Title :
The Cramer-Rao bound for pole and amplitude estimates of damped exponential signals in noise
Author :
Steedly, William M. ; Moses, Randolph L.
Author_Institution :
Dept. of Electr. Eng., Ohio State Univ., Columbus, OH, USA
Abstract :
Expressions are derived for the Cramer-Rao bounds (CRBs) of the parameters of an exponential model with one set of poles and multiple sets of amplitude coefficients. The poles of this model may lie anywhere in the complex plane. The CRB for pole angle is log-symmetric about the unit circle with minimum on the unit circle, while the CRB for pole magnitude has its minimum inside the unit circle for finite-length datasets and is not symmetric. Simulation results show that error-standard-deviation ellipses about poles turn out to be circular. The CRBs for estimates of the amplitude coefficients of real and imaginary parts are also available
Keywords :
noise; parameter estimation; poles and zeros; signal processing; Cramer-Rao bounds; amplitude coefficients; amplitude estimates; complex plane; damped exponential signals; error-standard-deviation ellipses; exponential model; finite-length datasets; imaginary parts; log-symmetric bound; noise; pole angle; pole estimates; pole magnitude; real parts; signal processing; unit circle; Active noise reduction; Amplitude estimation; Covariance matrix; Equations; Frequency estimation; Frequency measurement; Jacobian matrices; Laboratories; Noise level; Parameter estimation;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1991. ICASSP-91., 1991 International Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
0-7803-0003-3
DOI :
10.1109/ICASSP.1991.150246