Closed-loop Autonomous Materials Exploration and Optimization 1.0
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
3 resources available
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DOI Access for Closed-loop Autonomous Materials Exploration and Optimization 1.0
FILE -
Code and Data Demonstration for CAMEO
APPLICATION/X-ZIP-COMPRESSED -
SHA256 File for Code and Data Demonstration for CAMEO
TEXT/PLAIN
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Complete Metadata
| @type | dcat:Dataset |
|---|---|
| accessLevel | public |
| accrualPeriodicity | irregular |
| bureauCode |
[ "006:55" ] |
| contactPoint |
{ "fn": "Aaron Gilad Kusne", "hasEmail": "mailto:aaron.kusne@nist.gov" } |
| 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. |
| distribution |
[ { "title": "DOI Access for Closed-loop Autonomous Materials Exploration and Optimization 1.0", "accessURL": "https://doi.org/10.18434/mds2-2480" }, { "title": "Code and Data Demonstration for CAMEO", "mediaType": "application/x-zip-compressed", "description": "Code and Data for demonstration of CAMEO 1.0: https://doi.org/10.1038/s41467-020-19597-w", "downloadURL": "https://data.nist.gov/od/ds/mds2-2480/CAMEO_NComm-master.zip" }, { "title": "SHA256 File for Code and Data Demonstration for CAMEO", "mediaType": "text/plain", "downloadURL": "https://data.nist.gov/od/ds/mds2-2480/CAMEO_NComm-master.zip.sha256" } ] |
| identifier | ark:/88434/mds2-2480 |
| issued | 2021-09-30 |
| keyword |
[ "autonomous", "machine learning", "materials optimization", "phase map" ] |
| landingPage | https://data.nist.gov/od/id/mds2-2480 |
| language |
[ "en" ] |
| license | https://www.nist.gov/open/license |
| modified | 2020-08-20 00:00:00 |
| programCode |
[ "006:045" ] |
| publisher |
{ "name": "National Institute of Standards and Technology", "@type": "org:Organization" } |
| references |
[ "https://doi.org/10.1038/s41467-020-19597-w" ] |
| theme |
[ "Information Technology:Data and informatics", "Materials:Materials characterization", "Mathematics and Statistics:Experiment design" ] |
| title | Closed-loop Autonomous Materials Exploration and Optimization 1.0 |
