Deep learning framework for model reduction of dynamical systems
☆21Dec 31, 2020Updated 5 years ago
Alternatives and similar repositories for nmor
Users that are interested in nmor are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.☆16Sep 7, 2023Updated 2 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆39Sep 7, 2023Updated 2 years ago
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆21Jan 6, 2021Updated 5 years ago
- Source code for deep learning-based reduced order models for nonlinear time-dependent parametrized PDEs. Available on doi.org/10.1007/s10…☆28Sep 7, 2023Updated 2 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- POD-PINN code and manuscript☆58Nov 10, 2024Updated last year
- This repository contains the simple source codes of "Convolutional neural network and long short-term memory based reduced order surrogat…☆15Feb 27, 2021Updated 5 years ago
- A Deep Learning based Approach to Reduced Order Modeling for Turbulent Flow Control using LSTM Neural Networks. arXiv:1804.09269☆45May 2, 2018Updated 8 years ago
- Standardized Non-Intrusive Reduced Order Modeling☆13Nov 30, 2022Updated 3 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆20Sep 14, 2022Updated 3 years ago
- Spanwise-averaged Navier–Stokes modelling through convolutional neural network☆14May 17, 2024Updated last year
- ☆13May 30, 2021Updated 4 years ago
- Super-resolution and denoising of fluid flow using physics-informed convolutional neural networks without high-resolution labels -- param…☆25Aug 2, 2021Updated 4 years ago
- Non-intrusive reduced order models using proper orthogonal decomposition (POD) and radial basis function (RBF) interpolation for shallow …☆23Apr 29, 2021Updated 5 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems☆65Feb 20, 2020Updated 6 years ago
- Dimension reduced surrogate construction for parametric PDE maps☆39Aug 26, 2025Updated 8 months ago
- Python tools for non-intrusive reduced order modeling☆21Jan 31, 2026Updated 3 months ago
- This folder contains a sample code for the use of convolutional neural network for fluid force prediction of bluff body flows.☆37Mar 20, 2019Updated 7 years ago
- Pressure from PIV☆15Nov 15, 2021Updated 4 years ago
- Bayesian optimization based on Gaussian processes☆12Dec 2, 2022Updated 3 years ago
- ☆21Dec 8, 2022Updated 3 years ago
- ☆14Apr 24, 2026Updated last week
- Leaning Proper Orthogonal Decomposition coefficients using Deep Neural Networks.☆10Dec 4, 2019Updated 6 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning☆18Jan 9, 2024Updated 2 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆31Jan 21, 2021Updated 5 years ago
- GCA-ROM is a library which implements graph convolutional autoencoder architecture as a nonlinear model order reduction strategy.☆37Nov 13, 2025Updated 5 months ago
- a multiresolution convolutional autoencoder architecture☆24Mar 17, 2021Updated 5 years ago
- ☆14May 5, 2019Updated 7 years ago
- ☆19Dec 2, 2020Updated 5 years ago
- Example case for OpenFOAM overset meshing with dynamic meshes. This case has two contra rotating 60mm propellers that are inline with one…☆10May 3, 2021Updated 5 years ago
- SOFA Plugin to Reduce Model☆37Jan 7, 2026Updated 3 months ago
- Control of 2D Rayleigh Benard Convection using Deep Reinforcement Learning with Tensorforce and Shenfun.☆22Jul 5, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Mathematical interdisciplinary toolbox for helping engineers, researchers and scientist☆20Mar 6, 2025Updated last year
- Deep Learning for Reduced Order Modelling☆111Nov 11, 2021Updated 4 years ago
- Benchmarking of diffusion models for global field reconstruction from sparse observations☆34Mar 22, 2026Updated last month
- Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusi…☆87Nov 4, 2024Updated last year
- Python codes for Locally Adaptive Activation Function (LAAF) used in deep neural networks. Please cite this work as "A D Jagtap, K Kawa…☆44Feb 1, 2023Updated 3 years ago
- SIMPLE Solver For CFD Flows☆10Aug 15, 2016Updated 9 years ago
- Uncertainty Quantification in the POD-NN framework☆24Sep 10, 2020Updated 5 years ago