International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD2023)

77 / 2023-09-09 12:07:50

Early Failure Point Monitoring for Remaining Useful Life Estimation of Bearings Using Transfer Learning Enabled T2 Control Chart

Early failure points, Statistical Process Control, Transfer learning, varying working conditions

Due to the unique characteristics of bearings under varying working conditions, the control chart technologies in bearing early failure monitoring (BEFM) are facing challenges. In order to address this issue, a kind of covariance transfer enabled T² control chart (CTET2CC) is proposed to monitor early failure points with limited historical training-data. Firstly, source domain profile data are monitored using T² control charts to identify controlled statistics. Secondly, the method of covariance transfer is proposed to extract the potential controlled information as shared data across domains. Finally, a T² control chart is constructed to monitor the profile data of target domain based on the transferable  statistics. The results verify that the proposed method is expected to be an effective technique for BEFM.