3 papers
cs.LG2025
Graph Network-based Structural Simulator: Graph Neural Networks for Structural Dynamics
Alessandro Lucchetti, Francesco Cadini, Marco Giglio +1
Graph Neural Networks (GNNs) have recently been explored as surrogate models for numerical simulations. While their applications in computational fluid dynamics have been investiga…
eess.IV2025
MPCA-based Domain Adaptation for Transfer Learning in Ultrasonic Guided Waves
Lucio Pinello, Francesco Cadini, Luca Lomazzi
Ultrasonic Guided Waves (UGWs) represent a promising diagnostic tool for Structural Health Monitoring (SHM) in thin-walled structures, and their integration with machine learning (…
physics.comp-ph2024
DeepF-fNet: a physics-informed neural network for vibration isolation optimization
A. Tollardo, F. Cadini, M. Giglio +1
Structural optimization is essential for designing safe, efficient, and durable components with minimal material usage. Traditional methods for vibration control often rely on acti…