Downtime of machines in productions may result capacity loss, poor product quality, customer dissatisfaction and Environmental Sciences impact.The most frequent questions asked during the breakdown is how long the repair activities will take place. And yet, this is the most difficult question to answer by maintenance operation team. Unless, if the repairing measures can be formulated using mathematics preemptive measures or artificial intelligence techniques.