Introduction: personalized traffic signals with personalized sizes, shapes, and higher-quality reflective materials improve urban visitors safety and movement, supporting evolving cityscapes devoid of compromising compliance or visibility. In nowadays’s urban landscapes, exactly where security and efficiency intersect amid continual adjust, metr