The effectiveness of JADE based minimum variance distortionless response algorithm for DOA estimation and adaptive beamforming in multipath smart antenna application
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Date
2015
Authors
Ahmad Aminu
Mustafa Seçmen
Munir Aminu Husein
Journal Title
Journal ISSN
Volume Title
Publisher
IEEE Computer Society help@computer.org
Open Access Color
Green Open Access
Yes
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Publicly Funded
No
Abstract
In this paper the direction of arrival (DOA) and adaptive antenna array beamforming for the smart antenna applications are realized by using Minimum Variance Distortionless Response (MVDR) algorithm of DOA estimation. The MVDR supported by joint approximate diagonalization of eigenmatrices (JADE) algorithm is used to estimate the direction of arrivals of coherent signals in non-coherent groups. The generalized steering vectors using JADE algorithm are first estimated and then the spectrum methods are realized to estimate the DOA of each signal. Root mean square error (RMSE) values are computed in different scenarios for the proposed method as well as JADE-MUSIC and the corresponding results are compared. Although both methods resolved the signals correctly simulation results show that JADE based MVDR has better performances in the cases of low number of antenna elements and snapshots. The DOAs obtained are then processed using LMS adaptive beamforming algorithm to steer the main lobe of the radiation pattern to desired angles (signals) and the nulls to undesired angles (signals). The simulation results also reveal that adaptive beamforming is successfully done by annihilating the effects of undesired signals significantly. © 2017 Elsevier B.V. All rights reserved.
Description
Keywords
Adaptive Beamforming, Direction Of Arrival, Joint Approximate Diagonalization Of Eigenmatrices, Least Mean Square Algorithm, Minimum Variance Distortionless Response, Adaptive Algorithms, Algorithms, Antenna Arrays, Beam Forming Networks, Beamforming, Directional Patterns (antenna), Mean Square Error, Silicate Minerals, Smart Antennas, Adaptive Beamforming, Adaptive Beamforming Algorithms, Antenna Applications, Better Performance, Joint Approximate Diagonalization Of Eigen-matrices, Least Mean Square Algorithms, Minimum Variance Distortionless Response, Root Mean Square Errors, Direction Of Arrival, Adaptive algorithms, Algorithms, Antenna arrays, Beam forming networks, Beamforming, Directional patterns (antenna), Mean square error, Silicate minerals, Smart antennas, Adaptive Beamforming, Adaptive beamforming algorithms, Antenna applications, Better performance, Joint approximate diagonalization of eigen-matrices, Least mean square algorithms, Minimum variance distortionless response, Root mean square errors, Direction of arrival
Fields of Science
0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology
Citation
WoS Q
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N/A
Source
2014 6th IEEE International Conference on Adaptive Science and Technology ICAST 2014
Volume
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Start Page
1
End Page
7
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