Wireless Communications and Mobile Computing · 2018 · 115 citations · 18 references
ComputingGeoinformaticsGeographic Information SystemsGlobal Navigation Satellite SystemsMobile ComputingLocalization UncertaintyOutdoor LocalizationWireless Sensor NetworksGeolocation AccuracyLocalization Accuracy AnalysisLocation TrackingLorawanMobile Node LocalizationPositioning Accuracy AssessmentPositioning In Vehicular NetworksWireless Sensor Network Localization
The performance of LoRa geolocation for outdoor tracking purposes has been investigated on a public LoRaWAN network. Time Difference of Arrival (TDoA) localization accuracy, update probability, and update frequency were evaluated for different trajectories (walking, cycling, and driving) and LoRa spreading factors. A median accuracy of 200 m was obtained for the raw TDoA output data. In 90% of the cases, the error was less than 480 m. Taking into account the road map and movement speed significantly improves accuracy to a median of 75 m and a 90th percentile error of less than 180 m.
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A comparative study on machine learning algorithms for indoor positioning
Sinem Bozkurt Keser, Gülin Elibol, Serkan Günal et al. · 2015 · 133 citations