Publications

Remaining Useful Life Estimation Under Uncertainty with Causal GraphNets

Charilaos Mylonas, Eleni Chatzi

Relational VAE: A Continuous Latent Variable Model for Graph Structured Data

Charilaos Mylonas, Imad Abdallah, Eleni Chatzi

Structural identification with physics-informed neural ordinary differential equations

Zhilu Lai, Charilaos Mylonas, Satish Nagarajaia, Eleni Chatzi

Foundations of population-based SHM, Part IV: The geometry of spaces of structures and their feature spaces

George Tsialiamanis, Charilaos Mylonas, Eleni Chatzi, Nicolaos Dervilis, David Wagg, Keith Worden

Bayesian graph networks for strain-based crack localization

Charilaos Mylonas, George Tsialiamanis, Keith Worden, Eleni Chatzi

UQLab user manual--Sensitivity analysis.

Stefano Marelli, Lamas C, Bruno Sudret, Katerina Konakli, Charilaos Mylonas

Deep unsupervised learning for condition monitoring and prediction of high dimensional data with application on windfarm SCADA data

Charilaos Mylonas, Imad Abdallah, Eleni Chatzi

Conditional variational autoencoders for probabilistic wind turbine blade fatigue estimation using Supervisory, Control, and Data Acquisition data

Charilaos Mylonas, Imad Abdallah, Eleni Chatzi

UQLab User Manual—Canonical Low-Rank Approximations

Katerina Konakli, Charilaos Mylonas, Stefano Marelli, Bruno Sudret

Fault diagnosis of wind turbine structures using decision tree learning algorithms with big data

Imad Abdallah, Vasilis Dentimanis, Charilaos Mylonas, Konstantinos Tatsis, Eleni Chatzi, Nicolaos Dervilis, Keith Worden, Eohan Maguire

Shape Optimization with Boundary Elements

Charilaos Mylonas