kejiejiang / VarNet

Variational Neural Networks for the Solution of Partial Differential Equations

Home Page:http://people.duke.edu/~rk157/

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VarNet Library

Variational Neural Networks for the Solution of Partial Differential Equations

Authors: Reza Khodayi-mehr and Michael M Zavlanos
reza.khodayi.mehr(at)duke.edu
http://people.duke.edu/~rk157/
Department of Mechanical Engineering and Materials Science, Duke University, Durham, NC 27708, USA.

Copyright (c) 2019 Reza Khodayi-mehr - licensed under the MIT License
For a full copyright statement see the accompanying LICENSE.md file.

For theoretical derivations as well as numerical experiment results, see:
Reza Khodayi-mehr and Michael M Zavlanos. VarNet: Variational neural networks for the solution of partial differential equations, 2019. [Online]. Available: https://arxiv.org/pdf/1912.07443.pdf

To examine the functionalities of the VarNet library, see the acompanying Operater files.

The code is fully functional with the following module versions:
- python: 3.6.7
- tensorflow: 1.10.0
- numpy: 1.16.4
- scipy: 1.2.1
- matplotlib: 3.0.3

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Variational Neural Networks for the Solution of Partial Differential Equations

http://people.duke.edu/~rk157/

License:MIT License


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