{
  "_schema": "https://data.nist.gov/od/dm/nerdm-schema/v0.7#",
  "@context": [
    "https://data.nist.gov/od/dm/nerdm-pub-context.jsonld",
    {
      "@base": "ark:/88434/mds2-2480"
    }
  ],
  "@type": [
    "nrdp:PublicDataResource",
    "dcat:Dataset"
  ],
  "_extensionSchemas": [
    "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/PublicDataResource"
  ],
  "@id": "ark:/88434/mds2-2480",
  "ediid": "ark:/88434/mds2-2480",
  "version": "1.0.1",
  "doi": "doi:10.18434/mds2-2480",
  "title": "Closed-loop Autonomous Materials Exploration and Optimization 1.0",
  "contactPoint": {
    "fn": "Aaron Gilad Kusne",
    "hasEmail": "mailto:aaron.kusne@nist.gov"
  },
  "modified": "2020-08-20 00:00:00",
  "status": "available",
  "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."
  ],
  "keyword": [
    "autonomous",
    "machine learning",
    "phase map",
    "materials optimization"
  ],
  "theme": [
    "Information Technology: Data and informatics",
    "Materials: Materials characterization",
    "Mathematics and Statistics: Experiment design"
  ],
  "topic": [
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Information Technology: Data and informatics"
    },
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Materials: Materials characterization"
    },
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Mathematics and Statistics: Experiment design"
    }
  ],
  "references": [
    {
      "@type": [
        "schema:Article"
      ],
      "@id": "#ref:10.1038/s41467-020-19597-w",
      "refType": "IsSupplementTo",
      "location": "https://doi.org/10.1038/s41467-020-19597-w",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/bib/v0.7#/definitions/DCiteReference"
      ],
      "title": "On-the-fly closed-loop materials discovery via Bayesian active learning",
      "issued": "2020-11-24",
      "citation": "Kusne, A. G., Yu, H., Wu, C., Zhang, H., Hattrick-Simpers, J., DeCost, B., \u00e2\u0080\u00a6 Takeuchi, I. (2020). On-the-fly closed-loop materials discovery via Bayesian active learning. Nature Communications, 11(1). doi:10.1038/s41467-020-19597-w\n"
    }
  ],
  "accessLevel": "public",
  "license": "https://www.nist.gov/open/license",
  "publisher": {
    "name": "National Institute of Standards and Technology",
    "@type": "org:Organization"
  },
  "language": [
    "en"
  ],
  "bureauCode": [
    "006:55"
  ],
  "programCode": [
    "006:052"
  ],
  "components": [
    {
      "accessURL": "https://doi.org/10.18434/mds2-2480",
      "title": "DOI Access for Closed-loop Autonomous Materials Exploration and Optimization 1.0",
      "@type": [
        "nrd:Hidden",
        "dcat:Distribution"
      ],
      "@id": "#doi:10.18434/mds2-2480"
    },
    {
      "@id": "cmps/CAMEO_NComm-master.zip",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "CAMEO_NComm-master.zip",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2480/CAMEO_NComm-master.zip",
      "mediaType": "application/x-zip-compressed",
      "description": "Code and Data for demonstration of CAMEO 1.0: https://doi.org/10.1038/s41467-020-19597-w",
      "title": "Code and Data Demonstration for CAMEO",
      "size": 884934,
      "checksum": {
        "hash": "4e1633fdda8dd70e8244b0af1e19d368b1ed2770cf6d808212bbc18fa97d47e7",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/CAMEO_NComm-master.zip.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "CAMEO_NComm-master.zip.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2480/CAMEO_NComm-master.zip.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/CAMEO_NComm-master.zip",
      "description": "SHA-256 checksum value for CAMEO_NComm-master.zip",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "title": "SHA256 File for Code and Data Demonstration for CAMEO",
      "size": 64,
      "checksum": {
        "hash": "d7e6153c395efc533663792d0c0305119cdc770d1061dc1a2b2a81236adaa8ad",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    }
  ],
  "annotated": "2021-11-16T22:05:43.753793",
  "revised": "2021-09-30T21:07:58.198605",
  "issued": "2021-09-30T17:08:02.0",
  "firstIssued": "2021-09-30T21:07:58.198605",
  "releaseHistory": {
    "@id": "ark:/88434/mds2-2480.rel",
    "@type": [
      "nrdr:ReleaseHistory"
    ],
    "hasRelease": [
      {
        "version": "1.0.0",
        "issued": "2020-08-20 00:00:00",
        "@id": "ark:/88434/mds2-2480/pdr:v/1.0.0",
        "location": "https://data.nist.gov/od/id/ark:/88434/mds2-2480/pdr:v/1.0.0",
        "description": "initial release"
      },
      {
        "version": "1.0.1",
        "issued": "2020-08-20 00:00:00",
        "@id": "ark:/88434/mds2-2480/pdr:v/1.0.1",
        "location": "https://data.nist.gov/od/id/ark:/88434/mds2-2480/pdr:v/1.0.1",
        "description": "metadata update"
      }
    ]
  }
}