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首页> 外文期刊>Journal of communications >Radio Frequency Signature Correlation Based Speed Estimation for Indoor Positioning
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Radio Frequency Signature Correlation Based Speed Estimation for Indoor Positioning

机译:基于射频特征相关的室内定位速度估计

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Dead reckoning represents a class of methods for relative position estimation based on a previously determined absolute reference position. The estimate is formulated from a combination of the known speed, time and heading information with the known reference position. One of the main obstacles to effective positioning of pedestrians via dead reckoning is the lack of accurate speed estimation algorithms. Existing methods are either complex or provide results that are unsatisfactory at the low velocities associated with pedestrians. In contrast, the two algorithms proposed in this paper are relatively simple to implement and provide accurate results at low velocities. In the first algorithm, a one-dimensional and unidirectional two-antenna solution is described where the speed can be easily estimated from a knowledge of the fixed inter-antenna distance and the time it takes for the trailing antenna to sense the same channel conditions (radio frequency (RF) signature) previously observed at the leading antenna. Computer simulations show that, with typical estimation errors of less than 2.67% around average pedestrian speeds, the approach is indeed effective and accurate. A by-product of the algorithm is an environment specific spatial correlation function which is used in the second algorithm to provide even better estimates. With the improvements offered by the latter algorithm, relative errors of merely around 0.15% on average are achievable. This improvement in performance over the first algorithm comes at the cost of slightly higher computational complexity. When subsequently used for user displacement estimation, a relatively small error of 24.5cm is observed after a duration of 60s.
机译:航位推算代表一类基于先前确定的绝对参考位置进行相对位置估计的方法。估计值是由已知速度,时间和航向信息与已知参考位置的组合得出的。通过航位推测法对行人进行有效定位的主要障碍之一是缺乏精确的速度估算算法。现有的方法要么复杂,要么提供的结果在与行人相关的低速行驶中是不令人满意的。相比之下,本文提出的两种算法实现起来相对简单,并且在低速下提供了准确的结果。在第一种算法中,描述了一种一维单向双天线解决方案,其中可以从固定天线间距离的知识以及后天线感测相同信道条件所花费的时间轻松估算出速度(射频(RF)签名)之前在前导天线处观察到。计算机仿真表明,该方法在平均行人速度附近的典型估计误差小于2.67%,确实有效且准确。该算法的副产品是特定于环境的空间相关函数,该函数在第二种算法中用于提供更好的估计。通过后一种算法提供的改进,平均平均相对误差仅为0.15%左右。与第一种算法相比,性能的提高是以稍高的计算复杂度为代价的。当随后用于用户位移估计时,在60s的持续时间后观察到相对较小的24.5cm误差。

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