Dataset Open Access

AN OPEN-SOURCED TIME-FREQUENCY DOMAIN RF CLASSIFICATION FRAMEWORK

Badger, Robert; Kim, Minje


DCAT Export

<?xml version='1.0' encoding='utf-8'?>
<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:adms="http://www.w3.org/ns/adms#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dct="http://purl.org/dc/terms/" xmlns:dctype="http://purl.org/dc/dcmitype/" xmlns:dcat="http://www.w3.org/ns/dcat#" xmlns:duv="http://www.w3.org/ns/duv#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:frapo="http://purl.org/cerif/frapo/" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" xmlns:gsp="http://www.opengis.net/ont/geosparql#" xmlns:locn="http://www.w3.org/ns/locn#" xmlns:org="http://www.w3.org/ns/org#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:prov="http://www.w3.org/ns/prov#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:schema="http://schema.org/" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:vcard="http://www.w3.org/2006/vcard/ns#" xmlns:wdrs="http://www.w3.org/2007/05/powder-s#">
  <rdf:Description rdf:about="https://doi.org/10.5281/zenodo.4603987">
    <rdf:type rdf:resource="http://www.w3.org/ns/dcat#Dataset"/>
    <dct:type rdf:resource="http://purl.org/dc/dcmitype/Dataset"/>
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://doi.org/10.5281/zenodo.4603987</dct:identifier>
    <foaf:page rdf:resource="https://doi.org/10.5281/zenodo.4603987"/>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0003-1341-1215">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0003-1341-1215</dct:identifier>
        <foaf:name>Badger, Robert</foaf:name>
        <foaf:givenName>Robert</foaf:givenName>
        <foaf:familyName>Badger</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Indiana University</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Kim, Minje</foaf:name>
        <foaf:givenName>Minje</foaf:givenName>
        <foaf:familyName>Kim</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Indiana University</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:title>AN OPEN-SOURCED TIME-FREQUENCY DOMAIN RF CLASSIFICATION FRAMEWORK</dct:title>
    <dct:publisher>
      <foaf:Agent>
        <foaf:name>Zenodo</foaf:name>
      </foaf:Agent>
    </dct:publisher>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2021</dct:issued>
    <dcat:keyword>radio frequency machine learning</dcat:keyword>
    <dcat:keyword>OPEN-SOURCED TIME-FREQUENCY DOMAIN RF CLASSIFICATION FRAMEWORK</dcat:keyword>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2021-03-14</dct:issued>
    <dct:language rdf:resource="http://publications.europa.eu/resource/authority/language/ENG"/>
    <owl:sameAs rdf:resource="https://zenodo.org/record/4603987"/>
    <adms:identifier>
      <adms:Identifier>
        <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/4603987</skos:notation>
        <adms:schemeAgency>url</adms:schemeAgency>
      </adms:Identifier>
    </adms:identifier>
    <dct:isVersionOf rdf:resource="https://doi.org/10.5281/zenodo.4603986"/>
    <dct:description>&lt;p&gt;These datasets accompany the EUSIPCO 2021 paper:&amp;nbsp;AN OPEN-SOURCED TIME-FREQUENCY&lt;br&gt; DOMAIN RF CLASSIFICATION FRAMEWORK&lt;/p&gt; &lt;p&gt;Labeled in-phase and quadrature (IQ)&amp;nbsp;datasets captured using software defined radios (SDR).&amp;nbsp;12 classes comprised of 10 different transceivers plus &amp;#39;noise&amp;#39; class and class for zero hz artifact from SDR direct conversion receiver.&lt;/p&gt; &lt;p&gt;The IQ data has the extension .sigmf-data, and the associated JSON file that contains the labeled metadata is .sigmf-meta.&lt;/p&gt; &lt;p&gt;There is a directory called &amp;#39;data&amp;#39;, this has all the extracted features for each class and is used for training.&lt;/p&gt; &lt;p&gt;There are also 12 folders named &amp;#39;data_val1&amp;#39; - &amp;#39;data_val12&amp;#39;. These contain the extracted features used validation accuracy.&lt;/p&gt; &lt;p&gt;There are numerous training, validation and testing datasets used to build the training and validation sets, all comprised of the ten primary RF modulation waveforms:&lt;/p&gt; &lt;p&gt;1) LoRa 125 (lora125)&lt;/p&gt; &lt;p&gt;2) LoRa 250 (lora250)&lt;/p&gt; &lt;p&gt;3) PTT analog transceivers (uv5r, vx8)&lt;/p&gt; &lt;p&gt;4) PTT digital transceivers (gd55, tyt)&lt;/p&gt; &lt;p&gt;5) RF doorbell (vod, sado)&lt;/p&gt; &lt;p&gt;6) misc. RF keyfob (click)&lt;/p&gt; &lt;p&gt;7) RF light switch (light)&lt;/p&gt; &lt;p&gt;8) Yaesu system fusion PTT (ysf)&lt;/p&gt; &lt;p&gt;The testing directory:&amp;nbsp;testing_data_1msps conatins all the test data for the auto grader notebooks at the github repo.&lt;/p&gt; &lt;p&gt;These datasets go with the public github repo called:&amp;nbsp;https://github.com/rdbadger/open_source_RFML&lt;/p&gt; &lt;p&gt;&amp;nbsp;&lt;/p&gt;</dct:description>
    <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/>
    <dct:accessRights>
      <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess">
        <rdfs:label>Open Access</rdfs:label>
      </dct:RightsStatement>
    </dct:accessRights>
    <dcat:distribution>
      <dcat:Distribution>
        <dct:license rdf:resource="https://creativecommons.org/licenses/by/4.0/legalcode"/>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.4603987"/>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL>https://doi.org/10.5281/zenodo.4603987</dcat:accessURL>
        <dcat:byteSize>183484122445</dcat:byteSize>
        <dcat:downloadURL>https://zenodo.org/record/4603987/files/open_source_RF_datasets.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
  </rdf:Description>
</rdf:RDF>
87
1
views
downloads
All versions This version
Views 8787
Downloads 11
Data volume 183.5 GB183.5 GB
Unique views 7171
Unique downloads 11

Share

Cite as