Title :
Optimal solution of finite dimensional filtering problems via solution of linear ODEs
Author :
Balaji, Bhashyam ; Damini, Anthony
Author_Institution :
Defence Res. Dev., Ottawa, Ont., Canada
Abstract :
The work of Yau and collaborators on finite dimensional filters is a major advance in the solution of the general nonlinear filtering problem. In this paper, the solution of Yau and Lai for a large class of finite dimensional Yau filters (that includes the linear filter) is further simplified. The complete solution of the finite dimensional filtering problem is given in terms of a system of linear ordinary differential equations, which are easy to implement. A natural and numerically stable numerical techniques, suggested by group theoretical techniques, is also presented.
Keywords :
filtering theory; group theory; linear differential equations; multidimensional systems; nonlinear filters; ODE; Yau filter; finite dimensional filtering; group theoretical technique; linear ordinary differential equation; nonlinear filtering problem; Algebra; Collaborative work; Differential equations; Filtering; Helium; Maximum likelihood detection; Nonlinear equations; Nonlinear filters; Signal processing; Stochastic processes;
Conference_Titel :
Radar, 2006 IEEE Conference on
Print_ISBN :
0-7803-9496-8
DOI :
10.1109/RADAR.2006.1631888