Title :
Computationally efficient 2-D spectral estimation
Author :
Jakobsson, S. ; Ekman, Torbjörn ; Stoica, Petre
Author_Institution :
Syst. Control Group, Uppsala, Sweden
Abstract :
We present an efficient implementation of the 2-D amplitude spectrum capon (ASC) estimator, denoted the 2-D Burg-based ASC (BASC) estimator. The algorithm, which will depend only on the (forward) linear prediction matrices and the (forward) prediction error covariance matrices, can be implemented using the 2-D fast Fourier transform. To compute the needed prediction matrices, we make use of a recently proposed 2-D lattice algorithm, which computes the linear prediction matrices directly from the multichannel data without first computing the autocorrelation sequence
Keywords :
amplitude estimation; computational complexity; covariance matrices; fast Fourier transforms; prediction theory; spectral analysis; 2D Burg-based amplitude spectrum capon estimator; 2D fast Fourier transform; 2D lattice algorithm; 2D spectral estimation; FFT; computational complexity; forward linear prediction matrices; forward prediction error covariance matrices; Amplitude estimation; Control systems; Covariance matrix; Fast Fourier transforms; Finite impulse response filter; Frequency estimation; Geophysics computing; Radar applications; Radar imaging; Signal resolution;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.859262