DocumentCode :
113885
Title :
Performance analysis of kernel based adaptive beamforming for smart antenna systems
Author :
Rao, Amara Prakasa ; Sarma, N.V.S.N.
Author_Institution :
Dept. of Electron. & Commun. Eng, Nat. Inst. of Technol., Warangal, India
fYear :
2014
fDate :
15-17 Dec. 2014
Firstpage :
262
Lastpage :
265
Abstract :
In this paper, kernel based adaptive algorithms for smart antenna systems are considered to achieve the best weight vector for beamforming by iteration process. Smart antenna systems radiate not only narrow beams towards desired signal directions, but also place deep nulls in the undesired signal directions, thus optimizing the signal quality, and enhancing the coverage range. The performance of the algorithms are studied with parameters, like convergence speed and minimum mean square error. Based on simulation results, it is proved that kernel based adaptive algorithm provides better performance in terms of weight convergence, null steering and power gain over that of the traditional least square algorithm. Therefore, the kernel based algorithm gives a cost effective solution in mobile communication under dynamic channel environment to enhance capacity and range.
Keywords :
adaptive antenna arrays; array signal processing; iterative methods; least squares approximations; mobile communication; convergence speed; dynamic channel environment; iteration process; kernel based adaptive beamforming algorithm; minimum mean square error; mobile communication; performance analysis; smart antenna systems; traditional least square algorithm; weight convergence; Adaptive arrays; Array signal processing; Arrays; Convergence; Heuristic algorithms; Kernel; Least squares approximations; Beamforming; Kernel based adaptive algorithms; Least Mean Square (LMS) algorithm; Recursive Least Square (RLS) algorithm; Smart Antenna System;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Microwave and RF Conference (IMaRC), 2014 IEEE International
Conference_Location :
Bangalore
Type :
conf
DOI :
10.1109/IMaRC.2014.7039023
Filename :
7039023
Link To Document :
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