The rise of Personal Mobility Devices, often referred to as PMDs, has revolutionized urban landscapes. These compact devices, which include electric scooters, offer a convenient mode of transportation for short distances. Despite this, their widespread 8F3B0S use has also raised concerns regarding safety. Users must follow traffic rules and use