Personal mobility refers to the ability of individuals to move freely and efficiently within their environment. This encompasses various modes of transportation, including walking, cycling, and the use of vehicles such as cars and scooters. Innovations in this field, particularly with the rise of electric vehicles and micro-mobility solutions, have transformed how people navigate urban spaces. The focus on personal mobility is crucial for enhancing accessibility and reducing congestion in cities. As urban populations grow, solutions like e-scooters and ride-sharing services are becoming increasingly popular, offering convenient alternatives to traditional transportation methods.