The Best PhD Thesis Award is the result of my work on control and reinforcement learning applied to autonomous vehicles. My research ranged from theoretical proofs to code design, simulation, and successful experimentation with a real Renault ZOE vehicle. Throughout my PhD, I published over 10 articles in different journals and conferences and filed 5 patents, with some distributed internationally outside Europe.