We describe a nonlinear observer-based design for control of vehicle tracti
on that is important in providing safety and obtaining desired longitudinal
vehicle motion. First, a robust sliding mode controller is designed to mai
ntain the wheel slip at any given value. Simulations show that longitudinal
traction controller is capable of controlling the vehicle with parameter d
eviations and disturbances, The direct state feedback is then replaced with
nonlinear observers to estimate the vehicle velocity from the output of th
e system (i.e., wheel velocity). The nonlinear model of the system is shown
locally observable. The effects and drawbacks of the extended Kalman filte
rs and sliding observers are shown via simulations. The sliding observer is
found promising while the extended Kalman filter is unsatisfactory due to
unpredictable changes in the road conditions.