https://github.com/barbagroup/jcs_paper_pinn
PINN paper that will be submitted to Journal of Computational Science
Science Score: 46.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
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✓DOI references
Found 9 DOI reference(s) in README -
✓Academic publication links
Links to: zenodo.org -
✓Committers with academic emails
2 of 2 committers (100.0%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (8.5%) to scientific vocabulary
Repository
PINN paper that will be submitted to Journal of Computational Science
Basic Info
- Host: GitHub
- Owner: barbagroup
- Language: TeX
- Default Branch: master
- Size: 16.1 MB
Statistics
- Stars: 11
- Watchers: 4
- Forks: 0
- Open Issues: 4
- Releases: 0
Metadata Files
README.md
Predictive Limitations of Physics-Informed Neural Networks in Vortex Shedding
Pi-Yueh Chuang, Lorena A. Barba
Manuscript repository, including all source files for the text and figures.
arXiv preprint: Coming soon
Reproducibility package archives
- Reproducibility Package for Predictive Limitations of Physics-Informed Neural Networks in Vortex Shedding,
(2023) - Reproducibility Package (Raw Data) for Predictive Limitations of Physics-Informed Neural Networks in Vortex Shedding,
(2023)
Software
- "PetIBM: toolbox and applications of the immersed-boundary method on distributed-memory architectures", Pi-Yueh Chuang, Olivier Mesnard, Anush Krishnan, Lorena A. Barba. The Journal of Open Source Software, 3(25):558 (May 2018). doi:10.21105/joss.00558. Code repository: https://github.com/barbagroup/PetIBM (BSD-3 license)
- "NVIDIA Modulus: a Neural Network Framework," https://developer.nvidia.com/modulus (Apache 2.0 license)
- Our PINN solvers using the Modulus toolkit can be found in the
repro-packsubmodule (BSD-3 license)
LICENSE
Not all content in this repository is open source. The Python code for creating the figures is shared under a BSD3 License. Please note that the manuscript text is not openly licensed; we reserve rights to the article content, which will be submitted for publication in a journal. Only fair use applies in this case.
Owner
- Name: Barba group
- Login: barbagroup
- Kind: organization
- Location: Washington, DC
- Website: http://lorenabarba.com
- Repositories: 59
- Profile: https://github.com/barbagroup
GitHub Events
Total
- Watch event: 4
Last Year
- Watch event: 4
Committers
Last synced: 8 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Lorena A. Barba | l****a@g****u | 47 |
| Pi-Yueh Chuang | p****g@g****u | 28 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 8 months ago
All Time
- Total issues: 4
- Total pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Total issue authors: 2
- Total pull request authors: 0
- Average comments per issue: 5.25
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- labarba (2)
- piyueh (1)