U.S. flag

An official website of the United States government

Dot gov

Official websites use .gov
A .gov website belongs to an official government organization in the United States.

Https

Secure .gov websites use HTTPS
A lock () or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.

Breadcrumb

  1. Home

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.

About this Dataset

Updated: 2024-02-22
Metadata Last Updated: 2020-08-20 00:00:00
Date Created: N/A
Views:
Data Provided by:
autonomous
Dataset Owner: N/A

Access this data

Contact dataset owner Landing Page URL
Download URL
Table representation of structured data
Title 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.
Modified 2020-08-20 00:00:00
Publisher Name National Institute of Standards and Technology
Contact mailto:[email protected]
Keywords autonomous , machine learning , phase map , materials optimization
{
    "identifier": "ark:\/88434\/mds2-2480",
    "accessLevel": "public",
    "references": [
        "https:\/\/doi.org\/10.1038\/s41467-020-19597-w"
    ],
    "contactPoint": {
        "hasEmail": "mailto:[email protected]",
        "fn": "Aaron Gilad Kusne"
    },
    "programCode": [
        "006:045"
    ],
    "@type": "dcat:Dataset",
    "landingPage": "https:\/\/data.nist.gov\/od\/id\/mds2-2480",
    "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.",
    "language": [
        "en"
    ],
    "title": "Closed-loop Autonomous Materials Exploration and Optimization 1.0",
    "distribution": [
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/mds2-2480\/CAMEO_NComm-master.zip.sha256",
            "mediaType": "text\/plain",
            "title": "SHA256 File for Code and Data Demonstration for CAMEO"
        },
        {
            "downloadURL": "https:\/\/data.nist.gov\/od\/ds\/mds2-2480\/CAMEO_NComm-master.zip",
            "description": "Code and Data for demonstration of CAMEO 1.0: https:\/\/doi.org\/10.1038\/s41467-020-19597-w",
            "mediaType": "application\/x-zip-compressed",
            "title": "Code and Data Demonstration for CAMEO"
        },
        {
            "accessURL": "https:\/\/doi.org\/10.18434\/mds2-2480",
            "title": "DOI Access for Closed-loop Autonomous Materials Exploration and Optimization 1.0"
        }
    ],
    "license": "https:\/\/www.nist.gov\/open\/license",
    "bureauCode": [
        "006:55"
    ],
    "modified": "2020-08-20 00:00:00",
    "publisher": {
        "@type": "org:Organization",
        "name": "National Institute of Standards and Technology"
    },
    "accrualPeriodicity": "irregular",
    "theme": [
        "Information Technology:Data and informatics",
        "Materials:Materials characterization",
        "Mathematics and Statistics:Experiment design"
    ],
    "issued": "2021-09-30",
    "keyword": [
        "autonomous",
        "machine learning",
        "phase map",
        "materials optimization"
    ]
}

Was this page helpful?