DocumentCode
3032519
Title
Group invariance methods in nonlinear filtering of diffusion processes
Author
Baras, J.S.
Author_Institution
University of Maryland, College Park, Maryland
fYear
1980
fDate
10-12 Dec. 1980
Firstpage
72
Lastpage
79
Abstract
Given two "nonlinear filtering problems" described by the processes dx (t)i = fi (xi(t)) dt+gi (xi(t))dwi(t) i=1,2, dx (t)i = hi (xi(t)) dt+dvi(t), we define a notion of strong equivalence relating the solutions to the corresponding Mortensen-Zakai equations dui (t,x) = Lui i(t,x)dt + Li iui (t,x)dyt i, i=1,2, which allows solution of one problem to be obtained easily from solutions of the other. We give a geometric picture of this equivalence as a group of local transformations acting on manifolds of solutions. We then show that by knowing the full invariance group of the time invariant equations dui (t,x) = Lui i (t,x)dt, i=1,2, we can analyze strong equivalence for the filtering problems. In particular if the two time invariant parabolic operators are in the same orbit of the invariance group we can show strong equivalence for the filtering problems. As a result filtering problems are separated into equivalent classes which correspond to orbits of invariance groups of parabolic operators. As specific example we treat V. Bene??\´s case establishing from this point of view the necessity of the Riccati equation.
Keywords
Differential equations; Diffusion processes; Educational institutions; Filtering theory; Information filtering; Nonlinear equations; Riccati equations; Signal processing; Statistical analysis; Stochastic processes;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control including the Symposium on Adaptive Processes, 1980 19th IEEE Conference on
Conference_Location
Albuquerque, NM, USA
Type
conf
DOI
10.1109/CDC.1980.272022
Filename
4046620
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