DocumentCode
2014575
Title
Comparison of packet loss compensation in nonlinear Networked Control Systems using the methods Extended Kalman Filter and Unscented Kalman Filter
Author
Foletto, Tanisia C. ; Moreno, Ubirajara F. ; Lopes, António M.
Author_Institution
Fed. Univ. of Santa Catarina, Flórianopolis, Brazil
fYear
2011
fDate
5-9 Sept. 2011
Firstpage
1
Lastpage
7
Abstract
In this paper, the performance of two nonlinear estimators is compared to deal with packet loss in Networked Control Systems (NCS). The evaluated nonlinear estimation methods are: Extended Kalman Filter (EKF) and Unscented Kalman Filter (UKF). In this article, it is shown that modifications are required in order to keep the convergence of the estimators when there is packet loss in NCS. In particular it is shown that, for this kind of applications, the UKF can perform as well as EKF.
Keywords
Kalman filters; networked control systems; nonlinear control systems; nonlinear filters; extended Kalman filter; nonlinear estimation method; nonlinear networked control system; packet loss compensation; unscented Kalman filter; Covariance matrix; Equations; Kalman filters; Mathematical model; Q measurement; State estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Emerging Technologies & Factory Automation (ETFA), 2011 IEEE 16th Conference on
Conference_Location
Toulouse
ISSN
1946-0740
Print_ISBN
978-1-4577-0017-0
Electronic_ISBN
1946-0740
Type
conf
DOI
10.1109/ETFA.2011.6059052
Filename
6059052
Link To Document