Introduction In today’s hyper-competitive industrial landscape, unplanned downtime is not just a nuisance it’s a profit killer. For manufacturing and energy plants across Southeast Asia and other strategic regions such as the UK, Ireland, Turkey, Saudi Arabia, Oman, Mexico, Brazil, Argentina, Colombia, Nigeria, and more, the ability to predict and prevent failures has become a