Title :
A representation result for nonlinear filter maps in a white noise framework
Author :
Mazumdar, Ravi R. ; Bagchi, Arunabha
Author_Institution :
Dept. of Math., Essex Univ., Colchester, UK
Abstract :
The authors consider the nonlinear filtering model with additive white noise to be the identity map on L 2[0,T] with standard Gauss measure thereon. Using a representation result for maps which are continuous in a locally convex topology generated by seminorms of Hilbert-Schmidt operators on the Hilbert space, the authors show that the filter map can be written as the composition of a continuous nonlinear map (which does not depend on the observation) with a linear Hilbert-Schmidt operator acting on the observation. In particular, this result gives a direct proof of existence of approximation of nonlinear filters in terms of Volterra polynomials.
Keywords :
Hilbert spaces; filtering theory; nonlinear filters; polynomials; topology; white noise; Gauss measure; Hilbert space; Hilbert-Schmidt operators; Volterra polynomials; convex topology; identity map; nonlinear filters; white noise; Additive white noise; Filtering theory; Hilbert space; Indium tin oxide; Mathematics; Measurement standards; Nonlinear filters; Polynomials; Topology; White noise;
Journal_Title :
Automatic Control, IEEE Transactions on