Unplanned downtime holds the top position as the most concerning problem in the manufacturing industry. Downtime in manufacturing is often related to machine failure, production failure and unplanned stop. The impact of downtime in manufacturing can be serious and lead to loss in manufacturing process and production. Over the years, manufacturers had always tried to