Ana Fernandez-Navamuel

Uncertainty-aware damage identification in short-span bridges via physics-informed variational autoencoder

Ana Fernandez-Navamuel, A. Javier Omella, Diego Zamora-Sanchez, David Pardo

Vibration-based damage identification in civil infrastructure is a challenging, ill-posed inverse problem due to measurement noise, sparse sensor arrays, and environmental variability. While deep learning is powerful for system identification, deterministic approaches lack reliab…Read more