From the Kalman Filter to the Particle Filter: A Geometrical Perspective of the Curse of Dimensionality

The aim of this contribution is to provide a description of the difference between Kalman filter and particle filter when the state space is of high dimension. In the Gaussian framework, KF and PF give the same theoretical result. However, in high dimension and using finite sampling for the Gaussian...

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Bibliographic Details
Main Authors: Olivier Pannekoucke, Pierrick Cébron, Niels Oger, Philippe Arbogast
Format: Article
Language:English
Published: Wiley 2016-01-01
Series:Advances in Meteorology
Online Access:http://dx.doi.org/10.1155/2016/9372786
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