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Luca Rosafalco
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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
592021
Fully convolutional networks for structural health monitoring through multivariate time series classification
L Rosafalco, A Manzoni, S Mariani, A Corigliano
Advanced Modeling and Simulation in Engineering Sciences 7 (1), 38, 2020
572020
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
342022
An autoencoder-based deep learning approach for load identification in structural dynamics
L Rosafalco, A Manzoni, S Mariani, A Corigliano
Sensors 21 (12), 4207, 2021
192021
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
142022
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
Combined model order reduction techniques and artificial neural network for data assimilation and damage detection in structures
L Rosafalco, A Manzoni, S Mariani, A Corigliano
Computational Sciences and Artificial Intelligence in Industry: New Digital …, 2022
122022
Optimised graded metamaterials for mechanical energy confinement and amplification via reinforcement learning
L Rosafalco, JM De Ponti, L Iorio, R Ardito, A Corigliano
European Journal of Mechanics-A/Solids 99, 104947, 2023
92023
Mechanical characterization of polysilicon MEMS devices: A stochastic, Deep Learning-based approach
JPQ Molina, L Rosafalco, S Mariani
2020 21st International Conference on Thermal, Mechanical and Multi-Physics …, 2020
92020
Multi-storey shear type buildings under earthquake loading: Adversarial learning-based prediction of the transient dynamics and damage classification
F Gatti, L Rosafalco, G Colombera, S Mariani, A Corigliano
Soil Dynamics and Earthquake Engineering 173, 108141, 2023
82023
Unscented Kalman filter empowered by Bayesian model evidence for system identification in structural dynamics
L Rosafalco, S Eftekhar Azam, A Manzoni, A Corigliano, S Mariani
Computer Sciences & Mathematics Forum 2 (1), 3, 2021
62021
A time series autoencoder for load identification via dimensionality reduction of sensor recordings
L Rosafalco, A Manzoni, A Corigliano, S Mariani
Engineering Proceedings 2 (1), 34, 2021
52021
Stochastic mechanical characterization of polysilicon MEMS: A Deep Learning approach
JPQ Molina, L Rosafalco, S Mariani
Proceedings 42 (1), 8, 2019
52019
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
42021
A hybrid structural health monitoring approach based on reduced-order modelling and deep learning
L Rosafalco, A Corigliano, A Manzoni, S Mariani
Proceedings 42 (1), 67, 2020
32020
Blending physics and data in structural health monitoring
L Rosafalco
PhD thesis, Politecnico di Milano, 2022. Ph. D.-Thesis defended at …, 2022
22022
EKF-SINDy: Empowering the extended Kalman filter with sparse identification of nonlinear dynamics
L Rosafalco, P Conti, A Manzoni, S Mariani, A Frangi
arXiv preprint arXiv:2404.07536, 2024
12024
System Identification via Unscented Kalman Filtering and Model Class Selection
L Rosafalco, S Eftekhar Azam, S Mariani, A Corigliano
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A …, 2024
2024
Reinforcement learning optimisation for graded metamaterial design using a physical-based constraint on the state representation and action space
L Rosafalco, JM De Ponti, L Iorio, RV Craster, R Ardito, A Corigliano
Scientific Reports 13 (1), 21836, 2023
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
Il sistema al momento non può eseguire l'operazione. Riprova più tardi.
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