DocumentCode :
60267
Title :
Takagi-Sugeno Observers: Experimental Application for Vehicle Lateral Dynamics Estimation
Author :
Yacine, Zedjiga ; Ichalal, Dalil ; Ait-Oufroukh, Naima ; Mammar, Said ; Djennoune, Said
Author_Institution :
Lab. of Comput., Integrative Biol. & Complex Syst., Univ. of Evry Val d´Essonne, Evry, France
Volume :
23
Issue :
2
fYear :
2015
fDate :
Mar-15
Firstpage :
754
Lastpage :
761
Abstract :
This brief presents a contribution to nonlinear observer design for both the estimation of vehicle lateral dynamics and road curvature. The latter is recovered by a simple algebraic technique and high-order sliding mode differentiator, which allows to estimate exactly the time derivatives of measured signals. For the lateral dynamics of the vehicle, a new approach is developed by the use of a Takagi-Sugeno (TS) model representing exactly, with no loss of information, the nonlinear vehicle behavior in a compact set of the state space. The TS model involves unmeasured premise variables. The proposed new observer starts with the estimation of these premise variables. Second, the design of an observer with weighting functions depending on these estimated premise variables is considered. Theoretically, the proposed observer ensures exponential convergence of the state estimation error toward zero. This convergence is studied by the Lyapunov theory and the obtained stability conditions are expressed in terms of linear matrix inequalities. Finally, experimental results are given for vehicle lateral dynamics and road curvature estimation with real data.
Keywords :
Lyapunov methods; control system synthesis; linear matrix inequalities; nonlinear control systems; observers; road vehicles; stability; state-space methods; variable structure systems; Lyapunov theory; Takagi-Sugeno observers; algebraic technique; high-order sliding mode differentiator; linear matrix inequalities; nonlinear observer design; road curvature; stability conditions; state space; vehicle lateral dynamics estimation; Dynamics; Observers; Roads; Vehicle dynamics; Vehicles; Algebraic approach; Takagi-Sugeno (TS) systems; Takagi-Sugeno (TS) systems.; high-order sliding mode differentiators (HOSMDs); nonlinear observers;
fLanguage :
English
Journal_Title :
Control Systems Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6536
Type :
jour
DOI :
10.1109/TCST.2014.2327592
Filename :
6839039
Link To Document :
بازگشت