Leaning Proper Orthogonal Decomposition coefficients using Deep Neural Networks.
☆10Dec 4, 2019Updated 6 years ago
Alternatives and similar repositories for POD-NN
Users that are interested in POD-NN are comparing it to the libraries listed below
Sorting:
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆39Jul 4, 2015Updated 10 years ago
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- POD-PINN code and manuscript☆58Nov 10, 2024Updated last year
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆37Sep 7, 2023Updated 2 years ago
- Code for "Robust flow field reconstruction from limited measurements vis sparse representation" (J. Callaham, K. Maeda, and S. Brunton 20…☆14Oct 23, 2018Updated 7 years ago
- Pythonic spectral proper orthogonal decomposition☆48Jun 30, 2022Updated 3 years ago
- Deep learning framework for model reduction of dynamical systems☆21Dec 31, 2020Updated 5 years ago
- Application of Deep Learning to Computational Fluid Dynamics☆21Apr 26, 2019Updated 6 years ago
- Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data☆50Jul 23, 2020Updated 5 years ago
- Reduced Order Model Predictive Control☆28Dec 21, 2021Updated 4 years ago
- A DNS and LES box code☆28Feb 22, 2026Updated last week
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network☆72Jan 2, 2026Updated 2 months ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆31Jan 21, 2021Updated 5 years ago
- 2D & 3D Matlab codes for the Immersed Boundary Method☆39May 1, 2019Updated 6 years ago
- POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for F…☆34Oct 20, 2020Updated 5 years ago
- A higher-order potential flow code.☆12Apr 8, 2025Updated 10 months ago
- Complex helicopter model based on the General Helicopter (GenHel) flight dynamics simulation model. This model is representative of a uti…☆13Jan 3, 2022Updated 4 years ago
- PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain☆92Jan 24, 2021Updated 5 years ago
- Predicting 2D Steady State Fluid Flow Fields using Convolutional Neural Networks☆11Oct 3, 2020Updated 5 years ago
- MSc Research project (6 months). Data Assimilation using Deep Learning (AEs). Imperial College Machine Learning MSc 2018-19☆44Jan 7, 2021Updated 5 years ago
- Console to simulate airflow around an airfoil based on RANS approach☆10Updated this week
- Multivariate Random Processes with Python☆15Sep 5, 2025Updated 6 months ago
- ☆12Jan 6, 2023Updated 3 years ago
- Finite time Lyapunov exponent (FTLE) from analytical velocity field☆11Jun 29, 2020Updated 5 years ago
- Bayesian optimization based on Gaussian processes☆12Dec 2, 2022Updated 3 years ago
- ☆11Mar 31, 2024Updated last year
- ☆11Jan 20, 2023Updated 3 years ago
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆43Sep 18, 2022Updated 3 years ago
- ☆15Sep 27, 2024Updated last year
- Honours research project on an analytical aeroacoustic model for coaxial rotors in Urban Air Vehicles☆16Jun 25, 2020Updated 5 years ago
- The community fork of NOAA-EMC/GSI. Its master branch syncs with NOAA-EMC/GSI automatically. Its default branch is "DTC", which is more w…☆10Nov 29, 2021Updated 4 years ago
- ☆41Sep 11, 2023Updated 2 years ago
- Scientific Machine Learning Tutorials☆40Nov 20, 2021Updated 4 years ago
- Multi-fidelity Generative Deep Learning Turbulent Flows☆37Jan 13, 2021Updated 5 years ago
- Tutorial on proper orthogonal decomposition (POD) based reduced order modeling (ROM) for the heat equation with FEniCS.☆10Mar 30, 2022Updated 3 years ago
- Matplotlib style sheets allow to stylize plots easily.☆13Jun 10, 2024Updated last year
- CONES: This git repository aims to couple the CFD software OpenFOAM with any other kind of open-source codes. It is currently employed to…☆16Oct 30, 2024Updated last year
- Repository to reproduce the experiments in the paper "Deep learning observables in computational fluid dynamics"☆14Dec 16, 2019Updated 6 years ago
- Modeling and Simulation in Python and MATLAB/Octave☆12Jun 25, 2021Updated 4 years ago