quest-lab-iisc / PINN_WakeTurbulenceModel
β16Updated 6 months ago
Alternatives and similar repositories for PINN_WakeTurbulenceModel:
Users that are interested in PINN_WakeTurbulenceModel are comparing it to the libraries listed below
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNsβ31Updated last year
- Physics-informed neural networks for highly compressible flows π§ πβ26Updated last year
- β37Updated 2 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 Fβ¦β30Updated 4 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decomβ¦β30Updated last year
- I am doing a surrogate optimization of a transonic airfoil. I am using an artificial neural network as my surrogate model to approximate β¦β8Updated 4 years ago
- SIMPLE Algorithm for Driven Cavity problem on collocated grid using Python.β22Updated 4 years ago
- Data preprocess method on Physics-informed neural networksβ15Updated 2 months ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodiesβ¦β15Updated 3 years ago
- Theory-guided physics-informed neural networks for boundary layer problems with singular perturbationβ17Updated 2 years ago
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"β29Updated last year
- code for active flow control of flow around cynder using Deep Reinforcement Learningβ46Updated 3 years ago
- Machine Learning enhanced CFD solver for incompressible isothermal fluid flowβ12Updated last week
- Prediction of the velocity flow fields at a given distance from wall, starting from wall-measured quantities in wall-bounded turbulenceβ20Updated 3 years ago
- β24Updated 3 months ago
- Multi-fidelity reduced-order surrogate modelingβ21Updated 4 months ago
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformationβ27Updated last year
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based β¦β15Updated last year
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order β¦β35Updated 9 years ago
- In this repository, you will find the different python scripts to train the available models on the AirfRANS dataset proposed at the Neurβ¦β50Updated 3 months ago
- Reduced-Order Modeling of Fluid Flows with Transformersβ24Updated last year
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Networkβ65Updated last year
- Soving heat transfer problems using PINN with tf2.0β19Updated 3 years ago
- This repository contains code for data-driven LES of two-dimensional turbulence.β11Updated 3 years ago
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equationβ7Updated 2 months ago
- A convolutional neural network for drag prediction in laminar flowsβ14Updated 4 years ago
- Immersed boundary - Fluid Structure Interaction solver with heat transferβ11Updated 7 months ago
- CFD codes written based on examples in various books like Patnakar, Versteeg etcβ50Updated 4 years ago
- OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoilβ26Updated last year
- Generative Adversarial Networks are used to super resolve turbulent flow fields from low resolution (RANS/LES) fields to high resolution β¦β23Updated 4 years ago