Introduction: personalized targeted traffic signals with customized measurements, designs, and high-quality reflective supplies improve city visitors security and movement, supporting evolving cityscapes devoid of compromising compliance or visibility. In today’s city landscapes, in which basic safety and effectiveness intersect amid continual i