xiaoh/turbulence-modeling-PIML

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xiaoh/turbulence-modeling-PIML

xiaoh

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

sediFoam

CFD-DEM Solver with emphasis on sediment transport

DAFI

DAFI: Ensemble based data assimilation and field inversion, repository for internal development

para-database-for-PIML

DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling

constitutive-neural-networks

Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME

Jupyter Notebook

data-driven-rans-modeling

Scatter code on data-driven RANS modeling associated with early papers

hybridFoam

Hybrid LES/RANS Solver for a consistent dual-mesh framework

EllipticRSTM

Implementation of two RSTM with elliptic relaxation models

vector-cloud-closure-model

Code and data for article "Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids"

Bayesian-Inference-and-parameter-estimation

Illustrative examples for book chapter: parameter estimation and UQ

Jupyter Notebook