Generalization gap estimation for damage classification tasks when finite element simulated data is used for training: A numerical study and experimental validation …
P Seventekidis, D Giagopoulos - Engineering Structures, 2024 - Elsevier
Labeled simulated structural responses by Finite Element (FE) methods may be used to
construct training sets for monitoring the health state of structures. Such an approach …
construct training sets for monitoring the health state of structures. Such an approach …
Estimation of Numerical Data Reliability in Damage Detection Tasks
P Seventekidis, D Giagopoulos - International Operational Modal Analysis …, 2024 - Springer
Abstract Numerical simulations with Finite Element models can produce vibration structural
responses in large numbers that are necessary to train data-driven Structural Health …
responses in large numbers that are necessary to train data-driven Structural Health …