Generative adversarial networks (GAN) in a reduced-order model (ROM) framework for time series prediction, data assimilation and uncertainty quantification
☆47Nov 29, 2024Updated last year
Alternatives and similar repositories for gan
Users that are interested in gan are comparing it to the libraries listed below
Sorting:
- ☆17Feb 26, 2026Updated last week
- Multivariate Time Series Imputation with Generative Adversarial Networks☆11Jan 8, 2021Updated 5 years ago
- Model-Order Reduction Framework for Nek5000☆16Feb 24, 2026Updated last week
- ☆19Jan 27, 2018Updated 8 years ago
- Python tools for non-intrusive reduced order modeling☆21Jan 31, 2026Updated last month
- This repo contains a PyTorch-based AE-ConvLSTM model for fluid flow prediction. It can forecast 5–10 time steps per forward pass and over…☆27Jun 2, 2025Updated 9 months ago
- Transportation data online prediction☆50Jun 1, 2021Updated 4 years ago
- Reduced Order Model Predictive Control☆28Dec 21, 2021Updated 4 years ago
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network☆72Jan 2, 2026Updated 2 months ago
- ☆135Jul 16, 2024Updated last year
- GCA-ROM is a library which implements graph convolutional autoencoder architecture as a nonlinear model order reduction strategy.☆37Nov 13, 2025Updated 3 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
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- A CSL file for zotero users in IOPEN☆10May 18, 2022Updated 3 years ago
- 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
- 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
- Honours research project on an analytical aeroacoustic model for coaxial rotors in Urban Air Vehicles☆16Jun 25, 2020Updated 5 years ago
- Some time series vectorization methods which could give better representation for classification / clustering or other analysis.☆11Jan 4, 2016Updated 10 years ago
- ☆13Aug 2, 2021Updated 4 years ago
- Predicting 2D Steady State Fluid Flow Fields using Convolutional Neural Networks☆11Oct 3, 2020Updated 5 years ago
- ☆11Jan 20, 2023Updated 3 years ago
- OpenRadioss is a powerful, industry-proven finite element solver for dynamic event analysis☆15Jan 5, 2026Updated 2 months ago
- 2025最新机场节点购买推荐☆17Updated this week
- MSc Research project (6 months). Data Assimilation using Deep Learning (AEs). Imperial College Machine Learning MSc 2018-19☆44Jan 7, 2021Updated 5 years ago
- Quantifying Uncertainty in Local Activation Time Interpolation☆10Aug 10, 2021Updated 4 years ago
- Deep Learning for Reduced Order Modelling☆107Nov 11, 2021Updated 4 years ago
- COT-GAN: Generating Sequential Data via Causal Optimal Transport☆39Jun 29, 2021Updated 4 years ago
- A tool for estimates of storage resource capacity in saline aquifers☆15Dec 13, 2021Updated 4 years ago
- LSTM-VAE for Time Series Anomaly Detection☆10Feb 21, 2021Updated 5 years ago
- A simple Python library for compartment models☆11Aug 23, 2021Updated 4 years ago
- Leaning Proper Orthogonal Decomposition coefficients using Deep Neural Networks.☆10Dec 4, 2019Updated 6 years ago
- Repository to reproduce the experiments in the paper "Deep learning observables in computational fluid dynamics"☆14Dec 16, 2019Updated 6 years ago
- ☆12May 30, 2024Updated last year
- Python画图超级模块:pyecharts 功能大全☆11Oct 12, 2019Updated 6 years ago
- Generative adversarial network (GAN) models for generating synthetic time series data used in integrated energy systems design, analysis,…☆11Jul 2, 2024Updated last year
- ☆10Aug 5, 2020Updated 5 years ago
- Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids.☆11Oct 31, 2021Updated 4 years ago
- Finance Wallet API☆11Jan 10, 2022Updated 4 years ago
- ☆11Mar 31, 2023Updated 2 years ago