v1v2 (latest)

Deep Fluids: A Generative Network for Parameterized Fluid Simulations

6 June 2018

Markus Gross

Papers citing "Deep Fluids: A Generative Network for Parameterized Fluid Simulations"

50 / 151 papers shown

Title
A Flow-rate-conserving CNN-based Domain Decomposition Method for Blood Flow Simulations Simon Klaes A. Klawonn Natalie Kubicki M. Lanser Kengo Nakajima Takashi Shimokawabe J. Weber 64 0 0 19 Sep 2025
PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations Benjamin Holzschuh Qiang Liu Georg Kohl Nils Thuerey AI4CE 216 6 0 30 May 2025
Precise Gradient Discontinuities in Neural Fields for Subspace Physics Mengfei Liu Yue Chang Zhecheng Wang Peter Yichen Chen E. Grinspun 140 0 0 26 May 2025
Hierarchical-embedding autoencoder with a predictor (HEAP) as efficient architecture for learning long-term evolution of complex multi-scale physical systems Alexander Khrabry Edward Startsev Andrew Powis Igor Kaganovich AI4CE 243 1 0 24 May 2025
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSE Siwen Zhang Xizeng Zhao Zhengzhi Deng Zhaoyuan Huang Gang Tao Nuo Xu Zhouteng Ye 168 0 0 18 May 2025
Deep Sturm--Liouville: From Sample-Based to 1D Regularization with Learnable Orthogonal Basis Functions David Vigouroux Joseba Dalmau Louis Bethune Victor Boutin 151 0 0 09 Apr 2025
Representing Flow Fields with Divergence-Free Kernels for ReconstructionProceedings of the ACM on Computer Graphics and Interactive Techniques (PACMCGIT), 2025 Xingyu Ni Jingrui Xing Xingqiao Li Bin Wang Baoquan Chen AI4CE 167 1 0 02 Apr 2025
Learning Distributions of Complex Fluid Simulations with Diffusion Graph NetworksInternational Conference on Learning Representations (ICLR), 2025 Mario Lino Tobias Pfaff Nils Thuerey DiffM AI4CE 307 17 0 19 Mar 2025
PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations?Computer Vision and Pattern Recognition (CVPR), 2025 M. Spitznagel Jan Vaillant J. Keuper AI4CE VGen PINN 179 1 0 07 Mar 2025
FluidNexus: 3D Fluid Reconstruction and Prediction from a Single VideoComputer Vision and Pattern Recognition (CVPR), 2025 Yue Gao Hong-Xing Yu Bo Zhu Jiajun Wu VGen 567 11 0 06 Mar 2025
Lifting the Winding Number: Precise Discontinuities in Neural Fields for Physics Simulation Yue Chang Mengfei Liu Zhecheng Wang Julius Berner E. Grinspun AI4CE 372 1 0 02 Feb 2025
Data-driven Viscosity Solver for Fluid SimulationVISIGRAPP (VISIGRAPP), 2024 Wonjung Park Hyunsoo Kim Jinah Park 170 0 0 23 Sep 2024
Extreme time extrapolation capabilities and thermodynamic consistency of physics-inspired Neural Networks for the 3D microstructure evolution of materials Daniel Lanzoni Andrea Fantasia R. Bergamaschini Olivier Pierre-Louis F. Montalenti AI4CE 132 3 0 29 Jul 2024
Weak baselines and reporting biases lead to overoptimism in machine learning for fluid-related partial differential equations N. McGreivy Ammar Hakim AI4CE 224 103 0 09 Jul 2024
A Fast Learning-Based Surrogate of Electrical Machines using a Reduced Basis Alejandro Ribés Nawfal Benchekroun Théo Delagnes AI4CE 235 2 0 27 Jun 2024
FUSE: Fast Unified Simulation and Estimation for PDEsNeural Information Processing Systems (NeurIPS), 2024 Levi E. Lingsch Dana Grund Siddhartha Mishra Georgios Kissas AI4CE 262 4 0 23 May 2024
Stabilizing Backpropagation Through Time to Learn Complex PhysicsInternational Conference on Learning Representations (ICLR), 2024 Patrick Schnell Nils Thuerey 327 2 0 03 May 2024
Large-scale flood modeling and forecasting with FloodCastWater Research (Water Res.), 2024 Qingsong Xu Yilei Shi Jonathan Bamber Chaojun Ouyang Xiao Xiang Zhu AI4CE 185 36 0 18 Mar 2024
Urban Sound Propagation: a Benchmark for 1-Step Generative Modeling of Complex Physical Systems M. Spitznagel J. Keuper DiffM 144 2 0 16 Mar 2024
Multi-fidelity physics constrained neural networks for dynamical systems Hao Zhou Sibo Cheng Rossella Arcucci AI4CE 215 24 0 03 Feb 2024
Continuous Field Reconstruction from Sparse Observations with Implicit Neural NetworksInternational Conference on Learning Representations (ICLR), 2024 Xihaier Luo Wei Xu Zhongjing Jiang Shinjae Yoo B. Nadiga 173 17 0 21 Jan 2024
WindSeer: Real-time volumetric wind prediction over complex terrain aboard a small UAV Florian Achermann Thomas Stastny Bogdan Danciu Andrey Kolobov Jen Jen Chung Roland Siegwart Nicholas R. J. Lawrance 142 2 0 18 Jan 2024
Fluid Simulation on Neural Flow Maps Yitong Deng Hong-Xing Yu Diyang Zhang Jiajun Wu Bo Zhu AI4CE 113 38 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 138 23 0 11 Dec 2023
Weak-Form Latent Space Dynamics IdentificationComputer Methods in Applied Mechanics and Engineering (CMAME), 2023 April Tran Xiaolong He Daniel Messenger Youngsoo Choi David M. Bortz 243 23 0 20 Nov 2023
How to Do Machine Learning with Small Data? -- A Review from an Industrial Perspective I. Kraljevski Yong Chul Ju Dmitrij Ivanov Constanze Tschope M. Wolff AI4CE 152 9 0 13 Nov 2023
Latent Task-Specific Graph Network Simulators Philipp Dahlinger Niklas Freymuth Michael Volpp Tai Hoang Gerhard Neumann AI4CE 261 0 0 09 Nov 2023
Efficient Generation of Multimodal Fluid Simulation Data Daniele Baieri Donato Crisostomi Stefano Esposito Filippo Maggioli Emanuele Rodolà DiffM 196 0 0 30 Oct 2023
Neural Stress Fields for Reduced-order Elastoplasticity and FractureACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2023 Zeshun Zong Xuan Li Minchen Li Maurizio M. Chiaramonte Wojciech Matusik E. Grinspun Kevin Carlberg Jian Ren Julius Berner AI4CE 223 27 0 26 Oct 2023
LiCROM: Linear-Subspace Continuous Reduced Order Modeling with Neural FieldsACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2023 Yue Chang Julius Berner Zhecheng Wang Maurizio M. Chiaramonte Kevin Carlberg E. Grinspun AI4CE 209 15 0 24 Oct 2023
Physics-informed neural network for acoustic resonance analysis in a one-dimensional acoustic tubeJournal of the Acoustical Society of America (JASA), 2023 Kazuya Yokota Takahiko Kurahashi Masajiro Abe 284 5 0 18 Oct 2023
HelmFluid: Learning Helmholtz Dynamics for Interpretable Fluid PredictionInternational Conference on Machine Learning (ICML), 2023 Lanxiang Xing Haixu Wu Yuezhou Ma Jianmin Wang Mingsheng Long MDE AI4CE 172 7 0 16 Oct 2023
Improving Pseudo-Time Stepping Convergence for CFD Simulations With Neural NetworksComputers and Mathematics with Applications (CMA), 2023 Anouk Zandbergen T. Noorden Alexander Heinlein 156 1 0 10 Oct 2023
High Throughput Training of Deep Surrogates from Large Ensemble RunsInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2023 Lucas Meyer M. Schouler R. Caulk Alejandro Ribés Bruno Raffin AI4CE 129 7 0 28 Sep 2023
Deep Learning in Deterministic Computational Mechanics L. Herrmann Stefan Kollmannsberger AI4CE PINN 267 1 0 27 Sep 2023
Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation Georg Kohl Li-Wei Chen Nils Thuerey AI4CE DiffM 273 48 0 04 Sep 2023
A multiscale and multicriteria Generative Adversarial Network to synthesize 1-dimensional turbulent fields Carlos Granero Belinchon Manuel Cabeza Gallucci SyDa GAN 146 2 0 31 Jul 2023
Effective Latent Differential Equation Models via Attention and Multiple Shooting German Abrevaya Mahta Ramezanian-Panahi Jean-Christophe Gagnon-Audet Pablo Polosecki Irina Rish S. Dawson Guillermo Cecchi G. Dumas MedIm 244 4 0 11 Jul 2023
Self-Supervised Learning with Lie Symmetries for Partial Differential EquationsNeural Information Processing Systems (NeurIPS), 2023 Grégoire Mialon Q. Garrido Hannah Lawrence Danyal Rehman Yann LeCun B. Kiani SSL 246 28 0 11 Jul 2023
From Zero to Turbulence: Generative Modeling for 3D Flow SimulationInternational Conference on Learning Representations (ICLR), 2023 Marten Lienen David Lüdke Jan Hansen-Palmus Stephan Günnemann DiffM AI4CE 414 47 0 29 May 2023
Stability of implicit neural networks for long-term forecasting in dynamical systems Léon Migus J. Salomon Patrick Gallinari AI4TS AI4CE 187 2 0 26 May 2023
A Multi-Resolution Physics-Informed Recurrent Neural Network: Formulation and Application to Musculoskeletal SystemsComputational Mechanics (CM), 2023 Karan Taneja Xiaolong He Qizhi He Jiun-Shyan Chen 174 9 0 26 May 2023
MPMNet: A Data-Driven MPM Framework for Dynamic Fluid-Solid InteractionIEEE Transactions on Visualization and Computer Graphics (TVCG), 2023 Jin Li Yang Gao Ju Dai Shuai Li Aimin Hao Hong Qin PINN AI4CE 154 13 0 05 May 2023
Learning Neural PDE Solvers with Parameter-Guided Channel AttentionInternational Conference on Machine Learning (ICML), 2023 M. Takamoto Francesco Alesiani Mathias Niepert 252 36 0 27 Apr 2023
Inferring Fluid Dynamics via Inverse Rendering Jinxian Liu Ye Chen Bingbing Ni Jiyao Mao Zhenbo Yu 3DH AI4CE 177 5 0 10 Apr 2023
Swarm Reinforcement Learning For Adaptive Mesh RefinementNeural Information Processing Systems (NeurIPS), 2023 Niklas Freymuth Philipp Dahlinger Tobias Würth Simon Reisch Luise Kärger Gerhard Neumann 421 23 0 03 Apr 2023
Scientific Computing Algorithms to Learn Enhanced Scalable Surrogates for Mesh Physics Brian Bartoldson Yeping Hu Amarjeet Saini Jose Cadena Yu-Hang Fu Jie Bao Zhijie Xu Brenda Ng P. Nguyen AI4CE 118 2 0 01 Apr 2023
Challenges and opportunities for machine learning in multiscale computational modelingJournal of Computing and Information Science in Engineering (JCISE), 2023 Phong C. H. Nguyen Joseph B. Choi H. Udaykumar Stephen Seung-Yeob Baek AI4CE 122 19 0 22 Mar 2023
Machine learning with data assimilation and uncertainty quantification for dynamical systems: a reviewIEEE/CAA Journal of Automatica Sinica (IEEE/CAA JAS), 2023 Sibo Cheng César Quilodrán-Casas Said Ouala A. Farchi Che Liu ... Weiping Ding Wenhan Luo A. Carrassi Marc Bocquet Rossella Arcucci AI4CE 211 208 0 18 Mar 2023
Learning to Estimate Single-View Volumetric Flow Motions without 3D SupervisionInternational Conference on Learning Representations (ICLR), 2023 Erik Franz B. Solenthaler N. Thürey 3DPC MDE 151 6 0 28 Feb 2023