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首页> 外文期刊>IEEE Transactions on Vehicular Technology >Experimental Evaluation of Location Methods Based on Signal-Strength Measurements
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Experimental Evaluation of Location Methods Based on Signal-Strength Measurements

机译:基于信号强度测量的定位方法的实验评估

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摘要

The accuracy of location methods based on received-signal-strength (RSS) measurements is highly variable, but the underlying causes are not well known. In this paper, narrowband measurements at five VHF frequencies are used to evaluate the accuracy of RSS-based location algorithms. The least squares algorithm is the most accurate if the propagation model is unbiased. Location error increases linearly with mean distance from transmitters and with RSS variation caused by shadow fading or varying antenna gain. Since shadow fading increases with frequency, location accuracy decreases with frequency. A satisfactory approximation of location accuracy in a given network is obtained by the error estimates that are based on linearization but modified when the receiver is close to one transmitter. Kalman filtering performed on the estimated coordinates removes the largest location errors, but it does not improve the median accuracy significantly due to the correlated shadowing process
机译:基于接收信号强度(RSS)测量的定位方法的准确性变化很大,但是根本原因尚不明确。在本文中,使用五个VHF频率的窄带测量来评估基于RSS的定位算法的准确性。如果传播模型是无偏的,则最小二乘算法是最准确的。位置误差随着与发射器的平均距离以及由于阴影衰落或天线增益变化引起的RSS变化而线性增加。由于阴影衰落随频率增加,因此定位精度随频率降低。给定网络中的位置精度可以通过基于线性化的误差估计获得令人满意的近似值,但是当接收器靠近一个发射器时会进行修改。在估计的坐标上执行的卡尔曼滤波消除了最大的位置误差,但是由于相关的阴影处理,它并未显着提高中值精度

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