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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
502021
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
272022
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
232022
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
112022
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
112020
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
92022
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
82023
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
52024
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
Structural damage localization via deep learning and iot enabled digital twin
M Parola, FA Galatolo, M Torzoni, MGCA Cimino, G Vaglini
Proc. of third International Conf. on Deep Learning Theory and Applications, 2022
22022
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
22021
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
Real-time topology optimization via learnable mappings
G Garayalde, M Torzoni, M Bruggi, A Corigliano
arXiv preprint arXiv:2311.08473, 2023
2023
A Multi-Fidelity Deep Neural Network Approach to Structural Health Monitoring
M Torzoni, A Manzoni, S Mariani
Engineering Proceedings 27 (1), 60, 2022
2022
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
2022
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
A Multi-Fidelity Deep Neural Network Approach to Structural Health Monitoring. Eng. Proc. 2022, 1, 0
M Torzoni, A Manzoni, S Mariani
s Note: MDPI stays neutral with regard to jurisdictional claims in published …, 2022
2022
Attention Mechanism-Driven Sensor Placement Strategy for Structural Health Monitoring. Eng. Proc. 2022, 4, 0
JW Kim, M Torzoni, A Corigliano, S Mariani
s Note: MDPI stays neutral with regard to jurisdictional claims in published …, 2022
2022
Dealing with uncertainties in structural damage localization by reduced order modeling and deep learning-based classifiers
L Rosafalco, A Manzoni, S Mariani, M Torzoni, A Corigliano
Proceedings of SIMAI 2020+ 21: the XV biannual congress of SIMAI, 200-201, 2021
2021
A deep learning approach to metric-based damage localization in structural health monitoring
M Torzoni, A Manzoni, S Mariani
Proceedings of Computational Sciences and Artificial Intelligence in …, 2021
2021
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