Title :
Cramer-Rao bounds for continuous-time AR parameter estimation with irregular sampling
Author :
Larsson, Erik K. ; Larsson, Erik G.
Author_Institution :
Dept. of Syst. & Control, Uppsala Univ., Sweden
Abstract :
Consider the problem of estimating the parameters in a continuous-time autoregressive (AR) model given measurements taken at arbitrary time instants. In this paper the Cramer-Rao bound for this problem is derived by using a technique based on the Slepian-Bang´s formula and residue calculus. Furthermore, we investigate by means of numerical experiments how different sampling schemes can affect the accuracy. Interestingly enough, however, for the examples studied, the estimation accuracy is relatively insensitive to the choice of sampling strategy
Keywords :
autoregressive processes; calculus; parameter estimation; signal sampling; AR model; Cramer-Rao bounds; Slepian-Bang´s formula; continuous-time AR parameter estimation; measurements; numerical experiments; residue calculus; sampling; Calculus; Contracts; Control systems; Councils; Linear matrix inequalities; Parameter estimation; Polynomials; Sampling methods; Time measurement; White noise;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940313