Learning Generalized Diffusions using an Energetic Variational Approach
Extracting governing physical laws from computational or experimental data is crucial across
various fields such as fluid dynamics and plasma physics. Many of those physical laws are …
various fields such as fluid dynamics and plasma physics. Many of those physical laws are …
Machine learning of continuous and discrete variational ODEs with convergence guarantee and uncertainty quantification
C Offen - arxiv preprint arxiv:2404.19626, 2024 - arxiv.org
The article introduces a method to learn dynamical systems that are governed by Euler--
Lagrange equations from data. The method is based on Gaussian process regression and …
Lagrange equations from data. The method is based on Gaussian process regression and …