DocumentCode :
2578606
Title :
Analysis of adaptive algorithms for digital beamforming in Smart Antennas
Author :
Prasad, Anurag Shivam ; Vasudevan, Sandeep ; Selvalakshmi, R. ; Ram, K.S. ; Subhashini, G. ; Sujitha, S. ; Narayanan, B.S.
Author_Institution :
Dept. of ECE, Amrita Vishwa Vidyapeetham, Coimbatore, India
fYear :
2011
fDate :
3-5 June 2011
Firstpage :
64
Lastpage :
68
Abstract :
Smart Antennas have been gaining popularity in the recent times, as a means to enhance data rate. The reason behind this development is the availability of high-end processors to handle the complex computations involved. The major advantage of digital beamformer (smart antennas) is that phase shifting and array weighing can be performed on digital data rather than in hardware. This paper analyses the performance of three adaptive algorithms - Least Mean Square (LMS), Recursive Least Square (RLS) and Conjugate Gradient Method (CGM) for computing the array weights. In this paper digital beamforming is also performed using kalman based normalised Least Mean Square algorithm. This adaptive algorithm promises very high rate of convergence, highly reduced mean square error and low computational complexity compared to the existing adaptive algorithms. The weights obtained by the above algorithm are then used to steer the antenna array beam in the direction of interest, thereby enhancing SNR. One of the major requirements for Long Term Evolution (LTE), high datarate, can hence be achieved by smart antennas.
Keywords :
Long Term Evolution; adaptive antenna arrays; adaptive signal processing; array signal processing; computational complexity; conjugate gradient methods; least mean squares methods; Long Term Evolution; adaptive algorithms; array weighing; computational complexity; conjugate gradient method; digital beamforming; least mean square algorithm; phase shifting; recursive least square algorithm; smart antennas; Adaptive arrays; Algorithm design and analysis; Array signal processing; Arrays; Kalman filters; Least squares approximation; Signal processing algorithms; adaptive beamforming; kalman filter; long term evolution(LTE); smart antennas;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Recent Trends in Information Technology (ICRTIT), 2011 International Conference on
Conference_Location :
Chennai, Tamil Nadu
Print_ISBN :
978-1-4577-0588-5
Type :
conf
DOI :
10.1109/ICRTIT.2011.5972418
Filename :
5972418
Link To Document :
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