A representation result for nonlinear filter maps in a white noise framework

Citation
Rr. Mazumdar et A. Bagchi, A representation result for nonlinear filter maps in a white noise framework, IEEE AUTO C, 44(1), 1999, pp. 124-129
Citations number
21
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON AUTOMATIC CONTROL
ISSN journal
00189286 → ACNP
Volume
44
Issue
1
Year of publication
1999
Pages
124 - 129
Database
ISI
SICI code
0018-9286(199901)44:1<124:ARRFNF>2.0.ZU;2-P
Abstract
The authors consider the nonlinear filtering model with additive white nois e taken to be the identity map on L-2[0,T] with standard Gauss measure ther eon. Using a representation result for maps which are continuous in a local ly convex topology generated by seminorms of Hilbert-Schmidt operators on t he Hilbert space, the authors show that the filter map can be written as th e composition of a continuous nonlinear map (which does not depend on the o bservation) with a linear Hilbert-Schmidt operator acting on the observatio n. In particular, this result gives a direct proof of existence of approxim ation of nonlinear filters in terms of Volterra polynomials.