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Valentina Giglioni
Valentina Giglioni
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Zitiert von
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Autoencoders for unsupervised real‐time bridge health assessment
V Giglioni, I Venanzi, V Poggioni, A Milani, F Ubertini
Computer‐Aided Civil and Infrastructure Engineering 38 (8), 959-974, 2023
592023
The use of receiver operating characteristic curves and precision-versus-recall curves as performance metrics in unsupervised structural damage classification under changing …
V Giglioni, E García-Macías, I Venanzi, L Ierimonti, F Ubertini
Engineering Structures 246, 113029, 2021
532021
A domain adaptation approach to damage classification with an application to bridge monitoring
V Giglioni, J Poole, I Venanzi, F Ubertini, K Worden
Mechanical Systems and Signal Processing 209, 111135, 2024
272024
Deep autoencoders for unsupervised damage detection with application to the Z24 benchmark bridge
V Giglioni, I Venanzi, AE Baia, V Poggioni, A Milani, F Ubertini
European workshop on structural health monitoring, 1048-1057, 2022
82022
On the use of domain adaptation techniques for bridge damage detection in a changing environment
V Giglioni, J Poole, I Venanzi, F Ubertini, K Worden
ce/papers 6 (5), 975-980, 2023
62023
Application of unsupervised learning for post-earthquake assessment of the Z24 benchmark bridge
V Giglioni, I Venanzi, F Ubertini
Procedia Structural Integrity 44, 1948-1955, 2023
32023
Supervised machine learning techniques for predicting multiple damage classes in bridges
V Giglioni, I Venanzi, F Ubertini
Sensors and Smart Structures Technologies for Civil, Mechanical, and …, 2023
22023
Transfer learning in bridge monitoring: Laboratory study on domain adaptation for population-based SHM of multispan continuous girder bridges
V Giglioni, J Poole, R Mills, I Venanzi, F Ubertini, K Worden
Mechanical Systems and Signal Processing 224, 112151, 2025
12025
A comprehensive dataset for a population of experimental bridges under changing environmental conditions for PBSHM
V Giglioni, J Poole, R Mills, N Dervilis, I Venanzi, F Ubertini, K Worden
IMAC, A Conference and Exposition on Structural Dynamics, 59-68, 2024
12024
ROC-based performance evaluation of data cleansing techniques for false alarm risk reduction in continuously monitored bridges
V Giglioni, E Garcìa-Macìas, I Venanzi, L Ierimonti, F Ubertini
COMPDYN Proceedings, 2021
12021
An Application of Domain Adaptation for Population-Based Structural Health Monitoring
V Giglioni, J Poole, I Venanzi, F Ubertini, N Dervilis, K Worden
Journal of Physics: Conference Series 2647 (18), 182027, 2024
2024
A Transfer Learning Application for Damage Identification Across a Population of Experimental Bridges
V Giglioni, J Poole, R Mills, I Venanzi, F Ubertini, K Worden
International Operational Modal Analysis Conference, 33-43, 2024
2024
On the application of domain adaptation for knowledge transfer and damage detection across bridge spans: an experimental case study
V Giglioni, J Poole, R Mills, I Venanzi, F Ubertini, K Worden
Procedia Structural Integrity 62, 887-894, 2024
2024
Deep learning monitoring of the Z24 benchmark bridge
V Giglioni, I Venanzi, F Ubertini, V Poggioni, A Milani
Bridge Safety, Maintenance, Management, Life-Cycle, Resilience and …, 2022
2022
DEEP NEURAL NETWORKS FOR UNSUPERVISED DAMAGE DETECTION ON THE Z24 BRIDGE
V Giglioni, I Venanzi, V Poggioni, AE Baia, A Milani, F Ubertini
World Congress in Computational Mechanics and ECCOMAS Congress, 2022
2022
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