The pantograph’s carbon strip, which ensures efficient electrical contact between trains and overhead lines, is prone to wear and damage due to continuous friction and exposure to environmental elements. Undetected wear can lead to energy loss, equipment damage, and costly downtime. Traditional inspection methods often fail to identify subtle defects in time, compromising train performance and safety.