The Internet of Vehicles (IoV) connects cars, trucks, and other transport vehicles to a shared network for data exchange and communication. While IoV enhances transportation efficiency, it also exposes vehicles to cyber risks such as unauthorized access, data manipulation, and system hijacking. Developing security protocols for IoV networks is critical to protect vehicle systems and ensure the safety of passengers and cargo.