Demonstrating Aleatoric Uncertainty in Remaining Useful Life Prediction Using LSTM with Probabilistic Layer

• Main Authors: Bin Mohd Nor, A.K., Pedapati, S.R., Muhammad, M., Abdul Majid, M.A.
• Format: Article
• Published: 2023
• Online Access: http://scholars.utp.edu.my/id/eprint/34233/; https://www.scopus.com/inward/record.uri?eid=2-s2.0-85140712927&doi=10.1007%2f978-981-19-1939-8_41&partnerID=40&md5=0e65bc95401b898dd0ecdc244a7d409f

A Remaining Useful Life prediction with Aleatoric uncertainty is presented in this paper.A Long Short-Term Memory (LSTM) architecture with probabilistic layer is employed where a normal distribution layer is incorporated to produce the predicted Health Index (HI) distribution of turbofan engines.Com...