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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


MARC21 XML Export

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    <subfield code="a">&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;
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