Gradient-free online learning of subgrid-scale dynamics with neural emulators

30 October 2023

Papers citing "Gradient-free online learning of subgrid-scale dynamics with neural emulators"

5 / 5 papers shown

Title
A general physics-constrained method for the modelling of equation's closure terms with sparse data Tian Chen Shengping Liu Li Liu Heng Yong PINN AI4CE 38 0 0 30 Apr 2025
Beyond Closure Models: Learning Chaotic-Systems via Physics-Informed Neural Operators Chuwei Wang Julius Berner Zongyi Li Di Zhou Jiayun Wang Jane Bae Anima Anandkumar AI4CE 28 1 0 09 Aug 2024
Dynamic Deep Learning LES Closures: Online Optimization With Embedded DNS Justin A. Sirignano J. MacArt AI4CE 19 7 0 04 Mar 2023
Enhancing Computational Fluid Dynamics with Machine Learning Ricardo Vinuesa Steven L. Brunton AI4CE 98 353 0 05 Oct 2021
Bridging observation, theory and numerical simulation of the ocean using Machine Learning Maike Sonnewald Redouane Lguensat Daniel C. Jones P. Dueben J. Brajard Venkatramani Balaji AI4Cl AI4CE 38 99 0 26 Apr 2021