Large Rolling Element Bearings are in use in many application such as trains, wind turbines, cranes, and other industrial applications. These bearings enable the rotation inside these systems, for example of the train wheels. If these bearings fail, this often means that the whole system cannot function anymore and must be repaired causing high costs and disruptions.