https://github.com/aufluids/pda2dearsm
Progressively data-augmented RANS models for secondary flow predition
Science Score: 23.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
○CITATION.cff file
-
○codemeta.json file
-
○.zenodo.json file
-
✓DOI references
Found 8 DOI reference(s) in README -
✓Academic publication links
Links to: arxiv.org -
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (14.4%) to scientific vocabulary
Keywords
Repository
Progressively data-augmented RANS models for secondary flow predition
Basic Info
- Host: GitHub
- Owner: AUfluids
- Language: C++
- Default Branch: main
- Homepage: https://doi.org/10.1016/j.ijheatfluidflow.2023.109242
- Size: 3.29 MB
Statistics
- Stars: 1
- Watchers: 0
- Forks: 0
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
PDA2DEARSM
Progressively data-augmented explicit algebraic Reynolds stress model (PDA-EARSM) enhanced for the prediction of secondary flows based on RANS $k-\omega$ SST turbulence model. Developed by Fluid Mechanics & Turbulence research group at Aarhus University.
PDA2DEARSM - Implementation of the PDA2DEARSM RANS model as proposed by Rincón and Amarloo (2023) for OpenFOAM.
License
This program is free software: you can redistribute and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.
Description
Implementation of the progressively data-augmented explicit algebraic Reynolds stress model (PDAEARSM) enhanced for the prediction of secondary flows based on standard RANS $k-\omega$ SST. The model has been developed for 2D flows but its applicability has been tested on 3D flows, yielding similar results. Three coefficients can be modified by the user to change the model's performance. Standard optimised values are given by default in the model.
Target platform
The code is known to work with OpenFOAM v2312 and previous ESI versions.
Authors
Mario Javier Rincón mjrp@mpe.au.dk Ali Amarloo amarloo@mpe.au.dk
Instructions
Download the source code using git:
git clone https://github.com/AUfluids/PDA2DEARSM.gitEnter the directory where the source code has been extracted, and compile it by typing:
wmakeAdd the following line to the controlDict of your case:
libs ( "libPDA2DEARSMIncompressibleTurbulenceModels" ) ;Specify
RASModel kOmegaSSTPDA2DEARSM;
in turbulentProperties.
Add the subdictionary
PDA2DEARSM 2; // 0: off | 1: ModelI | 2: ModelII
to turbulentProperties.
NOTE: You might have to define the bijDelta term in system/fvSchemes file, here you have an example:
divSchemes
{
div(dev(((2*k)*bijDelta))) Gauss linear;
}
Test results
For more details, refer to the publication at: Progressive augmentation of Reynolds stress tensor models for secondary flow prediction by computational fluid dynamics driven surrogate optimisation or arXiv
Qualitative results for a duct flow of aspect ratio 1 at bulk Reynolds number 3500 for Model II:
Quantitative results:

How to cite
Please, cite this library using the following DOI: https://doi.org/10.1016/j.ijheatfluidflow.2023.109242
Rincón and Amarloo (2023)
@article{rincon2023progressive,
title = {Progressive augmentation of Reynolds stress tensor models for secondary flow prediction by computational fluid dynamics driven surrogate optimisation},
journal = {International Journal of Heat and Fluid Flow},
volume = {104},
pages = {109242},
year = {2023},
issn = {0142-727X},
doi = {https://doi.org/10.1016/j.ijheatfluidflow.2023.109242},
author = {Mario Javier Rincón and Ali Amarloo and Martino Reclari and Xiang I.A. Yang and Mahdi Abkar},
keywords = {Turbulence modelling, RANS, Progressive augmentation, Surrogate modelling, Kriging, Secondary flows}
}
For release-specific DOIs, click on the badge and find the DOI corresponding to the desired version in the version list.
Disclaimer
This offering is not approved or endorsed by OpenCFD Limited, the producer of the OpenFOAM software and owner of the OPENFOAM® and OpenCFD® trade marks.
Detailed information on the OpenFOAM trademark can be found at
http://www.openfoam.com/legal/trademark-policy.php http://www.openfoam.com/legal/trademark-guidelines.php For further information on OpenCFD and OpenFOAM, please refer to
http://www.openfoam.com
Owner
- Name: AUfluids
- Login: AUfluids
- Kind: organization
- Location: Katrinebjergvej 89 G-F 8200 Aarhus N
- Repositories: 1
- Profile: https://github.com/AUfluids