This repository contains the code for AI-driven microstructure optimization framework for elastic properties of titanium beyond cubic crystal systems. The code provides the following functions:
- An end to end microstructure optimization framework to generate multiple polycrystalline microstructures.
The basic requirement for using the files is a Python 3.8.19 environment.
Here is a brief description of the file and folder content:
- Simulator: folder where example data generated using proposed end2end framework.
- end2end_v2.py: code for the proposed end2end framework which can generated microstructures (represented by ODF vectors).
To generate the dataset, run end2end_v2.py file.
The code was developed by Yuwei Mao from the CUCIS group at the Electrical and Computer Engineering Department at Northwestern University.
The research code shared in this repository is shared without any support or guarantee on its quality. However, please do raise an issue if you find anything wrong and I will try my best to address it.
email: [email protected]
Copyright (C) 2023, Northwestern University.
See COPYRIGHT notice in top-level directory.
This work was supported primarily by National Science Foundation (NSF) CMMI awards 2053929/2053840. Partial support from NIST award 70NANB19H005 and DOE awards DE-SC0019358, DE-SC0021399 is also acknowledged.