68 citations · 172 across the 9 of their papers we have counts for
4 papers · 1 filter
Mitigation of Rayleigh-like waves in granular media via multi-layer resonant metabarriers
Rachele Zaccherini, Antonio Palermo, Alessandro Marzani +3
In this work, we experimentally and numerically investigate the propagation and attenuation of vertically polarized surface waves in an unconsolidated granular medium equipped with…
Machine Learning Approach to Model Order Reduction of Nonlinear Systems via Autoencoder and LSTM Networks
Thomas Simpson, Nikolaos Dervilis, Eleni Chatzi
In analyzing and assessing the condition of dynamical systems, it is necessary to account for nonlinearity. Recent advances in computation have rendered previously computationally…
Relational VAE: A Continuous Latent Variable Model for Graph Structured Data
Charilaos Mylonas, Imad Abdallah, Eleni Chatzi
Graph Networks (GNs) enable the fusion of prior knowledge and relational reasoning with flexible function approximations. In this work, a general GN-based model is proposed which t…
Foundations of Population-Based SHM, Part IV: The Geometry of Spaces of Structures and their Feature Spaces
George Tsialiamanis, Charilaos Mylonas, Eleni Chatzi +3
One of the requirements of the population-based approach to Structural Health Monitoring (SHM) proposed in the earlier papers in this sequence, is that structures be represented by…