Title :
An improved Toeplitz approximation method
Author :
Arun, K.S. ; Rao, Bhaskar D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Urbana, IL, USA
Abstract :
The authors suggest a modification of the Toeplitz approximation method for estimating frequencies of multiple sinusoids from covariance measurements. The method constructs a state-feedback matrix following a low-rank approximation of the Toeplitz covariance matrix via singular-value decomposition. Ideally, the eigenvalues of this state-feedback matrix will be on the unit circle in the complex plane, and the angles that they make with the real axis will be equal to the unknown sinusoid frequencies. The modification proposed here exploits this prior knowledge of the modulus of the eigenvalues and guarantees that even in the presence of noise the eigenvalues of the estimated state-feedback matrix will lie on the unit circle
Keywords :
eigenvalues and eigenfunctions; matrix algebra; parameter estimation; signal processing; Toeplitz approximation method; Toeplitz covariance matrix; complex plane; covariance measurements; eigenvalues; frequency estimation; multiple sinusoids; signal processing; singular-value decomposition; state-feedback matrix; unit circle; Approximation methods; Coordinate measuring machines; Covariance matrix; Eigenvalues and eigenfunctions; Extraterrestrial measurements; Frequency estimation; Matrix decomposition; Parameter estimation; Predictive models; Sensor arrays;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1988. ICASSP-88., 1988 International Conference on
Conference_Location :
New York, NY
DOI :
10.1109/ICASSP.1988.197111