GIGLIONI, VALENTINA
GIGLIONI, VALENTINA
Dipartimento di Ingegneria Civile ed Ambientale
A domain adaptation approach to damage classification with an application to bridge monitoring
2024 Giglioni, V.; Poole, J.; Venanzi, I.; Ubertini, F.; Worden, K.
A multivariate autoencoder-based anomaly detection for post-earthquake diagnosis of masonry structures using long-term accelerometer and ambient temperature recordings
2026 Rai, A.; Ierimonti, L.; Giglioni, V.; Tomassini, E.; Ubertini, F.; Venanzi, I.
Application of unsupervised learning for post-earthquake assessment of the Z24 benchmark bridge
2022 Giglioni, Valentina; Venanzi, Ilaria; Ubertini, Filippo
Assessing similarity requirements for effective transfer learning across a network of rigid frame bridges
2026 Giglioni, V.; Eva, A. E.; Worden, K.; Ubertini, F.; Venanzi, I.
Autoencoders for unsupervised real-time bridge health assessment
2023 Giglioni, V.; Venanzi, I.; Poggioni, V.; Milani, A.; Ubertini, F.
Deep Autoencoders for Unsupervised Damage Detection with Application to the Z24 Benchmark Bridge
2023 Giglioni, Valentina; Venanzi, Ilaria; Baia, ALINA ELENA; Poggioni, Valentina; Milani, Alfredo; Ubertini, Filippo
DEEP NEURAL NETWORKS FOR UNSUPERVISED DAMAGE DETECTION ON THE Z24 BRIDGE
2022 Giglioni, Valentina; Venanzi, Ilaria; Poggioni, Valentina; Baia, ALINA ELENA; Milani, Alfredo; Ubertini, Filippo
ROC-based performance evaluation of data cleansing techniques for false alarm risk reduction in continuously monitored bridges
2021 Giglioni, Valentina; GARCIA MACIAS, Enrique; Venanzi, Ilaria; Ierimonti, Laura; Ubertini, Filippo
Supervised machine learning techniques for predicting multiple damage classes in bridges
2023 Giglioni, Valentina; Venanzi, Ilaria; Ubertini, Filippo
The Development and Statistical Analysis of a Material Strength Database of Existing Italian Prestressed Concrete Bridges
2025 D'Amato, M.; Ranaldo, A.; Rosciano, M.; Zona, A.; Morici, M.; Gioiella, L.; Micozzi, F.; Poeta, A.; Quaglini, V.; Cattaneo, S.; Rossi, D.; Pettorruso, C.; Salvatore, W.; Natali, A.; Celati, S.; Ubertini, F.; Venanzi, I.; Giglioni, V.; Ierimonti, L.; Meoni, A.; Titton, M.; Pannuzzo, P.; Dall'Asta, A.
The use of receiver operating characteristic curves and precision-versus-recall curves as performance metrics in unsupervised structural damage classification under changing environment
2021 Giglioni, V.; Garcia Macias, E.; Venanzi, I.; Ierimonti, L.; Ubertini, F.
Transfer learning in bridge monitoring: Laboratory study on domain adaptation for population-based SHM of multispan continuous girder bridges
2025 Giglioni, V.; Poole, J.; Mills, R.; Venanzi, I.; Ubertini, F.; Worden, K.