ROSAFALCO, LUCA
A Combined Model-Order Reduction and Deep Learning Approach for Structural Health Monitoring under Varying Operational and Environmental Conditions
2020-01-01 Torzoni, Matteo; Rosafalco, Luca; Manzoni, Andrea
A Generative Adversarial Network Based Autoencoder for Structural Health Monitoring
2022-01-01 Colombera, Giorgia; Rosafalco, Luca; Torzoni, Matteo; Gatti, Filippo; Mariani, Stefano; Manzoni, Andrea; Corigliano, Alberto
A Hybrid Structural Health Monitoring Approach Based on Reduced-Order Modelling and Deep Learning
2020-01-01 Rosafalco, Luca; Corigliano, Alberto; Manzoni, Andrea; Mariani, Stefano
A Self-adaptive Hybrid Model/data-Driven Approach to SHM Based on Model Order Reduction and Deep Learning
2022-01-01 Rosafalco, L.; Torzoni, M.; Manzoni, A.; Mariani, S.; Corigliano, A.
A time series autoencoder for load identification via dimensionality reduction of sensor recordings
2020-01-01 Rosafalco, Luca; Corigliano, Alberto; Manzoni, Andrea; Mariani, Stefano
An autoencoder-based deep learning approach for load identification in structural dynamics
2021-01-01 Rosafalco, L.; Manzoni, A.; Mariani, S.; Corigliano, A.
Combined Model Order Reduction Techniques and Artificial Neural Network for Data Assimilation and Damage Detection in Structures
2022-01-01 Rosafalco, L.; Manzoni, A.; Mariani, S.; Corigliano, A.
Damage identification using physics-based datasets: From convolutional to metric-informed damage-sensitive feature extractors
2023-01-01 Torzoni, Matteo; Rosafalco, Luca; Mariani, Stefano; Corigliano, Alberto; Manzoni, Andrea
Dealing with uncertainties in structural damage localization by reduced order modeling and deep learning-based classifiers
2021-01-01 Rosafalco, L.; Manzoni, A.; Mariani, S.; Torzoni, M.; Corigliano, A.
EKF–SINDy: Empowering the extended Kalman filter with sparse identification of nonlinear dynamics
2024-01-01 Rosafalco, Luca; Conti, Paolo; Manzoni, Andrea; Mariani, Stefano; Frangi, Attilio
Enabling supervised learning in structural health monitoring by simulating damaged structure responses through physics based models
2022-01-01 Rosafalco, L.; Manzoni, A.; Mariani, S.; Corigliano, A.
Fully convolutional networks for structural health monitoring through multivariate time series classification
2020-01-01 Rosafalco, L.; Manzoni, A.; Mariani, S.; Corigliano, A.
Grammar-based generative design of truss structures with Monte Carlo tree search
2025-01-01 Torzoni, Matteo; Garayalde, Gabriel; Rosafalco, Luca; Bruggi, Matteo; Corigliano, Alberto
Mechanical Characterization of Polysilicon MEMS Devices: A Stochastic, Deep Learning-based Approach
2020-01-01 Molina, J. P. Q.; Rosafalco, L.; Mariani, S.
Multi-storey shear type buildings under earthquake loading: Adversarial learning-based prediction of the transient dynamics and damage classification
2023-01-01 Gatti, F.; Rosafalco, L.; Colombera, G.; Mariani, S.; Corigliano, A.
Online learning in bifurcating dynamic systems via SINDy and Kalman filtering
2025-01-01 Rosafalco, L; Conti, P; Manzoni, A; Mariani, S; Frangi, A
Online learning of time-varying dynamic systems with EKF-SINDy
2025-01-01 Rosafalco, Luca; Conti, Paolo; Manzoni, Andrea; Mariani, Stefano; Frangi, Attilio
Online structural health monitoring by model order reduction and deep learning algorithms
2021-01-01 Rosafalco, L; Torzoni, M; Manzoni, A; Mariani, S; Corigliano, A
Optimised graded metamaterials for mechanical energy confinement and amplification via reinforcement learning
2023-01-01 Rosafalco, Luca; DE PONTI, JACOPO MARIA; Iorio, Luca; Ardito, Raffaele; Corigliano, Alberto
Optimization of graded arrays of resonators for energy harvesting in sensors as a Markov decision process solved via reinforcement learning
2022-01-01 Rosafalco, Luca; De Ponti, Jacopo Maria; Iorio, Luca; Ardito, Raffaele; Corigliano, Alberto