Downtime in manufacturing companies has significant impacts. It leads to production delays, increased costs, and financial losses. Valuable working time and resources are lost due to the halt in production operations. Moreover, downtime can result in delivery delays and compromise customer trust. Therefore, it is crucial to minimize downtime and implement efficient strategies for quickly restoring manufacturing operations.