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Discrete time nonlinear filtering with marked point process observations

 

作者: F. Dufour,   D. Kannan,  

 

期刊: Stochastic Analysis and Applications  (Taylor Available online 1999)
卷期: Volume 17, issue 1  

页码: 99-115

 

ISSN:0736-2994

 

年代: 1999

 

DOI:10.1080/07362999908809590

 

出版商: Marcel Dekker, Inc.

 

数据来源: Taylor

 

摘要:

This work discusses the problem of estimating a nonlinear signal process with nonadditive non–Gaussian noise via a marked point process observation. We begin by introducing a modeling of discrete–time marked point processes. In order to derive the exact filter, namely the conditional density of the signal given the observation history, a reference probability is introduced; this probability measure renders the signal and the observation processes independent, as needed. We present a discretetime version of Zakai equation corresponding to our model. By specializing the signal to be linear, we moreover show, under suitable assumptions, that the filter is finite dimensional

 

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