https://github.com/deng-mit/stiffneuralode
Stiff Neural Ordinary Differential Equations
https://github.com/deng-mit/stiffneuralode
Last synced: 5 months ago
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Stiff Neural Ordinary Differential Equations
- Host: GitHub
- URL: https://github.com/deng-mit/stiffneuralode
- Owner: DENG-MIT
- License: mit
- Created: 2021-01-26T20:43:34.000Z (over 5 years ago)
- Default Branch: main
- Last Pushed: 2023-06-07T20:08:19.000Z (about 3 years ago)
- Last Synced: 2025-01-22T08:43:15.879Z (over 1 year ago)
- Language: Julia
- Size: 3.44 MB
- Stars: 32
- Watchers: 7
- Forks: 7
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Introduction
This repository contains the source codes of the demonstration examples with Robertson and Pollution models in [this paper](https://doi.org/10.1063/5.0060697).
# Update logs
- July 25, 2021: First commit
- June 6, 2023: The source code has been updated for compatibility with the updated dependencies such as DiffEqFlux.jl and DiffEqSensitivity.jl.
# Versions of Julia and Dependencies
The source codes were tested with the following environments.
- julia_version = "1.8.4"
- Packages: please check out Project.toml and Manifest.toml.
# Citation
If you use the code in your research or if you find our paper useful, please cite [this paper](https://doi.org/10.1063/5.0060697):
```
@Article{kim2021stiff,
author = {Kim, Suyong and Ji, Weiqi and Deng, Sili and Ma, Yingbo and Rackauckas, Christopher},
title = "{Stiff neural ordinary differential equations}",
journal = {Chaos: An Interdisciplinary Journal of Nonlinear Science},
volume = {31},
number = {9},
year = {2021},
month = {09},
issn = {1054-1500},
doi = {10.1063/5.0060697},
}
```
# Contact
If you have any questions or if the code does not work due to deprecated functions in the dependencies, please contact one of the authors.
Suyong Kim: suyong@mit.edu
Dr. Weiqi Ji: weiqiji@mit.edu
Dr. Sili Deng: silideng@mit.edu