Accelerating Simulation of Two-Phase Flows with Neural PDE Surrogates

Accelerating Simulation of Two-Phase Flows with Neural PDE Surrogates

27 May 2024

Vlado Menkovski

Papers citing "Accelerating Simulation of Two-Phase Flows with Neural PDE Surrogates"

13 / 13 papers shown

Title
Bridging scales in multiscale bubble growth dynamics with correlated fluctuations using neural operator learning Minglei Lu Chensen Lin Martian Maxey George Karniadakis Zhen Li AI4CE 78 2 0 20 Mar 2024
Plasma Surrogate Modelling using Fourier Neural Operators Vignesh Gopakumar Stanislas Pamela L. Zanisi Zong-Yi Li Ander Gray ... Matt Kusner M. Deisenroth A. Anandkumar Jorek Team Mast Team AI4CE 67 17 0 10 Nov 2023
PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE Solvers Phillip Lippe Bastiaan S. Veeling P. Perdikaris Richard Turner Johannes Brandstetter DiffM AI4CE 75 93 0 10 Aug 2023
Operator Learning with Neural Fields: Tackling PDEs on General Geometries Louis Serrano Lise Le Boudec Armand K. Koupai Thomas X. Wang Yuan Yin Jean-Noel Vittaut Patrick Gallinari AI4CE 59 36 0 12 Jun 2023
DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting Salva Rühling Cachay Bo Zhao Hailey James Rose Yu DiffM AI4TS 134 64 0 03 Jun 2023
Fast Dynamic 1D Simulation of Divertor Plasmas with Neural PDE Surrogates Y. Poels G. Derks E. Westerhof Koen Minartz Sven Wiesen Vlado Menkovski 3DGS AI4CE 44 17 0 30 May 2023
Equivariant Neural Simulators for Stochastic Spatiotemporal Dynamics Koen Minartz Y. Poels Simon Koop Vlado Menkovski 54 6 0 23 May 2023
A Denoising Diffusion Model for Fluid Field Prediction Gefan Yang Stefan Sommer DiffM AI4CE 60 28 0 27 Jan 2023
Transformer for Partial Differential Equations' Operator Learning Zijie Li Kazem Meidani A. Farimani 85 159 0 26 May 2022
BubbleNet: Inferring micro-bubble dynamics with semi-physics-informed deep learning Hanfeng Zhai Quan Zhou G. Hu PINN AI4CE 39 16 0 15 May 2021
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 451 2,384 0 18 Oct 2020
Learning to Simulate Complex Physics with Graph Networks Alvaro Sanchez-Gonzalez Jonathan Godwin Tobias Pfaff Rex Ying J. Leskovec Peter W. Battaglia PINN AI4CE 129 1,080 0 21 Feb 2020
DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators Lu Lu Pengzhan Jin George Karniadakis 193 2,108 0 08 Oct 2019