A new suboptimal approach to the filtering problem for bilinear stochastic differential systems

被引:0
|
作者
Carravetta, F [1 ]
Germani, A [1 ]
Shuakayev, MK [1 ]
机构
[1] CNR, Ist Anal Sistemi & Informat, I-00185 Rome, Italy
关键词
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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 present a new approach to the filtering problem for the class of bilinear stochastic multivariable systems, consisting in searching for suboptimal state-estimates instead of the conditional statistics. As a first result, a finite-dimensional optimal linear filter for the considered class of systems is defined. Then, the more general problem of designing polynomial finite-dimensional filters is considered. The equations of a finite-dimensional filter are given, producing a state-estimate which is optimal in a class of polynomial transformations of the measurements with arbitrarily fixed degree. Numerical simulations show the effectiveness of the proposed filter.
引用
收藏
页码:4264 / 4269
页数:6
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