Based on physical model, a CAE digital twin was built which is capable of providing data for overheating diagnostics in inner bearings of spindles. This digital twin can take measured temperature data from sensors on the outer shell of spindle as input, and reverse calculates the heat sources of the bearings. Such data can then be monitored by experienced engineer to determine whether abnormal conditions have occurred and to take necessary actions on the machine.