32 citations · 58 across the 4 of their papers we have counts for
4 papers
RNN-based linear parameter varying adaptive model predictive control for autonomous driving
Yassine Kebbati, Naima Ait-Oufroukh, Dalil Ichalal +1
Autonomous driving is a complex and highly dynamic process that ensures controlling the coupled longitudinal and lateral vehicle dynamics. Model predictive control, distinguished b…
Learning-based model predictive control with moving horizon state estimation for autonomous racing
Yassine Kebbati, Andreas Rauh, Naima Ait-Oufroukh +2
This paper addresses autonomous racing by introducing a real-time nonlinear model predictive controller (NMPC) coupled with a moving horizon estimator (MHE). The racing problem is…
Optimized self-adaptive PID speed control for autonomous vehicles
Yassine Kebbati, Naima Ait-Oufroukh, Vincent Vigneron +2
The main control tasks in autonomous vehicles are steering (lateral) and speed (longitudinal) control. PID controllers are widely used in the industry because of their simplicity a…
Neural Network and ANFIS based auto-adaptive MPC for path tracking in autonomous vehicles
Yassine Kebbati, Naima Ait-Oufroukh, Vincent Vigneron +1
Self-driving cars operate in constantly changing environments and are exposed to a variety of uncertainties and disturbances. These factors render classical controllers ineffective…