Robust physics discovery via supervised and unsupervised pattern recognition using the Euler characteristic

Zhiming Zhang, Yongming Liu

Machine learning approaches have been widely used for discovering the underlying physics of dynamical systems from measured data. Existing approaches, however, still lack robustnes…