Closed-loop Autonomous Materials Exploration and Optimization 1.0
Description
Code and demonstration data for the paper, "On-the-fly closed-loop materials discovery via Bayesian active learning," Kusne, A.G., Yu, H., Wu, C. et al. Nat Commun 11, 5966 (2020). https://doi.org/10.1038/s41467-020 19597-w Code: Closed-loop autonomous materials exploration and optimization. This code is used to control an autonomous materials exploration and optimization platform. It guides subsequent experiments to learn about a material's phase map and target functional properties in a unified framework. Data: CAMEO code is demonstrated on Fe-Ga-Pd composition spread X-ray diffraction data.
Resources
| Name |
Format |
Description |
Link |
|
0 |
|
https://doi.org/10.18434/mds2-2480 |
|
47 |
|
https://data.nist.gov/od/ds/mds2-2480/CAMEO_NComm-master.zip.sha256 |
|
57 |
Code and Data for demonstration of CAMEO 1.0: https://doi.org/10.1038/s41467-020-19597-w |
https://data.nist.gov/od/ds/mds2-2480/CAMEO_NComm-master.zip |
Tags
- materials-optimization
- phase-map
- autonomous
- machine-learning