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Localization of UHF RFID labels with reference tags and Unscented Kalman Filter

机译:具有参考标签和无味卡尔曼滤波器的UHF RFID标签的本地化

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To accomplish location-awareness in indoor scenarios Radio Frequency Identification (RFID) tags are often used for the localization. This paper only uses Received Signal Strength Indicator (RSSI) values from passive UHF RFID labels for the localization process. The RSSI values of reference tags (RTs) for which the locations are known are employed as side information for the localization of an RFID label (LT). For the localization of this LT an Unscented Kalman Filter (UKF) in combination with the RTs information is used. Simulations based on measured data achieve a localization accuracy of about 17cm with this localization method, compared to a localization error of 20cm without RTs and 83cm when only using k nearest neighbor (kNN) algorithm.
机译:为了在室内场景中实现位置感知,经常使用射频识别(RFID)标签进行定位。本文仅将无源UHF RFID标签的接收信号强度指示器(RSSI)值用于定位过程。已知位置的参考标签(RTs)的RSSI值用作RFID​​标签(LT)定位的辅助信息。对于此LT的本地化,结合了RTs信息使用了无味卡尔曼滤波器(UKF)。与仅使用k最近邻(kNN)算法时的20cm(不带RTs)和83cm的定位误差相比,使用此定位方法进行的基于测量数据的模拟可实现约17cm的定位精度。

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