Title :
Beamspace direction finding based on the conjugate gradient algorithm
Author :
Steinwandt, Jens ; De Lamare, Rodrigo C. ; Haardt, Martin
Author_Institution :
Commun. Res. Lab., Ilmenau Univ. of Technol., Ilmenau, Germany
Abstract :
Motivated by the performance of the direction finding algorithm based on the conjugate gradient (CG) method and the advantages of operating in beamspace, we develop a new beamspace direction finding algorithm, which we refer to as the beamspace conjugate gradient (BS CG) method. The recently developed Krylov subspace-based CG direction finding algorithm utilizes a non-eigenvector basis and yields a superior resolution performance for closely-spaced sources under severe conditions. However, its computational complexity is similar to the eigenvector-based methods. In order to save computational resources, we perform a beamspace transformation, which additionally leads to significant improvements in terms of the resolution capability and the estimation accuracy. A comprehensive complexity analysis and simulation results demonstrate the excellent performance of the proposed method and show its lower computational complexity.
Keywords :
array signal processing; computational complexity; conjugate gradient methods; direction-of-arrival estimation; eigenvalues and eigenfunctions; signal resolution; BS CG method; Krylov subspace-based CG direction finding algorithm; beamspace conjugate gradient method; beamspace direction finding algorithm; beamspace transformation; closely-spaced sources; comprehensive complexity analysis; computational complexity; computational resources; conjugate gradient algorithm; eigenvector-based methods; estimation accuracy; noneigenvector basis; resolution capability; superior resolution performance; Arrays; Discrete Fourier transforms; Estimation; Multiple signal classification; Signal processing algorithms; Signal resolution; Signal to noise ratio; Direction finding; beamspace processing; conjugate gradient (CG); direction of arrival (DOA) estimation;
Conference_Titel :
Smart Antennas (WSA), 2011 International ITG Workshop on
Conference_Location :
Aachen
Print_ISBN :
978-1-61284-075-8
Electronic_ISBN :
978-1-61284-073-4
DOI :
10.1109/WSA.2011.5741913