SURFNet: Super-resolution of Turbulent Flows with Transfer Learning
using Small Datasets

SURFNet: Super-resolution of Turbulent Flows with Transfer Learning using Small Datasets

17 August 2021

Octavi Obiols-Sales

Nicholas Malaya

Aparna Chandramowlishwaran

Papers citing "SURFNet: Super-resolution of Turbulent Flows with Transfer Learning using Small Datasets"

9 / 9 papers shown

Title
Machine learning for modelling unstructured grid data in computational physics: a review Sibo Cheng Marc Bocquet Weiping Ding Tobias S. Finn Rui Fu ... Yong Zeng Mingrui Zhang Hao Zhou Kewei Zhu Rossella Arcucci PINN AI4CE 114 0 0 13 Feb 2025
Redefining Super-Resolution: Fine-mesh PDE predictions without classical simulations Rajat Kumar Sarkar Ritam Majumdar Vishal Sudam Jadhav Sakhinana Sagar Srinivas Venkataramana Runkana AI4CE DiffM 29 2 0 16 Nov 2023
Experiences Readying Applications for Exascale Paul Bauman R. Budiardja B. Messer Noel Chalmers Jackie Chen ... D. Bykov Philip Roth S. Sreepathi J. White III Noah Wolfe ELM VLM 29 7 0 02 Oct 2023
Breaking Boundaries: Distributed Domain Decomposition with Scalable Physics-Informed Neural PDE Solvers Arthur Feeney Zitong Li Ramin Bostanabad Aparna Chandramowlishwaran AI4CE 16 1 0 28 Aug 2023
Super-Resolution Analysis via Machine Learning: A Survey for Fluid Flows Kai Fukami K. Fukagata Kunihiko Taira AI4CE 19 104 0 26 Jan 2023
Transfer Learning Enhanced DeepONet for Long-Time Prediction of Evolution Equations Wuzhe Xu Yulong Lu Li Wang 32 33 0 09 Dec 2022
NUNet: Deep Learning for Non-Uniform Super-Resolution of Turbulent Flows Octavi Obiols-Sales Abhinav Vishnu Nicholas Malaya Aparna Chandramowlishwaran AI4CE 21 5 0 26 Mar 2022
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 238 2,298 0 18 Oct 2020
MeshfreeFlowNet: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework C. Jiang S. Esmaeilzadeh Kamyar Azizzadenesheli K. Kashinath Mustafa A. Mustafa H. Tchelepi P. Marcus P. Prabhat Anima Anandkumar AI4CE 187 141 0 01 May 2020