Machine Learning for Fluid Mechanics

27 May 2019

Steven Brunton

Papers citing "Machine Learning for Fluid Mechanics"

50 / 118 papers shown

Title
Predicting the temporal dynamics of turbulent channels through deep learning Giuseppe Borrelli L. Guastoni Hamidreza Eivazi P. Schlatter Ricardo Vinuesa AI4TS 24 17 0 02 Mar 2022
Comparative analysis of machine learning methods for active flow control F. Pino Lorenzo Schena Jean Rabault M. A. Mendez 28 43 0 23 Feb 2022
Reconstruction of observed mechanical motions with Artificial Intelligence tools Antal Jakovác M. T. Kurbucz Péter Pósfay 17 8 0 23 Feb 2022
Rotationally Equivariant Super-Resolution of Velocity Fields in Two-Dimensional Fluids Using Convolutional Neural Networks Y. Yasuda R. Onishi 25 6 0 22 Feb 2022
An AI-based Domain-Decomposition Non-Intrusive Reduced-Order Model for Extended Domains applied to Multiphase Flow in Pipes Claire E. Heaney Zef Wolffs Jón Atli Tómasson L. Kahouadji P. Salinas A. Nicolle Omar K. Matar Ionel M. Navon N. Srinil Christopher C. Pain AI4CE 29 21 0 13 Feb 2022
A Machine Learning-based Characterization Framework for Parametric Representation of Nonlinear Sloshing Xihaier Luo A. Kareem Liting Yu Shinjae Yoo 17 0 0 25 Jan 2022
Image features of a splashing drop on a solid surface extracted using a feedforward neural network Jingzu Yee A. Yamanaka Yoshiyuki Tagawa(田川義之) 19 14 0 24 Jan 2022
Discovering Governing Equations from Partial Measurements with Deep Delay Autoencoders Joseph Bakarji Kathleen P. Champion J. Nathan Kutz Steven L. Brunton 40 82 0 13 Jan 2022
Predictions of Reynolds and Nusselt numbers in turbulent convection using machine-learning models Shashwat Bhattacharya M. Verma Arnab Bhattacharya AI4CE 9 12 0 10 Jan 2022
Classifying Turbulent Environments via Machine Learning M. Buzzicotti F. Bonaccorso 31 0 0 03 Jan 2022
Uniform-in-Phase-Space Data Selection with Iterative Normalizing Flows M. Hassanaly Bruce A. Perry M. Mueller S. Yellapantula 40 5 0 28 Dec 2021
Solving time dependent Fokker-Planck equations via temporal normalizing flow Xiaodong Feng Li Zeng Tao Zhou AI4CE 36 25 0 28 Dec 2021
Output-weighted and relative entropy loss functions for deep learning precursors of extreme events S. Rudy T. Sapsis 27 16 0 01 Dec 2021
Adversarial sampling of unknown and high-dimensional conditional distributions M. Hassanaly Andrew Glaws Karen Stengel Ryan N. King GAN 27 21 0 08 Nov 2021
Data-Centric Engineering: integrating simulation, machine learning and statistics. Challenges and Opportunities Indranil Pan L. Mason Omar K. Matar AI4CE 44 45 0 07 Nov 2021
Physics-Informed Neural Operator for Learning Partial Differential Equations Zong-Yi Li Hongkai Zheng Nikola B. Kovachki David Jin Haoxuan Chen Burigede Liu Kamyar Azizzadenesheli Anima Anandkumar AI4CE 62 386 0 06 Nov 2021
Model-assisted deep learning of rare extreme events from partial observations Anna Asch Ethan Brady Hugo Gallardo John Hood Bryan Chu M. Farazmand 26 13 0 04 Nov 2021
Constructing Neural Network-Based Models for Simulating Dynamical Systems Christian Møldrup Legaard Thomas Schranz G. Schweiger Ján Drgovna Basak Falay C. Gomes Alexandros Iosifidis M. Abkar P. Larsen PINN AI4CE 33 93 0 02 Nov 2021
Exploratory Lagrangian-Based Particle Tracing Using Deep Learning Mengjiao Han Sudhanshu Sane Chris R. Johnson 19 18 0 15 Oct 2021
A study of first-passage time minimization via Q-learning in heated gridworlds M. A. Larchenko Pavel Osinenko Grigory Yaremenko V. V. Palyulin 26 4 0 05 Oct 2021
Physics and Equality Constrained Artificial Neural Networks: Application to Forward and Inverse Problems with Multi-fidelity Data Fusion S. Basir Inanc Senocak PINN AI4CE 34 68 0 30 Sep 2021
Using neural networks to solve the 2D Poisson equation for electric field computation in plasma fluid simulations Li Cheng Ekhi Ajuria Illarramendi Guillaume Bogopolsky M. Bauerheim B. Cuenot 45 19 0 27 Sep 2021
Performance and accuracy assessments of an incompressible fluid solver coupled with a deep Convolutional Neural Network Ekhi Ajuria Illarramendi M. Bauerheim B. Cuenot 33 19 0 20 Sep 2021
Towards extraction of orthogonal and parsimonious non-linear modes from turbulent flows Hamidreza Eivazi S. L. C. Martínez S. Hoyas Ricardo Vinuesa 33 92 0 03 Sep 2021
Characterizing possible failure modes in physics-informed neural networks Aditi S. Krishnapriyan A. Gholami Shandian Zhe Robert M. Kirby Michael W. Mahoney PINN AI4CE 51 615 0 02 Sep 2021
Simulating progressive intramural damage leading to aortic dissection using an operator-regression neural network Minglang Yin Ehsan Ban B. Rego Enrui Zhang C. Cavinato J. Humphrey George Karniadakis AI4CE 34 52 0 25 Aug 2021
Deep learning for surrogate modelling of 2D mantle convection Siddhant Agarwal Nicola Tosi Pan Kessel D. Breuer G. Montavon AI4TS AI4CE 28 7 0 23 Aug 2021
Feature Engineering with Regularity Structures I. Chevyrev A. Gerasimovičs H. Weber 32 10 0 12 Aug 2021
Deep Learning Enhanced Dynamic Mode Decomposition D. J. Alford-Lago C. Curtis Alexander T. Ihler Opal Issan 32 34 0 10 Aug 2021
Learning the structure of wind: A data-driven nonlocal turbulence model for the atmospheric boundary layer B. Keith U. Khristenko B. Wohlmuth 25 7 0 23 Jul 2021
Physics-Guided Deep Learning for Dynamical Systems: A Survey Rui Wang Rose Yu AI4CE PINN 46 65 0 02 Jul 2021
PhyCRNet: Physics-informed Convolutional-Recurrent Network for Solving Spatiotemporal PDEs Pu Ren Chengping Rao Yang Liu Jianxun Wang Hao Sun DiffM AI4CE 41 193 0 26 Jun 2021
Lettuce: PyTorch-based Lattice Boltzmann Framework M. Bedrunka D. Wilde Martin L. Kliemank D. Reith H. Foysi Andreas Krämer AI4CE 26 13 0 24 Jun 2021
Neural ODE to model and prognose thermoacoustic instability Jayesh M. Dhadphale Vishnu R Unni A. Saha R. Sujith 20 13 0 24 Jun 2021
Symplectic Learning for Hamiltonian Neural Networks M. David Florian Méhats 24 36 0 22 Jun 2021
Real-time simulation of parameter-dependent fluid flows through deep learning-based reduced order models S. Fresca Andrea Manzoni AI4CE 21 36 0 10 Jun 2021
Adaptive Latent Space Tuning for Non-Stationary Distributions A. Scheinker F. Cropp S. Paiagua D. Filippetto OOD 23 3 0 08 May 2021
Dynamic Mode Decomposition in Adaptive Mesh Refinement and Coarsening Simulations Gabriel F. Barros Malú Grave Alex Viguerie A. Reali A. Coutinho AI4CE 22 14 0 28 Apr 2021
Applications of physics-informed scientific machine learning in subsurface science: A survey A. Sun H. Yoon C. Shih Zhi Zhong AI4CE 29 10 0 10 Apr 2021
Hybrid analysis and modeling, eclecticism, and multifidelity computing toward digital twin revolution Omer San Adil Rasheed T. Kvamsdal 48 50 0 26 Mar 2021
Machine Learning-Based Optimal Mesh Generation in Computational Fluid Dynamics Keefe Huang M. Krügener Alistair Brown F. Menhorn H. Bungartz D. Hartmann AI4CE 28 26 0 25 Feb 2021
Modern Koopman Theory for Dynamical Systems Steven L. Brunton M. Budišić E. Kaiser J. Nathan Kutz AI4CE 46 400 0 24 Feb 2021
Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics A. Racca Luca Magri OOD AAML 16 60 0 09 Feb 2021
A Perspective on Machine Learning Methods in Turbulence Modelling Andrea Beck Marius Kurz AI4CE 47 101 0 23 Oct 2020
Physics-Informed Neural Networks for Nonhomogeneous Material Identification in Elasticity Imaging Enrui Zhang Minglang Yin George Karniadakis 12 64 0 02 Sep 2020
An autoencoder-based reduced-order model for eigenvalue problems with application to neutron diffusion Toby R. F. Phillips Claire E. Heaney Paul N. Smith Christopher C. Pain 34 57 0 15 Aug 2020
Numerical simulation, clustering and prediction of multi-component polymer precipitation Pavan K Inguva L. Mason Indranil Pan M. Hengardi Omar K. Matar 13 4 0 10 Jul 2020
Convolutional-network models to predict wall-bounded turbulence from wall quantities L. Guastoni A. Güemes A. Ianiro S. Discetti P. Schlatter Hossein Azizpour R. Vinuesa 28 167 0 22 Jun 2020
Reconstruction of turbulent data with deep generative models for semantic inpainting from TURB-Rot database M. Buzzicotti F. Bonaccorso P. C. D. Leoni Luca Biferale AI4CE 28 51 0 16 Jun 2020
Machine learning and control engineering: The model-free case M. Fliess Cédric Join 23 13 0 10 Jun 2020