Learning non-equilibrium mesoscopic dynamics with Onsager principle

Zhuoyuan Li, Aiqing Zhu, Qianxiao Li

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: Partial Differential Equations, Generalized Onsager Principle, Operator Learning, Physical Interpretability

TL;DR: We propose Spectral OnsagerNet, a novel operator learning framework that enforces the Generalized Onsager Principle to learn dissipative PDE dynamics, offering superior accuracy and physical interpretability compared to standard baselines.

Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.

Submission Number: 214