DocumentCode
1317555
Title
Parameter and State Estimation in Vehicle Roll Dynamics
Author
Rajamani, Rajesh ; Piyabongkarn, Damrongrit ; Tsourapas, Vasilis ; Lew, Jae Y.
Author_Institution
Univ. of Minnesota, Minneapolis, MN, USA
Volume
12
Issue
4
fYear
2011
Firstpage
1558
Lastpage
1567
Abstract
In active rollover prevention systems, a real-time rollover index, which indicates the likelihood of the vehicle to roll over, is used. This paper focuses on state and parameter estimation for reliable computation of the rollover index. Two key variables that are difficult to measure and play a critical role in the rollover index are found to be the roll angle and the height of the center of gravity of the vehicle. Algorithms are developed for real-time estimation of these variables. The algorithms investigated include a sensor fusion algorithm and a nonlinear dynamic observer. The sensor fusion algorithm requires a low-frequency tilt-angle sensor, whereas the dynamic observer utilizes only a lateral accelerometer and a gyroscope. The stability of the nonlinear observer is shown using Lyapunov´s indirect method. The performance of the developed algorithms is investigated using simulations and experimental tests. Experimental data confirm that the developed algorithms perform reliably in a number of different maneuvers that include constant steering, ramp steering, double lane change, and sine with dwell steering tests.
Keywords
Lyapunov methods; nonlinear control systems; observers; sensor fusion; state estimation; vehicle dynamics; Lyapunov indirect method; active rollover prevention systems; nonlinear dynamic observer; nonlinear observer; sensor fusion algorithm; state estimation; vehicle roll dynamics; Algorithm design and analysis; Gyroscopes; Parameter estimation; State estimation; Vehicle dynamics; Vehicle safety; Cg height estimation; parameter estimation; roll angle estimation; roll dynamics; vehicle dynamics;
fLanguage
English
Journal_Title
Intelligent Transportation Systems, IEEE Transactions on
Publisher
ieee
ISSN
1524-9050
Type
jour
DOI
10.1109/TITS.2011.2164246
Filename
6015554
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