DocumentCode :
1159090
Title :
Explicit solution of DMZ equation in nonlinear filtering via solution of ODEs
Author :
Yau, Stephen S -T ; Lai, Yuen-Tai
Author_Institution :
Dept. of Math., Univ. of Illinois, Chicago, China
Volume :
48
Issue :
3
fYear :
2003
fDate :
3/1/2003 12:00:00 AM
Firstpage :
505
Lastpage :
508
Abstract :
In this note, we develop a real-time and accurate solution for nonlinear filtering problems based on the Gaussian distribution. Specifically, we present an explicit solution of the Duncan-Mortensen-Zakai (DMZ) equation of the Yau filtering system, which includes the linear filtering system and exact filtering system. The solution is given in terms of a solution of a system of ordinary differential equations. In particular, our method can be implemented in hardware. The complexity of our algorithms is the same as those of Kalman-Bucy filters in the case of linear filtering systems.
Keywords :
Gaussian distribution; differential equations; filtering theory; nonlinear filters; probability; DMZ equation; Duncan-Mortensen-Zakai equation; Gaussian distribution; Yau filtering; differential equations; nonlinear filtering; probability density; real-time solution; Algebra; Differential algebraic equations; Differential equations; Filtering; Gaussian distribution; Maximum likelihood detection; Nonlinear equations; Nonlinear filters; Partial differential equations; Stochastic processes;
fLanguage :
English
Journal_Title :
Automatic Control, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9286
Type :
jour
DOI :
10.1109/TAC.2003.809169
Filename :
1184909
Link To Document :
بازگشت