selected publications

• academic article

  • Rotor dynamics informed deep learning for detection, identification, and localization of shaft crack and unbalance defects.  Advanced Engineering Informatics.  58:102128-102128. 2023
  • Physics-informed machine learning in prognostics and health management: State of the art and challenges.  Applied Mathematical Modelling.  124:325-352. 2023
  • Bearings RUL prediction based on contrastive self-supervised learning.  IFAC-PapersOnLine.  56:11906-11911. 2023
  • Physics-informed Lightweight Temporal Convolution Networks for Fault Prognostics Associated to Bearing Stiffness Degradation.  PHM Society European Conference.  7:118-125. 2022
  • Probabilistic deep learning methodology for uncertainty quantification of remaining useful lifetime of multi-component systems.  Reliability Engineering & System Safety.  222:108383-108383. 2022