Impulse control in Kalman-like filtering problems

Impulse control in Kalman-like filtering problems

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Article ID: iaor1999313
Country: United States
Volume: 11
Issue: 1
Start Page Number: 1
End Page Number: 8
Publication Date: Jan 1998
Journal: Journal of Applied Mathematics and Stochastic Analysis
Authors: ,
Keywords: control processes
Abstract:

This paper develops the impulse control approach to the observation process in Kalman-like filtering problems, which is based on impulsive modeling of the transition matrix in an observation equation. The impulse control generates the jumps of the estimate variance from its current position down to zero and, as a result, enables us to obtain the filtering equations for the Kalman estimate with zero variance for all post-jump time moments. The filtering equations for the estimates with zero variances are obtained in the conventional linear filtering problem and in the case of scalar nonlinear state and nonlinear observation equations.

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