This PhD thesis explores the use of machine learning to identify UAV pilots based on behavioral data. The study aims to develop a model that can recognize individual pilots to prevent unauthorized use of drones. The thesis includes an analysis of different features and classifiers, with promising results in pilot identification accuracy. The research was conducted at Khalifa University of Science and Technology in the United Arab Emirates.