Publications
A collection of my research work.
Discovering Multiple Conservation Laws from Trajectories by Machine Learning
Juntao Shen, Dan Liu†
Applied Sciences 2026
OAC-Net combines a noise-variance loss with a gradient orthogonality penalty to discover multiple independent integrals of motion directly from raw trajectory data, validated on canonical dynamical systems and JPL Solar System data.