DocumentCode :
1120725
Title :
Multisensor Out of Sequence Data Fusion for Estimating the State of Discrete Control Systems
Author :
Besada-Portas, Eva ; Lopez-Orozco, Jose A. ; Besada, Juan A. ; de la Cruz, Jesus M.
Author_Institution :
Dept. of Comput. Sci., Univ. of New Mexico, Albuquerque, NM, USA
Volume :
54
Issue :
7
fYear :
2009
fDate :
7/1/2009 12:00:00 AM
Firstpage :
1728
Lastpage :
1732
Abstract :
The fusion center of a complex control system estimates its state with the information provided by different sensors. Physically distributed sensors, communication networks, pre-processing algorithms, multitasking, etc, introduce non-systematic delays in the arrival of information to the fusion center, making the information available out-of-sequence (OOS). For real-time control systems, the state has to be efficiently estimated with all the information received so far. So, several solutions of the OOS problem for dynamic multiple-input multiple-output (MIMO) discrete control systems traditionally solved by the Kalman filter (KF) have been proposed recently. This paper presents two new streamlined algorithms for the linear and non-linear case. IFAsyn, the linear algorithm, is equivalent to other optimal solutions but more general, efficient and easy to implement. EIFAsyn, the nonlinear one, is a new solution of the OOS problem in the extended KF (EKF) framework.
Keywords :
Kalman filters; MIMO systems; delays; discrete systems; large-scale systems; linear systems; nonlinear control systems; nonlinear filters; sensor fusion; state estimation; MIMO; complex control system; dynamic multiple-input multiple-output discrete control system; extended Kalman filter; linear system; multisensor out-of-sequence data fusion; nonlinear system; nonsystematic delay; real-time control system; state estimation; streamlined algorithm; Aerodynamics; Communication networks; Communication system control; Control systems; MIMO; Multitasking; Real time systems; Sensor fusion; Sensor systems; State estimation; Discrete control systems; estimation; out-of-sequence (OOS) data;
fLanguage :
English
Journal_Title :
Automatic Control, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9286
Type :
jour
DOI :
10.1109/TAC.2009.2020667
Filename :
5152909
Link To Document :
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