Inverse design of inflatable membranes via machine learning. This package is still under developement. More features will be added soon.
See our published paper:
This project's directory structure is as follows:
models/
: Jupyter Notebook contains NN to perform inverse design (written in TensorFlow)data_handling/
: Jupyter Notebooks to handle user specified test data and to evaluate its accuracy
git clone https://github.com/phanakata/NN-inverse-design-inflatable-membranes
Paul Hanakata
Antonio Forte and Emilia Zari
If you use this package/code/dataset, build on or find our research is useful for your work please cite
@article{InverseDesignInflatableMembranes2022,
title={Inverse Design of Inflatable Soft Membranes Through Machine Learning},
author={Forte, Antonio Elia and Hanakata, Paul Z and Jin, Lishuai and Zari, Emilia and Zareei, Ahmad and Fernandes, Matheus C and Sumner, Laura and Alvarez, Jonathan and Bertoldi, Katia},
journal={Advanced Functional Materials},
volume={32},
number={16},
pages={2111610},
year={2022},
publisher={Wiley Online Library}
}