DocumentCode
1749395
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
Volume
5
fYear
2001
fDate
2001
Firstpage
3097
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location
Salt Lake City, UT
ISSN
1520-6149
Print_ISBN
0-7803-7041-4
Type
conf
DOI
10.1109/ICASSP.2001.940313
Filename
940313
Link To Document