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Matteo Torzoni
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Anno
Online structural health monitoring by model order reduction and deep learning algorithms
L Rosafalco, M Torzoni, A Manzoni, S Mariani, A Corigliano
Computers & Structures 255, 106604, 2021
632021
SHM under varying environmental conditions: An approach based on model order reduction and deep learning
M Torzoni, L Rosafalco, A Manzoni, S Mariani, A Corigliano
Computers & Structures 266, 106790, 2022
462022
A digital twin framework for civil engineering structures
M Torzoni, M Tezzele, S Mariani, A Manzoni, KE Willcox
Computer Methods in Applied Mechanics and Engineering 418, 116584, 2024
352024
Structural health monitoring of civil structures: A diagnostic framework powered by deep metric learning
M Torzoni, A Manzoni, S Mariani
Computers & Structures 271, 106858, 2022
302022
A multi-fidelity surrogate model for structural health monitoring exploiting model order reduction and artificial neural networks
M Torzoni, A Manzoni, S Mariani
Mechanical Systems and Signal Processing 197, 110376, 2023
212023
A deep neural network, multi-fidelity surrogate model approach for Bayesian model updating in SHM
M Torzoni, A Manzoni, S Mariani
European Workshop on Structural Health Monitoring, 1076-1086, 2022
152022
A self-adaptive hybrid model/data-driven approach to SHM based on model order reduction and deep learning
L Rosafalco, M Torzoni, A Manzoni, S Mariani, A Corigliano
Structural Health Monitoring Based on Data Science Techniques, 165-184, 2022
152022
A combined model-order reduction and deep learning approach for structural health monitoring under varying operational and environmental conditions
M Torzoni, L Rosafalco, A Manzoni
Engineering Proceedings 2 (1), 94, 2020
142020
A generative adversarial network based autoencoder for structural health monitoring
G Colombera, L Rosafalco, M Torzoni, F Gatti, S Mariani, A Manzoni, ...
Computer Sciences & Mathematics Forum 2 (1), 9, 2021
52021
Health monitoring of civil structures: A MCMC approach based on a multi-fidelity deep neural network surrogate
M Torzoni, A Manzoni, S Mariani
Computer Sciences & Mathematics Forum 2 (1), 16, 2021
42021
Convolutional Neural Networks for Structural Damage Localization on Digital Twins
M Parola, FA Galatolo, M Torzoni, MGCA Cimino
International Conference on Deep Learning Theory and Applications, 78-97, 2022
22022
Structural Damage Localization via Deep Learning and IoT Enabled Digital Twin.
M Parola, FA Galatolo, M Torzoni, MGCA Cimino, G Vaglini
DeLTA, 199-206, 2022
22022
Real‐time topology optimization via learnable mappings
G Garayalde, M Torzoni, M Bruggi, A Corigliano
International Journal for Numerical Methods in Engineering, e7502, 2024
12024
A Multi-Fidelity Deep Neural Network Approach to Structural Health Monitoring
M Torzoni, A Manzoni, S Mariani
Engineering Proceedings 27 (1), 60, 2022
12022
Attention Mechanism-Driven Sensor Placement Strategy for Structural Health Monitoring
JW Kim, M Torzoni, A Corigliano, S Mariani
Engineering Proceedings 27 (1), 43, 2022
12022
Mastering truss structure optimization with tree search
G Garayalde, L Rosafalco, M Torzoni, A Corigliano
arXiv preprint arXiv:2406.06145, 2024
2024
Enhancing Bayesian model updating in structural health monitoring via learnable mappings
M Torzoni, A Manzoni, S Mariani
arXiv preprint arXiv:2405.13648, 2024
2024
Model-based and data-driven methodologies toward predictive digital twins of structures
M TORZONI
2023
Damage identification using physics-based datasets: From convolutional to metric-informed damage-sensitive feature extractors
M Torzoni, L Rosafalco, S Mariani, A Corigliano, A Manzoni
Data-Centric Structural Health Monitoring: Mechanical, Aerospace and Complex …, 2023
2023
Enhanced Bayesian model updating for structural health monitoring via deep learning
M Torzoni, A Manzoni, S Mariani
ECCOMAS Congress 2022-8th European Congress on Computational Methods in …, 2022
2022
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