Machine Learning for Fluid Mechanics

Machine Learning for Fluid Mechanics

27 May 2019

Steven Brunton

Petros Koumoutsakos

Papers citing "Machine Learning for Fluid Mechanics"

18 / 118 papers shown

Title
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing Flows Derek Onken Lars Ruthotto BDL 32 52 0 27 May 2020
A Combined Data-driven and Physics-driven Method for Steady Heat Conduction Prediction using Deep Convolutional Neural Networks Hao Ma Xiangyu Y. Hu Yuxuan Zhang Nils Thuerey O. Haidn AI4CE 26 12 0 16 May 2020
SciANN: A Keras/Tensorflow wrapper for scientific computations and physics-informed deep learning using artificial neural networks E. Haghighat R. Juanes AI4CE PINN 20 21 0 11 May 2020
Deep Learning Interfacial Momentum Closures in Coarse-Mesh CFD Two-Phase Flow Simulation Using Validation Data H. Bao Jinyong Feng Truc-Nam Dinh Hongbin Zhang AI4CE 11 23 0 07 May 2020
Recurrent neural networks and Koopman-based frameworks for temporal predictions in a low-order model of turbulence Hamidreza Eivazi L. Guastoni P. Schlatter Hossein Azizpour Ricardo Vinuesa AI4CE 18 7 0 01 May 2020
Controlling Rayleigh-Bénard convection via Reinforcement Learning Gerben Beintema Alessandro Corbetta Luca Biferale F. Toschi AI4CE 27 79 0 31 Mar 2020
Latent Space Subdivision: Stable and Controllable Time Predictions for Fluid Flow S. Wiewel Byungsoo Kim Vinicius Azevedo B. Solenthaler Nils Thuerey AI4CE 22 34 0 12 Mar 2020
Variational inference formulation for a model-free simulation of a dynamical system with unknown parameters by a recurrent neural network K. Yeo D. E. C. Grullon Fan-Keng Sun Duane S. Boning Jayant Kalagnanam BDL 26 3 0 02 Mar 2020
A deep learning framework for solution and discovery in solid mechanics E. Haghighat M. Raissi A. Moure H. Gómez R. Juanes AI4CE PINN 11 56 0 14 Feb 2020
A deep learning approach for the computation of curvature in the level-set method Luis Ángel Larios-Cárdenas Frédéric Gibou 13 14 0 04 Feb 2020
Reservoir computing model of two-dimensional turbulent convection S. Pandey J. Schumacher 22 40 0 28 Jan 2020
DPM: A deep learning PDE augmentation method (with application to large-eddy simulation) Jonathan B Freund J. MacArt Justin A. Sirignano AI4CE 9 132 0 20 Nov 2019
Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal Dynamics Pantelis R. Vlachas Jaideep Pathak Brian R. Hunt T. Sapsis M. Girvan Edward Ott Petros Koumoutsakos AI4TS 19 384 0 09 Oct 2019
Learning the Tangent Space of Dynamical Instabilities from Data Antoine Blanchard T. Sapsis 18 8 0 24 Jul 2019
Output-weighted optimal sampling for Bayesian regression and rare event statistics using few samples T. Sapsis 8 44 0 17 Jul 2019
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
Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics C. Wehmeyer Frank Noé AI4CE BDL 111 356 0 30 Oct 2017
Flow Navigation by Smart Microswimmers via Reinforcement Learning S. Colabrese K. Gustavsson A. Celani Luca Biferale 33 156 0 30 Jan 2017