Figure1: Substandard gears are a leading cause of unplanned downtime, resulting in significant financial losses for manufacturers. Introduction High dependence on Industrial Automation, unplanned equipment downtime ranks among the most costly challenges for manufacturers. A minor component failure, such as a substandard gear, can halt an entire production line, leading to significant financial and reputational