DocumentCode :
3044662
Title :
Multiplicative asymptotic expansions for filtering linear diffusions with small polynomial nonlinearities
Author :
Hopkins, W.E.
Author_Institution :
Princeton University, Princeton, New Jersey
fYear :
1982
fDate :
8-10 Dec. 1982
Firstpage :
195
Lastpage :
200
Abstract :
When filtering a diffusion process with small polynomial nonlinearities, the conditional density may be expanded in an additive asymptotic expansion about a Kalman filter. Because such an expansion may fail to be a probability density, finite dimensional multiplicative asymptotic expansions are developed here as an alternative approach. Using the robust version of the filtering equation, an existence theorem and upper and lower estimates for the tail behavior of the unnormalized conditional density are obtained, and error bounds are derived using an integral representation of the error and a comparison theorem for partial differential inequalitites.
Keywords :
Differential equations; Diffusion processes; Filtering; Integral equations; Nonlinear equations; Nonlinear filters; Partial differential equations; Polynomials; Robustness; Tail;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 1982 21st IEEE Conference on
Conference_Location :
Orlando, FL, USA
Type :
conf
DOI :
10.1109/CDC.1982.268426
Filename :
4047230
Link To Document :
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