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Sectorized Antenna-based DoA Estimation and Localization: Advanced Algorithms and Measurements

机译:基于扇区化天线的DoA估计和本地化:高级算法和测量

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摘要

Sectorized antennas are a promising class of antennas for enabling direction-of-arrival (DoA) estimation and successive transmitter localization. In contrast to antenna arrays, sectorized antennas do not require multiple transceiver branches and can be implemented using a single RF front-end only, thus reducing the overall size and cost of the devices. However, for good localization performance the underlying DoA estimator is of uttermost importance. In this paper, we therefore propose a novel high performance DoA estimator for sectorized antennas that does not require cooperation between the transmitter and the localizing network. The proposed DoA estimator is broadly applicable with different sectorized antenna types and signal waveforms, and has low computational complexity. Using computer simulations, we show that our algorithm approaches the respective Cramer-Rao lower bound for DoA estimation variance if the signal-to-noise ratio (SNR) is moderate to large and also outperforms the existing estimators. Moreover, we also derive analytical error models for the underlying DoA estimation principle considering both free space as well as multipath propagation scenarios. Furthermore, we also address the fusion of the individual DoA estimates into a location estimate using the Stansfield algorithm and study the corresponding localization performance in detail. Finally, we show how to implement the localization in practical systems and demonstrate the achievable performance using indoor RF measurements obtained with practical sectorized antenna units.
机译:扇区天线是用于实现到达方向(DoA)估计和连续发射机定位的有前途的天线。与天线阵列相比,扇形天线不需要多个收发器分支,并且可以仅使用单个RF前端来实现,从而减少了设备的整体尺寸和成本。但是,为了获得良好的定位性能,底层的DoA估算器至关重要。因此,在本文中,我们为扇区天线提出了一种新颖的高性能DoA估计器,该估计器不需要发射机与本地网络之间的合作。提出的DoA估计器可广泛应用于不同的扇形天线类型和信号波形,并且计算复杂度低。使用计算机仿真,我们表明,如果信噪比(SNR)为中等到较大,并且我们的算法优于现有的估计量,则我们的算法将达到DoA估计方差的Cramer-Rao下界。此外,我们还针对潜在的DoA估计原理推导了分析误差模型,同时考虑了自由空间以及多径传播场景。此外,我们还使用Stansfield算法解决将单个DoA估计融合到位置估计中的问题,并详细研究了相应的定位性能。最后,我们展示了如何在实际系​​统中实现定位,并演示了使用通过实际扇形天线单元获得的室内RF测量获得的性能。

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