Accelerating Eulerian Fluid Simulation With Convolutional Networks

13 July 2016

Papers citing "Accelerating Eulerian Fluid Simulation With Convolutional Networks"

44 / 194 papers shown

Title
Constraint-Aware Neural Networks for Riemann Problems Jim Magiera Deep Ray J. Hesthaven C. Rohde AI4CE PINN 11 58 0 29 Apr 2019
LEARNet Dynamic Imaging Network for Micro Expression Recognition Monu Verma Santosh Kumar Vipparthi Girdhari Singh Subrahmanyam Murala 16 100 0 20 Apr 2019
Deep learning observables in computational fluid dynamics K. Lye Siddhartha Mishra Deep Ray OOD AI4CE 13 158 0 07 Mar 2019
Deep Generative Design: Integration of Topology Optimization and Generative Models Sangeun Oh Yongsu Jung Seongsin Kim Ikjin Lee Namwoo Kang AI4CE 14 0 0 01 Mar 2019
Shallow Neural Networks for Fluid Flow Reconstruction with Limited Sensors N. Benjamin Erichson L. Mathelin Z. Yao Steven L. Brunton Michael W. Mahoney J. Nathan Kutz AI4CE 14 34 0 20 Feb 2019
Fast Neural Network Predictions from Constrained Aerodynamics Datasets Cristina White D. Ushizima C. Farhat AI4CE 6 18 0 26 Jan 2019
Pricing options and computing implied volatilities using neural networks Shuaiqiang Liu C. Oosterlee S. Bohté 11 119 0 25 Jan 2019
Physics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data Yinhao Zhu N. Zabaras P. Koutsourelakis P. Perdikaris PINN AI4CE 46 854 0 18 Jan 2019
DeepSpline: Data-Driven Reconstruction of Parametric Curves and Surfaces Jun Gao Chengcheng Tang Vignesh Ganapathi-Subramanian Jiahui Huang Hao Su Leonidas J. Guibas 3DPC 21 35 0 12 Jan 2019
Physics-Based Learning for Robotic Environmental Sensing Reza Khodayi-mehr Michael M. Zavlanos 11 2 0 10 Dec 2018
Networks for Nonlinear Diffusion Problems in Imaging Simon Arridge A. Hauptmann DiffM MedIm 19 18 0 29 Nov 2018
Learning to Predict the Cosmological Structure Formation Siyu He Yin Li Yu Feng S. Ho Siamak Ravanbakhsh Wei Chen Barnabás Póczós 20 168 0 15 Nov 2018
NeuralDrop: DNN-based Simulation of Small-Scale Liquid Flows on Solids Rajaditya Mukherjee Qingyang Li Zhili Chen Shicheng Chu Huamin Wang 17 6 0 06 Nov 2018
Solving Poisson's Equation using Deep Learning in Particle Simulation of PN Junction Zhongyang Zhang Ling Zhang Ze Sun Nicholas Erickson Ryan From Jun Fan 14 16 0 24 Oct 2018
Using Deep Learning to Extend the Range of Air-Pollution Monitoring and Forecasting Philipp Haehnel Jakub Mareˇcek Julien Monteil Fearghal O'Donncha AI4CE 20 39 0 22 Oct 2018
Deep Learning Methods for Reynolds-Averaged Navier-Stokes Simulations of Airfoil Flows Nils Thuerey Konstantin Weissenow L. Prantl Xiangyu Y. Hu AI4CE 25 377 0 18 Oct 2018
Rethinking multiscale cardiac electrophysiology with machine learning and predictive modelling C. Cantwell Yumnah Mohamied Konstantinos N. Tzortzis Stef Garasto C. Houston R. Chowdhury F. Ng Anil A. Bharath N. Peters 15 43 0 09 Oct 2018
Modeling human intuitions about liquid flow with particle-based simulation Christopher Bates Ilker Yildirim J. Tenenbaum Peter W. Battaglia AI4CE 30 51 0 05 Sep 2018
One-Shot Generation of Near-Optimal Topology through Theory-Driven Machine Learning Ruijin Cang Hope Yao Yi Ren 8 0 0 27 Jul 2018
A machine learning framework for data driven acceleration of computations of differential equations Siddhartha Mishra AI4CE 14 85 0 25 Jul 2018
HybridNet: Integrating Model-based and Data-driven Learning to Predict Evolution of Dynamical Systems Yun Long Xueyuan She Saibal Mukhopadhyay 32 58 0 19 Jun 2018
SPNets: Differentiable Fluid Dynamics for Deep Neural Networks Connor Schenck D. Fox PINN 3DPC AI4CE 175 161 0 15 Jun 2018
A Flexible Convolutional Solver with Application to Photorealistic Style Transfer Gilles Puy P. Pérez 3DH 11 1 0 13 Jun 2018
A Deep Neural Network Surrogate for High-Dimensional Random Partial Differential Equations M. A. Nabian Hadi Meidani AI4CE 9 100 0 08 Jun 2018
Deep Fluids: A Generative Network for Parameterized Fluid Simulations Byungsoo Kim Vinicius Azevedo N. Thürey Theodore Kim Markus Gross B. Solenthaler GAN 9 384 0 06 Jun 2018
Unsupervised Intuitive Physics from Visual Observations Sébastien Ehrhardt Áron Monszpart Niloy Mitra Andrea Vedaldi SSL PINN OOD 17 31 0 14 May 2018
3D Fluid Flow Estimation with Integrated Particle Reconstruction Katrin Lasinger Christoph Vogel T. Pock Konrad Schindler 6 19 0 09 Apr 2018
Data-Augmented Contact Model for Rigid Body Simulation Yifeng Jiang Jiazheng Sun C. Karen Liu PINN 8 21 0 11 Mar 2018
Latent-space Physics: Towards Learning the Temporal Evolution of Fluid Flow S. Wiewel M. Becher N. Thürey AI4CE 24 271 0 27 Feb 2018
Deep learning algorithm for data-driven simulation of noisy dynamical system K. Yeo Igor Melnyk AI4TS 19 93 0 22 Feb 2018
Hierarchical Cloth Simulation using Deep Neural Networks Young-Jin Oh Tae Min Lee In-Kwon Lee 3DH AI4CE 24 25 0 09 Feb 2018
Deep learning for determining a near-optimal topological design without any iteration Yonggyun Yu Taeil Hur Jaeho Jung I. Jang 3DV 19 289 0 13 Jan 2018
Taking Visual Motion Prediction To New Heightfields Sébastien Ehrhardt Áron Monszpart Niloy Mitra Andrea Vedaldi 13 23 0 22 Dec 2017
Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge Emmanuel de Bézenac Arthur Pajot Patrick Gallinari PINN AI4CE 19 318 0 21 Nov 2017
Automated Design using Neural Networks and Gradient Descent O. Hennigh 29 8 0 27 Oct 2017
Neural networks for topology optimization Ivan Sosnovik Ivan V. Oseledets 25 253 0 27 Sep 2017
Learning Robotic Manipulation of Granular Media Connor Schenck Jonathan Tompson D. Fox Sergey Levine 20 52 0 08 Sep 2017
DGM: A deep learning algorithm for solving partial differential equations Justin A. Sirignano K. Spiliopoulos AI4CE 14 2,021 0 24 Aug 2017
Learning to Represent Mechanics via Long-term Extrapolation and Interpolation Sébastien Ehrhardt Áron Monszpart Andrea Vedaldi Niloy Mitra 22 7 0 06 Jun 2017
Lat-Net: Compressing Lattice Boltzmann Flow Simulations using Deep Neural Networks O. Hennigh AI4CE 22 67 0 25 May 2017
Generating Liquid Simulations with Deformation-aware Neural Networks L. Prantl Boris Bonev N. Thürey GAN 22 15 0 25 Apr 2017
Liquid Splash Modeling with Neural Networks Kiwon Um Xiangyu Y. Hu N. Thürey 20 87 0 14 Apr 2017
Learning A Physical Long-term Predictor Sébastien Ehrhardt Áron Monszpart Niloy J. Mitra Andrea Vedaldi AI4CE 19 65 0 01 Mar 2017
Tradeoffs between Convergence Speed and Reconstruction Accuracy in Inverse Problems Raja Giryes Yonina C. Eldar A. Bronstein Guillermo Sapiro 17 85 0 30 May 2016