LoRa定位在位置数据可信度验证中的应用

Pub Date : 2022-01-01 DOI:10.36244/icj.2022.4.8
Anna Strzoda, Rafał Marjasz, K. Grochla
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引用次数: 0

摘要

LoRa是一种新颖的无线电通信技术,提供低功耗和高范围的数据传输。LoRa传输可以用于低成本的定位,以估计网络节点的位置。最近的一些研究表明,可以以合理的精度找到该位置,中间误差低至数十米。尽管如此,这样的结果是在低干扰的受控环境下实现的。我们首先使用数千个设备遥测网络的广泛数据集评估LoRa定位。我们表明,尽管基于三边测量的直接定位精度有限,但LoRa传输的测量可以成功地用于评估位置信息的可信度。关于哪些网关接收数据和RSSI测量值的信息允许我们验证位置的潜在坐标是否准确。我们提出了一种用于位置验证的度量,并在LoRa遥测网络的测量样本上估计其可信度。
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LoRa Positioning in Verification of Location Data’s Credibility
The LoRa is a novel radio communication technology providing low power and a high range of data transmission. The LoRa transmission may be used for a low-cost localization to estimate the network nodes’ location. Some recent research showed that the location could be found with reasonable accuracy, with median error as low as tens of meters. Still, such results are achieved in a controlled environment with low interferences. We first evaluate the LoRa localization using an extensive data set of a telemetric network of a few thousand devices. We show that although the direct positioning based on trilateration provides limited accuracy, the measurement of LoRa transmission may be successfully used to evaluate the credibility of location information. The information about which gateways received the data and the RSSI measurements allow us to verify if the potential coordinates of a location are accurate. We propose a metric for location verification and estimate its credibility on a sample of measurements from the LoRa telemetry network.
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