화학공학소재연구정보센터
IEEE Transactions on Automatic Control, Vol.43, No.2, 247-252, 1998
A differential geometric approach to nonlinear filtering : The projection filter
This paper presents a new and systematic method of approximating exact nonlinear filters with finite dimensional filters, using the differential geometric approach to statistics, The projection filter is defined rigorously in the case of exponential families. A convenient exponential family is proposed which allows us to simplify the projection filter equation and to define an a posteriori measure of the local error of the projection filter approximation. Finally, simulation results are discussed for the cubic sensor problem.