An Autoencoder-Based Deep Learning Approach for Load Identification in Structural Dynamics
Rosafalco, Luca, Manzoni, Andrea, Mariani, Stefano, Corigliano, Alberto
Published in Sensors (Basel, Switzerland) (19.06.2021)
Published in Sensors (Basel, Switzerland) (19.06.2021)
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Journal Article
Reinforcement learning optimisation for graded metamaterial design using a physical-based constraint on the state representation and action space
Rosafalco, Luca, De Ponti, Jacopo Maria, Iorio, Luca, Craster, Richard V., Ardito, Raffaele, Corigliano, Alberto
Published in Scientific reports (09.12.2023)
Published in Scientific reports (09.12.2023)
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Journal Article
Optimization of Graded Arrays of Resonators for Energy Harvesting in Sensors as a Markov Decision Process Solved via Reinforcement Learning
Luca Rosafalco, Jacopo Maria De Ponti, Luca Iorio, Raffaele Ardito, Alberto Corigliano
Published in Engineering proceedings (01.11.2022)
Published in Engineering proceedings (01.11.2022)
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Journal Article
Online structural health monitoring by model order reduction and deep learning algorithms
Rosafalco, Luca, Torzoni, Matteo, Manzoni, Andrea, Mariani, Stefano, Corigliano, Alberto
Published in Computers & structures (15.10.2021)
Published in Computers & structures (15.10.2021)
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Journal Article
Multi-storey shear type buildings under earthquake loading: Adversarial learning-based prediction of the transient dynamics and damage classification
Gatti, Filippo, Rosafalco, Luca, Colombera, Giorgia, Mariani, Stefano, Corigliano, Alberto
Published in Soil dynamics and earthquake engineering (1984) (01.10.2023)
Published in Soil dynamics and earthquake engineering (1984) (01.10.2023)
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Journal Article
A Hybrid Structural Health Monitoring Approach Based on Reduced-Order Modelling and Deep Learning
Luca Rosafalco, Alberto Corigliano, Andrea Manzoni, Stefano Mariani
Published in Proceedings (01.04.2020)
Published in Proceedings (01.04.2020)
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Journal Article
EKF-SINDy: Empowering the extended Kalman filter with sparse identification of nonlinear dynamics
Rosafalco, Luca, Conti, Paolo, Manzoni, Andrea, Mariani, Stefano, Frangi, Attilio
Published in arXiv.org (24.07.2024)
Published in arXiv.org (24.07.2024)
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Paper
Journal Article
Mastering truss structure optimization with tree search
Garayalde, Gabriel, Rosafalco, Luca, Torzoni, Matteo, Corigliano, Alberto
Year of Publication 10.06.2024
Year of Publication 10.06.2024
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Journal Article
Optimised graded metamaterials for mechanical energy confinement and amplification via reinforcement learning
Rosafalco, Luca, De Ponti, Jacopo Maria, Iorio, Luca, Ardito, Raffaele, Corigliano, Alberto
Published in arXiv.org (24.02.2023)
Published in arXiv.org (24.02.2023)
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Paper
Journal Article
Online structural health monitoring by model order reduction and deep learning algorithms
Rosafalco, Luca, Torzoni, Matteo, Manzoni, Andrea, Mariani, Stefano, Corigliano, Alberto
Year of Publication 26.03.2021
Year of Publication 26.03.2021
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Journal Article
Mastering truss structure optimization with tree search
Garayalde, Gabriel, Rosafalco, Luca, Torzoni, Matteo, Corigliano, Alberto
Published in arXiv.org (26.09.2024)
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Published in arXiv.org (26.09.2024)
Paper
Fully convolutional networks for structural health monitoring through multivariate time series classification
Rosafalco, Luca, Manzoni, Andrea, Mariani, Stefano, Corigliano, Alberto
Year of Publication 12.02.2020
Year of Publication 12.02.2020
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Journal Article
Mechanical Characterization of Polysilicon MEMS Devices: a Stochastic, Deep Learning-based Approach
Molina, Jose Pablo Quesada, Rosafalco, Luca, Mariani, Stefano
Published in 2020 21st International Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems (EuroSimE) (01.07.2020)
Published in 2020 21st International Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems (EuroSimE) (01.07.2020)
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Conference Proceeding