Learning Reduced-Order Dynamics with Singularity via Latent-Augmented Neural Ordinary Differential Equations

Xiaorui Wang, Yu Zhou, Wenjie Mei +3

This paper addresses the issue of self-intersecting trajectories (in phase space) in industrial reduced-order modeling and proposes the Latent-Augmented Neural Ordinary Differentia…