DocumentCode :
835474
Title :
Edgeworth expansions in state perturbation estimation
Author :
Willman, Warren W.
Author_Institution :
Naval Research Laboratory, Washington, DC, USA
Volume :
26
Issue :
2
fYear :
1981
fDate :
4/1/1981 12:00:00 AM
Firstpage :
493
Lastpage :
498
Abstract :
A formal asymptotic Hermite series expansion is developed for the conditional state density in a scalar estimation problem which differs from the standard Kalman filtering context only by the addition of a small quadratic term in the dynamicss. This case is one that might result from a higher order description of perturbations in a more general state estimation situation. The parameters of the expansion here are generated recursively from the measurement data by an initial value system of 3 n ordinary differential equations for an expansion of n th order asymptotic accuracy in the coefficient of the above quadratic term. To at least third order, this expansion has the special form of the standard Edgeworth expansion of corresponding order for the conditional state density, and its parameters can be expressed in terms of this density\´s cumulants, which are generated by a simpler set of recursive equations.
Keywords :
State estimation, nonlinear systems; Additive noise; Additive white noise; Current measurement; Density measurement; Differential equations; Filtering; Kalman filters; Noise measurement; Standards development; State estimation;
fLanguage :
English
Journal_Title :
Automatic Control, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9286
Type :
jour
DOI :
10.1109/TAC.1981.1102633
Filename :
1102633
Link To Document :
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