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Sigfox and LoRaWAN Datasets for Fingerprint Localization in Large Urban and Rural Areas

Aernouts, Michiel; Berkvens, Rafael; Van Vlaenderen, Koen; Weyn, Maarten


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  <identifier identifierType="DOI">10.5281/zenodo.1193563</identifier>
  <creators>
    <creator>
      <creatorName>Aernouts, Michiel</creatorName>
      <givenName>Michiel</givenName>
      <familyName>Aernouts</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-0527-3871</nameIdentifier>
      <affiliation>University of Antwerp - imec, IDLab - Faculty of Applied Engineering</affiliation>
    </creator>
    <creator>
      <creatorName>Berkvens, Rafael</creatorName>
      <givenName>Rafael</givenName>
      <familyName>Berkvens</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0003-0064-5020</nameIdentifier>
      <affiliation>University of Antwerp - imec, IDLab - Faculty of Applied Engineering</affiliation>
    </creator>
    <creator>
      <creatorName>Van Vlaenderen, Koen</creatorName>
      <givenName>Koen</givenName>
      <familyName>Van Vlaenderen</familyName>
      <affiliation>Sensolus NV</affiliation>
    </creator>
    <creator>
      <creatorName>Weyn, Maarten</creatorName>
      <givenName>Maarten</givenName>
      <familyName>Weyn</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0003-1152-6617</nameIdentifier>
      <affiliation>University of Antwerp - imec, IDLab - Faculty of Applied Engineering</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Sigfox and LoRaWAN Datasets for Fingerprint Localization in Large Urban and Rural Areas</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2018</publicationYear>
  <subjects>
    <subject>Internet of Things</subject>
    <subject>LPWAN</subject>
    <subject>Sigfox</subject>
    <subject>LoRaWAN</subject>
    <subject>Localization</subject>
    <subject>Fingerprinting</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2018-03-07</date>
  </dates>
  <language>en</language>
  <resourceType resourceTypeGeneral="Dataset"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/1193563</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.1193562</relatedIdentifier>
  </relatedIdentifiers>
  <version>1.0</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;The goal of these LPWAN datasets is to provide the global research community with a benchmark tool to evaluate fingerprint localization algorithms in large outdoor environments with various&amp;nbsp;properties.&amp;nbsp;An identical collection methodology was used for all datasets: during a period of three months, numerous devices which contain a GPS receiver periodically obtained new location data, which was sent to a local data server via a Sigfox or LoRaWAN message. Together with network information such as the receiving time of the message, base station IDs&amp;#39; of all receiving base stations and the Received Signal Strength Indicator (RSSI) per base station, this location data was stored in one of the three LPWAN datasets:&amp;nbsp;&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;&lt;strong&gt;lorawan_dataset_antwerp.csv&lt;/strong&gt;

	&lt;ul&gt;
		&lt;li&gt;123 529 LoRaWAN messages, obtained in the city center of Antwerp, Belgium&lt;/li&gt;
	&lt;/ul&gt;
	&lt;/li&gt;
	&lt;li&gt;&lt;strong&gt;sigfox_dataset_antwerp.csv&lt;/strong&gt;
	&lt;ul&gt;
		&lt;li&gt;14 378 Sigfox messages, obtained in the city center of Antwerp, Belgium&lt;/li&gt;
	&lt;/ul&gt;
	&lt;/li&gt;
	&lt;li&gt;&lt;strong&gt;sigfox_dataset_rural.csv&lt;/strong&gt;
	&lt;ul&gt;
		&lt;li&gt;14 378 Sigfox messages, obtained in a rural area between&amp;nbsp;Antwerp, Belgium and Ghent, Belgium&lt;/li&gt;
	&lt;/ul&gt;
	&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The collection methodology of the datasets, and the first results of a basic fingerprinting implementation&amp;nbsp;are documented in the following journal paper:&lt;/p&gt;

&lt;p&gt;&lt;a href="http://www.mdpi.com/2306-5729/3/2/13"&gt;http://www.mdpi.com/2306-5729/3/2/13&lt;/a&gt;&lt;br&gt;
&amp;nbsp;&lt;/p&gt;</description>
  </descriptions>
</resource>
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