68 citations · 172 across the 9 of their papers we have counts for
3 papers · 1 filter
On an application of graph neural networks in population based SHM
G. Tsialiamanis, C. Mylonas, E. Chatzi +3
Attempts have been made recently in the field of population-based structural health monitoring (PBSHM), to transfer knowledge between SHM models of different structures. The attemp…
Remaining Useful Life Estimation Under Uncertainty with Causal GraphNets
Charilaos Mylonas, Eleni Chatzi
In this work, a novel approach for the construction and training of time series models is presented that deals with the problem of learning on large time series with non-equispaced…
Value of structural health information in partially observable stochastic environments
C. P. Andriotis, K. G. Papakonstantinou, E. N. Chatzi
Efficient integration of uncertain observations with decision-making optimization is key for prescribing informed intervention actions, able to preserve structural safety of deteri…