DocumentCode
141667
Title
On the performance of unscented Kalman filter with intermittent observations
Author
De Carli Foletto, Tanisia ; Franco Moreno, Ubirajara
Author_Institution
IFF-JC, Farroupilha Fed. Inst., Julio de Castilhos, Brazil
fYear
2014
fDate
27-30 July 2014
Firstpage
660
Lastpage
665
Abstract
The insertion of the communication network in feedback control loop makes the analysis and design of wireless networked control systems (WNCS) more complex, induces challenges in the form of: delays and packet losses, that degrade the control system´s performance and even cause instability. From the viewpoint of application, the main challenge found in wireless networked control system (WNCS) is the packet loss, thus the use of observers as estimators states has been presented as an alternative solution to treat intermittent measurements. The purpose of this paper is study the statistical convergence properties of the estimation error covariance of unscented Kalman filter with intermittent observation (UKFI), showing the existence of a critical value for the arrival rate of the observations, beyond which a transition to an unbounded state error covariance occurs.
Keywords
Kalman filters; feedback; radio networks; statistical analysis; telecommunication control; communication network; estimation error covariance; feedback control loop; intermittent measurements; intermittent observations; packet loss; statistical convergence properties; unbounded state error covariance; unscented Kalman filter; wireless networked control systems; Covariance matrices; Estimation; Kalman filters; Noise; Numerical models; Packet loss;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Informatics (INDIN), 2014 12th IEEE International Conference on
Conference_Location
Porto Alegre
Type
conf
DOI
10.1109/INDIN.2014.6945592
Filename
6945592
Link To Document