Accelerating Eulerian Fluid Simulation With Convolutional Networks

13 July 2016

Papers citing "Accelerating Eulerian Fluid Simulation With Convolutional Networks"

50 / 194 papers shown

Title
Implicit Neural Differential Model for Spatiotemporal Dynamics Deepak Akhare P. Du Tengfei Luo Jian-Xun Wang PINN AI4CE 46 0 0 03 Apr 2025
Generative Latent Neural PDE Solver using Flow Matching Zijie Li Anthony Y. Zhou Amir Barati Farimani DiffM AI4CE 67 0 0 28 Mar 2025
Droplet Simulations in Computer Graphics: Theories, Methods and Applications Hossein Keshtkar Nadine Aburumman AI4CE 70 0 0 24 Nov 2024
Generative Spatio-temporal GraphNet for Transonic Wing Pressure Distribution Forecasting Gabriele Immordino Andrea Vaiuso A. Ronch Marcello Righi AI4CE 72 0 0 18 Nov 2024
Metamizer: a versatile neural optimizer for fast and accurate physics simulations Nils Wandel Stefan Schulz Reinhard Klein PINN AI4CE 39 0 0 10 Oct 2024
Data-driven Viscosity Solver for Fluid Simulation Wonjung Park Hyunsoo Kim Jinah Park 34 0 0 23 Sep 2024
Multi-Grid Graph Neural Networks with Self-Attention for Computational Mechanics Paul Garnier J. Viquerat E. Hachem AI4CE 19 0 0 18 Sep 2024
Accelerating the discovery of steady-states of planetary interior dynamics with machine learning Siddhant Agarwal Nicola Tosi Christian Huttig David S. Greenberg A. Bekar AI4CE 20 1 0 30 Aug 2024
UGrid: An Efficient-And-Rigorous Neural Multigrid Solver for Linear PDEs Xi Han Fei Hou Hong Qin AI4CE 20 0 0 09 Aug 2024
Weak baselines and reporting biases lead to overoptimism in machine learning for fluid-related partial differential equations N. McGreivy Ammar Hakim AI4CE 29 42 0 09 Jul 2024
NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design Mouadh Yagoubi David Danan Milad Leyli-Abadi Jean-Patrick Brunet Jocelyn Ahmed Mazari ... maroua gmati A. Farjallah Paola Cinnella Patrick Gallinari Marc Schoenauer AI4CE 24 5 0 30 Jun 2024
HDNet: Physics-Inspired Neural Network for Flow Estimation based on Helmholtz Decomposition Miao Qi R. Idoughi Wolfgang Heidrich PINN MDE 18 1 0 12 Jun 2024
Attention-Based Learning for Fluid State Interpolation and Editing in a Time-Continuous Framework Bruno Roy 18 0 0 12 Jun 2024
Learning Physical Simulation with Message Passing Transformer Zeyi Xu Yifei Li AI4CE 25 1 0 10 Jun 2024
Reference Neural Operators: Learning the Smooth Dependence of Solutions of PDEs on Geometric Deformations Ze Cheng Zhongkai Hao Xiaoqiang Wang Jianing Huang Youjia Wu Xudan Liu Yiru Zhao Songming Liu Hang Su AI4CE 29 2 0 27 May 2024
The Power of Next-Frame Prediction for Learning Physical Laws T. Winterbottom G. Hudson Daniel Kluvanec Dean L. Slack Jamie Sterling Junjie Shentu Chenghao Xiao Zheming Zhou Noura Al Moubayed 24 1 0 21 May 2024
ML4PhySim : Machine Learning for Physical Simulations Challenge (The airfoil design) Mouadh Yagoubi Milad Leyli-Abadi David Danan Jean-Patrick Brunet Jocelyn Ahmed Mazari F. Bonnet A. Farjallah Marc Schoenauer Patrick Gallinari AI4CE 19 2 0 03 Mar 2024
DeepLag: Discovering Deep Lagrangian Dynamics for Intuitive Fluid Prediction Qilong Ma Haixu Wu Lanxiang Xing Jianmin Wang Mingsheng Long AI4CE 19 0 0 04 Feb 2024
DiffHybrid-UQ: Uncertainty Quantification for Differentiable Hybrid Neural Modeling Deepak Akhare Tengfei Luo Jian-Xun Wang 19 6 0 30 Dec 2023
Fluid Simulation on Neural Flow Maps Yitong Deng Hong-Xing Yu Diyang Zhang Jiajun Wu Bo Zhu AI4CE 11 21 0 22 Dec 2023
Inferring Hybrid Neural Fluid Fields from Videos Hong-Xing Yu Yang Zheng Yuan Gao Yitong Deng Bo Zhu Jiajun Wu 3DH 22 15 0 11 Dec 2023
Bayesian Conditional Diffusion Models for Versatile Spatiotemporal Turbulence Generation Han Gao Xu Han Xiantao Fan Luning Sun Liping Liu Lian Duan Jian-Xun Wang DiffM AI4CE 30 20 0 14 Nov 2023
Latent Task-Specific Graph Network Simulators Philipp Dahlinger Niklas Freymuth Michael Volpp Tai Hoang Gerhard Neumann AI4CE 14 0 0 09 Nov 2023
Learning to Predict Structural Vibrations J. V. Delden Julius Schultz Christopher Blech Sabine C. Langer Timo Luddecke AI4CE 21 1 0 09 Oct 2023
A Neural-preconditioned Poisson Solver for Mixed Dirichlet and Neumann Boundary Conditions Kai Weixian Lan E. Gueidon Ayano Kaneda Julian Panetta Joseph Teran AI4CE 8 1 0 29 Sep 2023
Physics-Informed Boundary Integral Networks (PIBI-Nets): A Data-Driven Approach for Solving Partial Differential Equations Monika Nagy-Huber Volker Roth AI4CE PINN 27 3 0 18 Aug 2023
Meta-Learning for Airflow Simulations with Graph Neural Networks Wenzhuo Liu Mouadh Yagoubi Marc Schoenauer AI4CE 19 0 0 18 Jun 2023
ParticleWNN: a Novel Neural Networks Framework for Solving Partial Differential Equations Yaohua Zang Gang Bao 13 4 0 21 May 2023
Data-Free Learning of Reduced-Order Kinematics Nicholas Sharp Cristian Romero Alec Jacobson E. Vouga P. Kry David I. W. Levin Justin Solomon AI4CE 22 18 0 05 May 2023
MPMNet: A Data-Driven MPM Framework for Dynamic Fluid-Solid Interaction Jin Li Yang Gao Ju Dai Shuai Li Aimin Hao Hong Qin PINN AI4CE 18 7 0 05 May 2023
Jacobian-Scaled K-means Clustering for Physics-Informed Segmentation of Reacting Flows Shivam Barwey V. Raman 8 2 0 02 May 2023
Inferring Fluid Dynamics via Inverse Rendering Jinxian Liu Ye Chen Bingbing Ni Jiyao Mao Zhenbo Yu 3DH AI4CE 18 5 0 10 Apr 2023
On the Relationships between Graph Neural Networks for the Simulation of Physical Systems and Classical Numerical Methods Artur P. Toshev Ludger Paehler A. Panizza Nikolaus A. Adams AI4CE PINN 11 5 0 31 Mar 2023
Invariant preservation in machine learned PDE solvers via error correction N. McGreivy Ammar Hakim AI4CE PINN 21 8 0 28 Mar 2023
Grounding Graph Network Simulators using Physical Sensor Observations Jonas Linkerhägner Niklas Freymuth Paul Maria Scheikl F. Mathis-Ullrich Gerhard Neumann AI4CE 19 11 0 23 Feb 2023
NeuralStagger: Accelerating Physics-constrained Neural PDE Solver with Spatial-temporal Decomposition Xinquan Huang Wenlei Shi Qi Meng Yue Wang Xiaotian Gao Jia Zhang Tie-Yan Liu AI4CE 16 8 0 20 Feb 2023
Algorithmically Designed Artificial Neural Networks (ADANNs): Higher order deep operator learning for parametric partial differential equations Arnulf Jentzen Adrian Riekert Philippe von Wurstemberger 13 1 0 07 Feb 2023
Learning Vortex Dynamics for Fluid Inference and Prediction Yitong Deng Hong-Xing Yu Jiajun Wu Bo Zhu MDE 24 19 0 27 Jan 2023
Solving Inverse Physics Problems with Score Matching Benjamin Holzschuh S. Vegetti Nils Thuerey DiffM 11 8 0 24 Jan 2023
CIMS: Correction-Interpolation Method for Smoke Simulation Yun-Hwa Lee Dohae Lee Young-Jin Oh In-Kwon Lee 14 0 0 28 Dec 2022
Exploring Physical Latent Spaces for High-Resolution Flow Restoration Chloé Paliard Nils Thuerey Kiwon Um AI4CE 15 0 0 21 Nov 2022
Learning 4DVAR inversion directly from observations Arthur Filoche J. Brajard A. Charantonis Dominique Béréziat 27 2 0 17 Nov 2022
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing Salah A. Faroughi N. Pawar C. Fernandes Maziar Raissi Subasish Das N. Kalantari S. K. Mahjour PINN AI4CE 21 47 0 14 Nov 2022
Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics L. Prantl Benjamin Ummenhofer V. Koltun Nils Thuerey AI4CE PINN 19 29 0 12 Oct 2022
Efficient Learning of Mesh-Based Physical Simulation with BSMS-GNN Yadi Cao Menglei Chai Minchen Li Chenfanfu Jiang AI4CE 24 18 0 05 Oct 2022
Wavelet-based Loss for High-frequency Interface Dynamics L. Prantl Jan Bender Tassilo Kugelstadt Nils Thuerey GAN 10 0 0 06 Sep 2022
Learning to Estimate and Refine Fluid Motion with Physical Dynamics Mingrui Zhang Jianhong Wang James Tlhomole M. Piggott 19 10 0 21 Jun 2022
LordNet: An Efficient Neural Network for Learning to Solve Parametric Partial Differential Equations without Simulated Data Xinquan Huang Wenlei Shi Xiaotian Gao Xinran Wei Jia Zhang Jiang Bian Mao Yang Tie-Yan Liu PINN 17 10 0 19 Jun 2022
Learning to Solve PDE-constrained Inverse Problems with Graph Networks Qingqing Zhao David B. Lindell Gordon Wetzstein AI4CE 31 40 0 01 Jun 2022
A Deep Conjugate Direction Method for Iteratively Solving Linear Systems Ayano Kaneda Osman Akar Jingyu Chen Victoria Kala David Hyde Joseph Teran 28 10 0 22 May 2022