Nonlinear filtering: A hybrid approximation scheme

Authors
Citation
Rh. Liu et Q. Zhang, Nonlinear filtering: A hybrid approximation scheme, IEEE AER EL, 37(2), 2001, pp. 470-480
Citations number
18
Categorie Soggetti
Aereospace Engineering
Journal title
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS
ISSN journal
00189251 → ACNP
Volume
37
Issue
2
Year of publication
2001
Pages
470 - 480
Database
ISI
SICI code
0018-9251(200104)37:2<470:NFAHAS>2.0.ZU;2-8
Abstract
This paper is concerned with nonlinear filtering schemes for systems which allow non-Gaussian noise. Using the most probable trajectory (MPT) approach , a finite-dimensional recursive hybrid filtering scheme is derived. By app ropriately selecting a switching process, a linear hybrid system can be obt ained that approximates the original nonlinear system. Then the MPT approac h is used to obtain the hybrid filtering schemes for the nonlinear systems. Numerical experiments are carried out and reported.