DocumentCode
3374406
Title
Implementation of a direction-of-arrival finding antenna using neural networks
Author
Voulgarelis, Andreas ; Popescu, Ileana ; Nafornita, Ioan ; Constantinou, Philip
Author_Institution
Athens Nat. Tech. Univ., Greece
fYear
2000
fDate
2000
Firstpage
22
Abstract
Summary form only given. The purpose of this paper is to present the results of applications of neural networks for direction-finding systems. Direction-finding systems for radio signals are mostly used in mobile communications and avionics applications for antenna tracking or navigation. Such systems require, generally, accurate calibration may be sensitive to external noise and interference and operate only for a limited range of azimuth angles. We present the performance of a system consisting of a 4-element antenna-array, a simple RF signal beamformer and a neural network. The direction of arrival problem is approached as a mapping which can be modeled using a suitable neural network trained with input output pairs. We investigate the response of the system for a full range of both azimuth and elevation angles, as well as the error caused by training limitations or other factors
Keywords
antenna arrays; array signal processing; avionics; direction-of-arrival estimation; learning (artificial intelligence); mobile radio; neural nets; radio direction-finding; telecommunication computing; tracking; 4-element antenna-array; DOA; RF signal beamformer; antenna tracking; avionics; azimuth angles; calibration; direction-finding systems; direction-of-arrival finding antenna; elevation angles; interference; mobile communications; navigation; neural networks; noise; radio signals; system performance; training; Aerospace electronics; Azimuth; Calibration; Directive antennas; Interference; Mobile antennas; Mobile communication; Neural networks; Radio navigation;
fLanguage
English
Publisher
ieee
Conference_Titel
Applied Electromagnetism, 2000. Proceedings of the Second International Symposium of Trans Black Sea Region on
Conference_Location
Xanthi
Print_ISBN
0-7803-6428-7
Type
conf
DOI
10.1109/AEM.2000.943186
Filename
943186
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