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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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    "description": "<p>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&nbsp;properties.&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&#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:&nbsp;</p>\n\n<ul>\n\t<li><strong>lorawan_dataset_antwerp.csv</strong>\n\n\t<ul>\n\t\t<li>123 529 LoRaWAN messages, obtained in the city center of Antwerp, Belgium</li>\n\t</ul>\n\t</li>\n\t<li><strong>sigfox_dataset_antwerp.csv</strong>\n\t<ul>\n\t\t<li>14 378 Sigfox messages, obtained in the city center of Antwerp, Belgium</li>\n\t</ul>\n\t</li>\n\t<li><strong>sigfox_dataset_rural.csv</strong>\n\t<ul>\n\t\t<li>14 378 Sigfox messages, obtained in a rural area between&nbsp;Antwerp, Belgium and Ghent, Belgium</li>\n\t</ul>\n\t</li>\n</ul>\n\n<p>The collection methodology of the datasets, and the first results of a basic fingerprinting implementation&nbsp;are documented in the following journal paper:</p>\n\n<p><a href=\"http://www.mdpi.com/2306-5729/3/2/13\">http://www.mdpi.com/2306-5729/3/2/13</a><br>\n&nbsp;</p>", 
    "language": "eng", 
    "title": "Sigfox and LoRaWAN Datasets for Fingerprint Localization in Large Urban and Rural Areas", 
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    "keywords": [
      "Internet of Things", 
      "LPWAN", 
      "Sigfox", 
      "LoRaWAN", 
      "Localization", 
      "Fingerprinting"
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    "publication_date": "2018-03-07", 
    "creators": [
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        "orcid": "0000-0002-0527-3871", 
        "affiliation": "University of Antwerp - imec, IDLab - Faculty of Applied Engineering", 
        "name": "Aernouts, Michiel"
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        "affiliation": "University of Antwerp - imec, IDLab - Faculty of Applied Engineering", 
        "name": "Berkvens, Rafael"
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        "affiliation": "Sensolus NV", 
        "name": "Van Vlaenderen, Koen"
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        "affiliation": "University of Antwerp - imec, IDLab - Faculty of Applied Engineering", 
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