Enhancing Computational Fluid Dynamics with Machine Learning

Enhancing Computational Fluid Dynamics with Machine Learning

5 October 2021

Ricardo Vinuesa

Steven L. Brunton

Papers citing "Enhancing Computational Fluid Dynamics with Machine Learning"

11 / 11 papers shown

Title
Aerodynamic and structural airfoil shape optimisation via Transfer Learning-enhanced Deep Reinforcement Learning David Ramos Lucas Lacasa E. Valero G. Rubio AI4CE 15 0 0 05 May 2025
EquiNO: A Physics-Informed Neural Operator for Multiscale Simulations Hamidreza Eivazi Jendrik-Alexander Tröger Stefan H. A. Wittek Stefan Hartmann Andreas Rausch AI4CE 36 0 0 27 Mar 2025
Learning to Decouple Complex Systems Zihan Zhou Tianshu Yu BDL 58 4 0 17 Feb 2025
NeuralDEM -- Real-time Simulation of Industrial Particulate Flows Benedikt Alkin Tobias Kronlachner Samuele Papa Stefan Pirker Thomas Lichtenegger Johannes Brandstetter PINN AI4CE 24 1 1 14 Nov 2024
The impact of internal variability on benchmarking deep learning climate emulators Björn Lütjens Raffaele Ferrari Duncan Watson-Parris N. Selin AI4Cl 16 1 0 09 Aug 2024
Data-Driven Stochastic Closure Modeling via Conditional Diffusion Model and Neural Operator Xinghao Dong Chuanqi Chen Jin-Long Wu DiffM AI4CE 29 5 0 06 Aug 2024
When predict can also explain: few-shot prediction to select better neural latents Kabir Dabholkar Omri Barak BDL 39 0 0 23 May 2024
Universal Physics Transformers: A Framework For Efficiently Scaling Neural Operators Benedikt Alkin Andreas Fürst Simon Schmid Lukas Gruber Markus Holzleitner Johannes Brandstetter PINN AI4CE 25 8 0 19 Feb 2024
Enhancing Low-Order Discontinuous Galerkin Methods with Neural Ordinary Differential Equations for Compressible Navier--Stokes Equations Shinhoo Kang Emil M. Constantinescu AI4CE 17 0 0 29 Oct 2023
SuperBench: A Super-Resolution Benchmark Dataset for Scientific Machine Learning Pu Ren N. Benjamin Erichson Shashank Subramanian Omer San Z. Lukić Michael W. Mahoney Michael W. Mahoney 31 0 0 24 Jun 2023
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 188 2,254 0 18 Oct 2020