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Dataset Open Access

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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        <foaf:name>Aernouts, Michiel</foaf:name>
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    <dct:title>Sigfox and LoRaWAN Datasets for Fingerprint Localization in Large Urban and Rural Areas</dct:title>
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    <dcat:keyword>Internet of Things</dcat:keyword>
    <dcat:keyword>LPWAN</dcat:keyword>
    <dcat:keyword>Sigfox</dcat:keyword>
    <dcat:keyword>LoRaWAN</dcat:keyword>
    <dcat:keyword>Localization</dcat:keyword>
    <dcat:keyword>Fingerprinting</dcat:keyword>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2018-03-07</dct:issued>
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    <dct:description>&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;</dct:description>
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