in response to different input scenarios assuming ideal channel conditions. Afterwards, vector channel modeling of the wireless macrocell environment is investigated using the geometrically based single bounce circular model (GBSBCM). Finally, the impact of the wireless channel on the DOA estimation capability of these two algorithms is given, and the variance of the errors in the DOA estimate in each case is obtained as a function of the angular distribution observed at the BS.
Keywords :
adaptive antenna arrays; adaptive estimation; cellular radio; direction-of-arrival estimation; least mean squares methods; mobile antennas; CMA algorithm; DOA estimation; LMS; Matlab program; angular distribution; base station antenna array; blind adaptive algorithm; channel condition; constant modulus algorithm; direction-of-arrival estimation; error variance; geometrically based single bounce circular model; least mean square algorithm; vector channel model; wireless channel; wireless macrocell mobile environment; Adaptive algorithm; Adaptive arrays; Base stations; Direction of arrival estimation; Directive antennas; Least squares approximation; Macrocell networks; Mathematical model; Mobile antennas; Solid modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Radio Science Conference, 2004. NRSC 2004. Proceedings of the Twenty-First National
Print_ISBN :
977-5031-77-X
Type :
conf
DOI :
10.1109/NRSC.2004.1321805
Filename :
1321805
Link To Document :
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