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基于 RSSI 比值的无人机控制器定位。

Drone Controller Localization Based on RSSI Ratio.

机构信息

Institute for Infocomm Research, Agency for Science, Technology and Research (A*STAR), Singapore 138632, Singapore.

出版信息

Sensors (Basel). 2023 May 29;23(11):5163. doi: 10.3390/s23115163.

Abstract

We proposed two methods for the localization of drone controllers based on received signal strength indicator (RSSI) ratios: the RSSI ratio fingerprint method and the model-based RSSI ratio algorithm. To evaluate the performance of our proposed algorithms, we conducted both simulations and field trials. The simulation results show that our two proposed RSSI-ratio-based localization methods outperformed the distance mapping algorithm proposed in literature when tested in a WLAN channel. Moreover, increasing the number of sensors improved the localization performance. Averaging a number of RSSI ratio samples also improved the performance in propagation channels that did not exhibit location-dependent fading effects. However, in channels with location-dependent fading effects, averaging a number of RSSI ratio samples did not significantly improve the localization performance. Additionally, reducing the grid size improved the performance in channels with small shadowing factor values, but this only resulted in marginal gains in channels with larger shadowing factors. Our field trial results align with the simulation results in a two-ray ground reflection (TRGR) channel. Our methods provide a robust and effective solution for the localization of drone controllers using RSSI ratios.

摘要

我们提出了两种基于接收信号强度指示(RSSI)比的无人机控制器定位方法:RSSI 比指纹方法和基于模型的 RSSI 比算法。为了评估我们提出的算法的性能,我们进行了模拟和现场试验。模拟结果表明,当在 WLAN 信道中进行测试时,我们提出的两种基于 RSSI 比的定位方法优于文献中提出的距离映射算法。此外,增加传感器的数量可以提高定位性能。在没有位置相关衰落效应的传播信道中,平均多个 RSSI 比样本也可以提高性能。然而,在具有位置相关衰落效应的信道中,平均多个 RSSI 比样本并不能显著提高定位性能。此外,减小网格大小可以提高具有较小阴影因子值的信道的性能,但这仅在具有较大阴影因子的信道中带来了微小的增益。我们的现场试验结果与 TRGR 信道中的模拟结果一致。我们的方法为使用 RSSI 比进行无人机控制器的定位提供了一种稳健有效的解决方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b20/10255783/72b60e522230/sensors-23-05163-g001.jpg

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