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Localization in Low Power Wide Area Networks Using Wi-Fi Fingerprints

机译:使用Wi-Fi指纹在低功耗广域网中进行本地化

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Supply chain management requires regular updates of the location of assets, which can be enabled by low power wide area networks, such as Sigfox. While it is useful to localize a device simply by its communication signals, this is very difficult to do with Sigfox because of wide area and ultra narrowband nature. On the other hand, installing a satellite localization element on the device greatly increases its power consumption. We investigated using information about nearby Wi-Fi access points as a way to localize the asset over the Sigfox network, so without connecting to those Wi-Fi networks. This paper reports the location error that can be achieved by this type of outdoor localization. By using a combination of two databases, we could localize the device on all 36 test locations with a median location error of 39 m . This shows that the localization accuracy of this method is promising enough to warrant further study, most specifically the minimal power consumption.
机译:供应链管理要求定期更新资产的位置,这可以通过低功耗广域网(例如Sigfox)来实现。虽然仅通过通信信号来定位设备很有用,但是由于Sigfox具有广域和超窄带特性,因此很难做到这一点。另一方面,在设备上安装卫星定位元件会大大增加其功耗。我们调查了有关附近Wi-Fi接入点的信息,以通过Sigfox网络对资产进行本地化的方法,从而无需连接到这些Wi-Fi网络。本文报告了这种室外定位可以实现的定位误差。通过使用两个数据库的组合,我们可以将设备定位在所有36个测试位置上,中位位置误差为39 m。这表明该方法的定位精度有望满足进一步研究的需要,尤其是最小的功耗。

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