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UAV測位arXiv:2004.03852

ドローン支援によるLoRa IoTネットワークの位置推定

Drone-aided Localization in LoRa IoT Networks

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UAVをLoRaネットワークに統合し、固定網の推定を補正することで位置推定精度を10倍向上させた実システムを実装・実証した。

著者: Victor Delafontaine, Fabrizio Schiano, Giuseppe Cocco, Alexandru Rusu, Dario Floreano

分類: eess.SP, cs.RO

原文アブストラクト

Besides being part of the Internet of Things (IoT), drones can play a relevant role in it as enablers. The 3D mobility of UAVs can be exploited to improve node localization in IoT networks for, e.g., search and rescue or goods localization and tracking. One of the widespread IoT communication technologies is Long Range Wide Area Network (LoRaWAN), which allows achieving long communication distances with low power. In this work, we present a drone-aided localization system for LoRa networks in which a UAV is used to improve the estimation of a node's location initially provided by the network. We characterize the relevant parameters of the communication system and use them to develop and test a search algorithm in a realistic simulated scenario. We then move to the full implementation of a real system in which a drone is seamlessly integrated into Swisscom's LoRa network. The drone coordinates with the network with a two-way exchange of information which results in an accurate and fully autonomous localization system. The results obtained in our field tests show a ten-fold improvement in localization precision with respect to the estimation provided by the fixed network. Up to our knowledge, this is the first time a UAV is successfully integrated in a LoRa network to improve its localization accuracy.

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