OnsagerFlow: Learning mesoscopic dynamics from microscopic simulation

Yue Zhao, Shiqi Wu, Qianxiao Li

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

Keywords: OnsagerFlow, Mesoscopic Dynamics, Multi-scale Modelling, Ising Model

TL;DR: We present OnsagerFlow, a data-driven approach that utilizes the Fluctuation-Dissipation Theorem to learn quantitatively accurate, interpretable stochastic PDEs from microscopic spin data.

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: 223