3 papers
cs.LG2025
Towards Agent-based Test Support Systems: An Unsupervised Environment Design Approach
Collins O. Ogbodo, Timothy J. Rogers, Mattia Dal Borgo +1
Modal testing plays a critical role in structural analysis by providing essential insights into dynamic behaviour across a wide range of engineering industries. In practice, design…
stat.ML2025
Adaptive Sensor Steering Strategy Using Deep Reinforcement Learning for Dynamic Data Acquisition in Digital Twins
Collins O. Ogbodo, Timothy J. Rogers, Mattia Dal Borgo +1
This paper introduces a sensor steering methodology based on deep reinforcement learning to enhance the predictive accuracy and decision support capabilities of digital twins by op…
cs.LG2025
Geometric Principles for Machine Learning of Dynamical Systems
Zack Xuereb Conti, David J Wagg, Nick Pepper
Mathematical descriptions of dynamical systems are deeply rooted in topological spaces defined by non-Euclidean geometry. This paper proposes leveraging structure-rich geometric sp…