{
  "_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/mds2-2380"
    }
  ],
  "@type": [
    "nrdp:PublicDataResource",
    "dcat:Dataset"
  ],
  "_extensionSchemas": [
    "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/PublicDataResource"
  ],
  "@id": "ark:/88434/mds2-2380",
  "ediid": "ark:/88434/mds2-2380",
  "version": "1.0.0",
  "title": "Baseline Deep Learning Detectors for Radar Detection in the 3.5 GHz CBRS Band",
  "contactPoint": {
    "fn": "Raied Caromi",
    "hasEmail": "mailto:raied.caromi@nist.gov"
  },
  "modified": "2021-03-01 00:00:00",
  "landingPage": "https://data.nist.gov/od/id/mds2-2380",
  "description": [
    "This project aims to create a comprehensive framework for generating radio frequency (RF) datasets, designing deep learning (DL) detectors, and evaluating their detection performance using both simulated and experimental test data. The proposed tools and techniques are developed in the context of dynamic spectrum use for the 3.5 GHz Citizens Broadband Radio Service (CBRS), but they can be utilized and expanded for standardization of machine learned spectrum awareness technologies and methods. This dataset consists of pre-trained DL models for radar detection in the CBRS band using simulated waveforms. The code for creating and using these models is available at https://github.com/usnistgov/BaselineDeepLearningRadarDetectors."
  ],
  "keyword": [
    "3.5 GHz; CBRS; radar; detection; deep learning; radio frequency signals; spectrum; MLSA"
  ],
  "theme": [
    "Advanced Communications: Wireless (RF)"
  ],
  "topic": [
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Advanced Communications: Wireless (RF)"
    }
  ],
  "accessLevel": "public",
  "license": "https://www.nist.gov/open/license",
  "components": [
    {
      "accessURL": "https://doi.org/10.18434/mds2-2380",
      "@type": [
        "nrd:Hidden",
        "dcat:Distribution"
      ],
      "@id": "#doi:10.18434/mds2-2380"
    },
    {
      "@id": "cmps/MobileNetV2-SpectroMaxHold_model_V1.h5",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "MobileNetV2-SpectroMaxHold_model_V1.h5",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/MobileNetV2-SpectroMaxHold_model_V1.h5",
      "mediaType": "application/octet-stream",
      "description": "Spectrogram max-hold pretrained model (MobileNetV2)",
      "size": 27685848,
      "checksum": {
        "hash": "911589375de269b625c3f09cd561d4bfe80cf67c64448077604fe2018baf3618",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/MobileNetV2-SpectroMaxHold_model_V1.h5.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "MobileNetV2-SpectroMaxHold_model_V1.h5.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/MobileNetV2-SpectroMaxHold_model_V1.h5.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/MobileNetV2-SpectroMaxHold_model_V1.h5",
      "description": "SHA-256 checksum value for MobileNetV2-SpectroMaxHold_model_V1.h5",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "5e7c02fabb92b351f43b1ca18b47043b2ca4f7950ff569b48a52f338e626fb4a",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/CNN4-Spectro_model_V1.h5",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "CNN4-Spectro_model_V1.h5",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/CNN4-Spectro_model_V1.h5",
      "mediaType": "application/octet-stream",
      "description": "Spectrogram pretrained model (CNN4)",
      "size": 3493872,
      "checksum": {
        "hash": "d18f734aeb2c5cd0194e2567167a8314260d685d02d92607f22015fbb889c259",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/CNN4-Spectro_model_V1.h5.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "CNN4-Spectro_model_V1.h5.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/CNN4-Spectro_model_V1.h5.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/CNN4-Spectro_model_V1.h5",
      "description": "SHA-256 checksum value for CNN4-Spectro_model_V1.h5",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "2a2ba0cfe2896032b0def3315eba1e773beccf9f180754503b508bfd0138c532",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/Xception-SpectroMaxHold_model_V1.h5.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "Xception-SpectroMaxHold_model_V1.h5.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/Xception-SpectroMaxHold_model_V1.h5.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/Xception-SpectroMaxHold_model_V1.h5",
      "description": "SHA-256 checksum value for Xception-SpectroMaxHold_model_V1.h5",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "fe5ccb73261758e820c1e872eb9675c3e41088e963b64c9270e1e5819010c95d",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/Xception-SpectroMaxHold_model_V1.h5",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "Xception-SpectroMaxHold_model_V1.h5",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/Xception-SpectroMaxHold_model_V1.h5",
      "mediaType": "application/octet-stream",
      "description": "Spectrogram max-hold pretrained model (Xception)",
      "size": 250671688,
      "checksum": {
        "hash": "2814c4a6ebe158faf0ba73a4a9d09a6cf95513473022db30fa01744800e13952",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/CNN5-Spectro_model_V1.h5.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "CNN5-Spectro_model_V1.h5.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/CNN5-Spectro_model_V1.h5.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/CNN5-Spectro_model_V1.h5",
      "description": "SHA-256 checksum value for CNN5-Spectro_model_V1.h5",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "4765c6082aa25846aea191f92bff865b9988c8150e540da9b0bef6b2f15bbf5d",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/CNN3-SpectroMaxHold_model_V1.h5.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "CNN3-SpectroMaxHold_model_V1.h5.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/CNN3-SpectroMaxHold_model_V1.h5.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/CNN3-SpectroMaxHold_model_V1.h5",
      "description": "SHA-256 checksum value for CNN3-SpectroMaxHold_model_V1.h5",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "2e8e0efd1c1ad1b4fbe4b0555e46dae117f268e6a951620bf599f5644b37c754",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/CNN5-Spectro_model_V1.h5",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "CNN5-Spectro_model_V1.h5",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/CNN5-Spectro_model_V1.h5",
      "mediaType": "application/octet-stream",
      "description": "Spectrogram pretrained model (CNN5)",
      "size": 2249600,
      "checksum": {
        "hash": "3b89c20a4916253de50f16b62baeca4aa736265320c495a11a9ae1fa611bea9a",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/ResNet50-SpectroMaxHold_model_V1.h5",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "ResNet50-SpectroMaxHold_model_V1.h5",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/ResNet50-SpectroMaxHold_model_V1.h5",
      "mediaType": "application/octet-stream",
      "description": "Spectrogram max-hold pretrained model (ResNet50)",
      "size": 189375760,
      "checksum": {
        "hash": "0780b0f52d3e9e53a44532188637d4cefff592a657fabfac6e3cc18e27e4a21a",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    },
    {
      "@id": "cmps/ResNet50-SpectroMaxHold_model_V1.h5.sha256",
      "@type": [
        "nrdp:ChecksumFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "filepath": "ResNet50-SpectroMaxHold_model_V1.h5.sha256",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/ResNet50-SpectroMaxHold_model_V1.h5.sha256",
      "algorithm": {
        "tag": "sha256",
        "@type": "Thing"
      },
      "describes": "cmps/ResNet50-SpectroMaxHold_model_V1.h5",
      "description": "SHA-256 checksum value for ResNet50-SpectroMaxHold_model_V1.h5",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/ChecksumFile"
      ],
      "mediaType": "text/plain",
      "size": 64,
      "checksum": {
        "hash": "f37c7b8baa2a4e9412e2065ae7327afad128e2c796e64035d60dc719bdb4771e",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      },
      "valid": true
    },
    {
      "@id": "cmps/CNN3-SpectroMaxHold_model_V1.h5",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "CNN3-SpectroMaxHold_model_V1.h5",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-2380/CNN3-SpectroMaxHold_model_V1.h5",
      "mediaType": "application/octet-stream",
      "description": "Spectrogram max-hold pretrained model (CNN3)",
      "size": 10031032,
      "checksum": {
        "hash": "804bd7b1fc12fd6ec48cd5ec85a914c2e350c58c39acc1c68fd84f7d04fd1ce0",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    }
  ],
  "publisher": {
    "name": "National Institute of Standards and Technology",
    "@type": "org:Organization"
  },
  "language": [
    "en"
  ],
  "bureauCode": [
    "006:55"
  ],
  "programCode": [
    "006:052"
  ],
  "doi": "doi:10.18434/mds2-2380"
}