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基于钟差预测的铯原子钟频率异常检测算法及性能分析
引用本文:伍贻威.基于钟差预测的铯原子钟频率异常检测算法及性能分析[J].测绘学报,2021,50(1):52-60.
作者姓名:伍贻威
作者单位:北京卫星导航中心,北京100094
摘    要:提出一种基于钟差预测的铯原子钟频率异常检测算法.将钟差预测不确定度的解析表达式作为理论依据,以预测误差作为检验统计量,对检验统计量做二元假设检验.在两种情况下,检验统计量都服从正态分布.通过约束虚警概率(PFA),查询正态分布的分布函数,得到对应的检测门限值.根据在异常情况下的检验统计量分布函数和检测门限值,推导给出了...

关 键 词:原子钟  异常检测  钟差预测  检验统计量  检测门限  虚警概率  检测概率
收稿时间:2019-08-02
修稿时间:2020-06-24

A cesium atomic clock frequency anomaly detection algorithm based on clock prediction and its performance analyses
WU Yiwei.A cesium atomic clock frequency anomaly detection algorithm based on clock prediction and its performance analyses[J].Acta Geodaetica et Cartographica Sinica,2021,50(1):52-60.
Authors:WU Yiwei
Institution:Beijing Satellite Navigation Center, Beijing 100094, China
Abstract:A cesium atomic clock frequency anomaly detection algorithm based on clock prediction is proposed. The theory is based on the analytical expression of clock prediction uncertainty. Prediction errors are used as the test statistics and a binary hypothesis test is adopted. The test statistics all follow standard normal distributions. By means of setting a false alarm probability (PFA) value and acquiring the distribution function of normal distributions, the detection threshold can be determined. According to the detection threshold and the distribution function of the test statistics when anomalies appear, the expression of the detection probabilities (PD)s with different mean frequency jump levels (Ya)s is derived. Simulations and experiments validate the theoretical analyses. Based on the analyses, the methods of improving the detection probability are summarized.
Keywords:atomic clock  anomaly detection  clock prediction  test statistics  detection threshold  false alarm probability  detection probability
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