Nam H. Kim

Robust Ensemble Framework for Extrapolation and Uncertainty Quantification across Limited Time-Series Data in Prognostics

Remaining Useful Life (RUL) prediction for turbofan engines is critical for balancing operational safety against maintenance costs and environmental impact from premature replacements. Models must reliably extrapolate beyond training data, yet no single method performs optimally across all operational contexts, making...