DocumentCode
404248
Title
A Cramer-Rao type lower bound for the estimation error of systems with measurement faults
Author
Rapoport, Ilia ; Oshman, Yaakov
Author_Institution
Dept. of Aerosp. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
Volume
5
fYear
2003
fDate
9-12 Dec. 2003
Firstpage
4853
Abstract
A Cramer-Rao type lower bound for a class of systems with faulty measurements is presented. Lower bounds for both the state and the Markovian interruption variables of the system are derived, based on the recently presented sequential version of the Cramer-Rao lower bound (CRLB) for general nonlinear systems. To facilitate the calculation of the lower bound for this class of systems, the discrete distribution of the fault indicators is approximated by a continuous one and the lower bound is obtained via a limiting process applied to the approximating system. The results presented in this paper facilitate a relatively simple calculation of a nontrivial lower bound for the state vector of systems with faulty measurements. The CRLB-type lower bound for the interruption process variables is trivially zero, however, a non-trivial, non-CRLB-type bound for these variables has been recently presented elsewhere by the authors.
Keywords
Markov processes; boundary-value problems; error analysis; nonlinear control systems; statistical distributions; Cramer-Rao lower bound; Markovian interruption variables; approximating system; discrete distribution; fault indicators; faulty measurements; interruption process variables; non Cramer-Rao lower bound type bound; nonlinear systems; nontrivial lower bound; state vectors; system estimation error; Control systems; Degradation; Estimation error; Filtering; Navigation; Nonlinear systems; Parameter estimation; Random processes; Random variables; State estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2003. Proceedings. 42nd IEEE Conference on
ISSN
0191-2216
Print_ISBN
0-7803-7924-1
Type
conf
DOI
10.1109/CDC.2003.1272366
Filename
1272366
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