基于双频点载波相位的 RFID 室内定位算法
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TN99 TH89

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重庆市自然科学基金面上项目(CSTB2023NSCQ-MSXD249)、重庆市九龙坡区科技计划项目(2022-02-005-Z)资助


RFID indoor localization algorithm based on dual-frequency carrier phase
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    摘要:

    针对传统射频识别(RFID)室内定位方法定位精度不高的问题,提出了一种基于双频点载波相位距离模型的 RFID 室内 定位算法。 采用跳频技术虚拟大带宽获取距离粗估计以实现多径抑制,并基于多径抑制完成最优双频点的选择;利用最优双频 点载波相位设计粒子滤波定位算法,通过遗传算法优化传统粒子滤波中的重采样方法,有效解决了粒子退化问题并提升了定位 精度。 实验结果表明,所提算法的中位数定位误差为 5. 23 cm,定位性能比传统中国余数定理的定位方法提高了约 39% 。

    Abstract:

    The localization accuracy of traditional radio frequency identification (RFID) indoor localization methods is low. To address this issue, a RFID indoor localization method based on dual-frequency carrier phase is proposed. Frequency hopping technology is employed to obtain rough range estimation with virtual large bandwidth to achieve multipath suppression. The selection of the optimal dual-frequency points is completed based on multipath suppression. The particle filter localization algorithm is designed by using the optimal dual-frequency point carrier phase. The resampling method in traditional particle filter is optimized by genetic algorithm, which effectively solves the problem of particle degradation and improves the localization accuracy. Experimental results show that the median localization error of the proposed algorithm is 5. 23 cm, which achieves 39% improvement than the traditional localization method based on Chinese remainder theorem.

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谢良波,夏晨晖,张钰坤,周 牧,杨小龙.基于双频点载波相位的 RFID 室内定位算法[J].仪器仪表学报,2023,44(5):267-277

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  • 在线发布日期: 2023-08-17
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