Title :
The effectiveness of JADE based minimum variance distortionless response algorithm for DOA estimation and adaptive beamforming in multipath smart antenna application
Author :
Aminu, Ahmad ; Secmen, Mustafa ; Husein, Munir Aminu
Author_Institution :
Dept. of Electr. & Electron. Eng., Yasar Univ., Izmir, Turkey
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.
Keywords :
adaptive antenna arrays; antenna radiation patterns; array signal processing; direction-of-arrival estimation; eigenvalues and eigenfunctions; matrix algebra; mean square error methods; signal classification; DOA estimation; JADE algorithm; JADE-MUSIC; LMS adaptive beamforming algorithm; MVDR algorithm; RMSE value; adaptive antenna array beamforming; direction of arrival estimation; joint approximate diagonalization of eigenmatrices; minimum variance distortionless response algorithm; multipath smart antenna; radiation pattern; root mean square error; spectrum method; Array signal processing; Arrays; Covariance matrices; Direction-of-arrival estimation; Estimation; Fading; Vectors; adaptive beamforming; direction of arrival; joint approximate diagonalization of eigenmatrices; least mean square algorithm; minimum variance distortionless response;
Conference_Titel :
Adaptive Science & Technology (ICAST), 2014 IEEE 6th International Conference on
DOI :
10.1109/ICASTECH.2014.7068072