PINN for obtaining WSS from sparse data
☆73Feb 21, 2024Updated 2 years ago
Alternatives and similar repositories for PINN-wss
Users that are interested in PINN-wss are comparing it to the libraries listed below
Sorting:
- ☆46May 18, 2022Updated 3 years ago
- All the code available to reproduce the paper "Deep Learning Surrogate of Computational Fluid Dynamics for Thrombus Formation Risk in the…☆13Nov 7, 2019Updated 6 years ago
- Physics-informed neural networks for myocardial perfusion MRI quantification.☆14Nov 26, 2020Updated 5 years ago
- Blood Flow Modeling with Physics-Informed Neural Networks☆19Jan 10, 2023Updated 3 years ago
- Super-resolution and denoising of fluid flow using physics-informed convolutional neural networks without high-resolution labels -- param…☆23Aug 2, 2021Updated 4 years ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆85Aug 13, 2021Updated 4 years ago
- The lid-driven cavity is a popular problem within the field of computational fluid dynamics (CFD) for validating computational methods. I…☆16Dec 14, 2021Updated 4 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆93Apr 4, 2024Updated last year
- ☆21Apr 21, 2023Updated 2 years ago
- This repository is a beginner-friendly introduction to Computational Fluid Dynamics (CFD) for those interested in developing their own CF…☆18Jun 28, 2023Updated 2 years ago
- XPINN code written in TensorFlow 2☆28Feb 1, 2023Updated 3 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆29Apr 14, 2023Updated 2 years ago
- ☆244Oct 14, 2021Updated 4 years ago
- Theory-guided physics-informed neural networks for boundary layer problems with singular perturbation☆21Nov 8, 2022Updated 3 years ago
- ☆26Oct 15, 2020Updated 5 years ago
- [NeurIPS 2023 Spotlight] Separable Physics-Informed Neural Networks☆89Oct 25, 2023Updated 2 years ago
- Neural network based solvers for partial differential equations and inverse problems . Implementation of physics-informed neural networks…☆19May 11, 2022Updated 3 years ago
- Hidden Fluid Mechanics in PyTorch☆21Nov 6, 2023Updated 2 years ago
- Openfoam library for physiological flow. Solvers and boundary conditions.☆21Aug 9, 2017Updated 8 years ago
- Hidden Fluid Mechanics☆356Jan 30, 2023Updated 3 years ago
- ☆63Mar 22, 2023Updated 2 years ago
- A collection of tools for pre-processing, simulating, and post-processing vascular fluid-structure-interaction problems☆15Dec 15, 2025Updated 2 months ago
- A comprehensive gear eccentricity dataset with multiple fault severity levels: Description, characteristics analysis, and fault diagnosis…☆12Feb 6, 2026Updated last month
- Development of a numerical model to characterize the coupled energy and mass transfer occur during the process of drying a freshly sliced…☆12Sep 29, 2019Updated 6 years ago
- A sequential combination of LSTM and MLP for the prediction of cutterhead torque for TBM.☆13Mar 30, 2021Updated 4 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆24Nov 29, 2022Updated 3 years ago
- Haemodynamics simulation framework based on OpenFOAM. Includes particle migration model and advanced haemorheology models, as well as win…☆25Jan 6, 2024Updated 2 years ago
- ☆12Feb 14, 2022Updated 4 years ago
- Pyvisco is a Python library that supports the identification of Prony series parameters for Generalized Maxwell models describing linear …☆19Mar 2, 2026Updated last week
- Programming with OpenFOAM is explained with a follow-along approach.☆11Oct 14, 2021Updated 4 years ago
- Fast domain-aware neural network emulation of a planetary boundary layer parameterization in a numerical weather forecast model☆11Mar 26, 2019Updated 6 years ago
- Thinner version of pipe or cylinder geometry with snappyHexMesh☆12Dec 13, 2021Updated 4 years ago
- Course slides☆12Jan 14, 2025Updated last year
- Physics-informed neural networks for two-phase flow problems☆75Oct 2, 2025Updated 5 months ago
- ☆207Feb 16, 2024Updated 2 years ago
- physics-informed neural network for elastodynamics problem☆157Jan 20, 2022Updated 4 years ago
- POD-PINN code and manuscript☆58Nov 10, 2024Updated last year
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆10Jan 15, 2026Updated last month
- Hybrid finite-volume solver based on the lattice-Boltzmann & discrete-velocity methods for the Couette problem☆11Oct 3, 2019Updated 6 years ago