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
ordinary differential equations for an expansion of
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.
ordinary differential equations for an expansion of
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
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