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Nonlinear Projection Filter Based on Galerkin Approximation

Authors: Randal Beard; John Kenney; Jacob Gunther; Jonathan Lawton; Wynn Stirling;

Nonlinear Projection Filter Based on Galerkin Approximation

Abstract

The conditional probability density function of the state of a stochastic dynamic system represents the complete solution to the nonlinear Ž ltering problem because, with the conditional density in hand, all estimates of the state, optimal or otherwise, can be computed. It is well known that, for systems with continuous dynamics, the conditional density evolves, between measurements, according to Kolmogorov’s forward equation. At a measurement, it is updated according to Bayes formula. Therefore, these two equations can be viewed as the dynamic equations of the conditional density and, hence, the exact nonlinear Ž lter. In this paper, Galerkin’s method is used to approximate the nonlinear Ž lter by solving for the entire conditional density. Using a discrete cosine transform to approximate the projections required in Galerkin’s method leads to a computationally realizable nonlinear Ž lter. The implementation details are given and performance is assessed through simulations.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
23
Top 10%
Top 10%
Average
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