thw1021's repositories

Classical-aerodynamics

Sets of equations and graphs based on non-CFD techniques

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airfoil-opt-gan

Experiment code associated with our paper: "Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks"

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airfoil_validation

NACA0012 OpenFOAM results are compared to experimental data.

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BasicOpenFOAMProgrammingTutorials

Introduces basic C++ concepts to beginner users of the OpenFOAM open-source CFD libraries.

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CFD-Bayesian-Optimization

Simple Bayesian optimization in MATLAB, with interface to interact with simulations in ANSYS.

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CNN-for-Airfoil

CNN for airfoil lift-to-drag-ratio prediction

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CS-Notes

:books: Computer Science Learning Notes

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Cylinder2DFlowControlDRL

code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning

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Deep-Flow-Prediction

A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning

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deep-fluids

Deep Fluids: A Generative Network for Parameterized Fluid Simulations

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DeepHPMs

Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations

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DeepVIV

Deep Learning of Vortex Induced Vibrations

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foam-extend-foam-extend-4.0

Unofficial mirror of git://git.code.sf.net/p/foam-extend/foam-extend-4.0

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GA-CFD-MO

Genetic algorithms applied in Computer Fluid Dynamics for multiobjective optimization - Senior Thesis in Mechanical Engineering at the University of Vermont

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HAXX

HAXX (Hamilton's Quaternion Algebra for CXX) is a C++ software infrastructure for the development of efficient scalar and tensorial quaternion algorithms.

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HODLR

A fast, accurate direct solver and determinant computation for dense linear systems

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KTH_Simson_changes

Modifications to KTH flow solver Simson

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LSTM_ROM_Arxiv

A Deep Learning based Approach to Reduced Order Modeling for Turbulent Flow Control using LSTM Neural Networks. arXiv:1804.09269

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Nalu

Nalu: a generalized unstructured massively parallel low Mach flow code designed to support a variety of open applications of interest built on the Sierra Toolkit and Trilinos solver Tpetra solver stack. The open source BSD, clause 3 license model has been chosen for the code base. See LICENSE for more information.

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OpenHyperFLOW2D

Parallel (C++/MPI/OpenMP/CUDA) research-educational CFD code for simulation 2D (flat/axisymmetrical) transient viscous compressible multicomponent sub/trans/supersonic reacting gas flow with RANS/URANS turbulence models.

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PINNs

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

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rans-uncertainty

Uncertainty Quantification of RANS Data-Driven Turbulence Modeling

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Riemann-Solvers

Riemann Solvers and Numerical Methods for Fluid Dynamics.

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seminar

Notes for the weekly seminar on deep learning for climate modeling

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Steady-State-Flow-With-Neural-Nets

A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation

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turbinesFoam

Actuator line modeling extension library for OpenFOAM.

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turbulence-modeling-PIML

Data-driven Reynolds stress modeling with physics-informed machine learning

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Wind-Energy-Prediction-using-LSTM

Time Series Analysis using LSTM for Wind Energy Prediction.

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