Improving Semi-Supervised Learning for Remaining Useful Lifetime Estimation Through Self-Supervision

Tilman Krokotsch, Mirko Knaak, Clemens Gühmann

RUL estimation suffers from a server data imbalance where data from machines near their end of life is rare. Additionally, the data produced by a machine can only be labeled after…