Approximation of nonlinear filters for Markov systems with delayed observations

被引:9
作者
Calzolari, Antonella
Florchinger, Patrick
Nappo, Giovanna
机构
[1] Univ Roma Tor Vergata, Dipartimento Matemat, I-00133 Rome, Italy
[2] Univ Metz, Dept Math, F-57160 Moulins Les Metz, France
[3] Univ Roma La Sapienza, Dipartimento Matemat, I-00185 Rome, Italy
关键词
nonlinear filtering; jump processes; Markov processes; approximation of stochastic processes;
D O I
10.1137/050623504
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The aim of this paper is to give some approximation results for a class of nonlinear filtering problems with delay in the observation. First, we point out some general results on the approximation problem for the filter in nonlinear filtering. In particular, we give a general procedure for obtaining some upper bounds for the different approximations we consider. This procedure is then applied in the case of nonlinear filtering problems with delay (X, Y), which can be represented by means of a Markov system (X, (Y) over cap ), in the sense that Y-t = (Y) over capa(t). Finally, these upper bounds are computed explicitly in the particular case of Markov jump process with counting observations.
引用
收藏
页码:599 / 633
页数:35
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