Publications

• 2024

  A generalized machine learning framework to estimate fatigue life across materials with minimal data

  Dharun Vadugappatty Srinivasan / Morteza Moradi / Panagiotis Komninos / Dimitrios Zarouchas / Anastasios P. Vassilopoulos

• 2024

  A robust generalized deep monotonic feature extraction model for label-free prediction of degenerative phenomena

  Panagiotis Komninos / Thanos Kontogiannis / Dimitrios Zarouchas / Nick Eleftheroglou

• 2024

  Intelligent fatigue damage tracking and prognostics of composite structures utilizing raw images via interpretable deep learning

  P. Komninos / A.E.C. Verraest / N. Eleftheroglou / D. Zarouchas

• 2023

  Non-destructive strength prediction of composite laminates utilizing deep learning and the stochastic finite element methods

  Christos Nastos / Panagiotis Komninos / Dimitrios Zarouchas

• 2022

  Interpretable neural network with limited weights for constructing simple and explainable HI using SHM data

  M. Moradi / P. Komninos / R. Benedictus / D. Zarouchas

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