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Abnormal value detection device, abnormal value detection method and abnormal value detection program for satellite positioning system

机译:卫星定位系统异常值检测装置,异常值检测方法和异常值检测程序

摘要

To detect an abnormal value in a satellite positioning system with high precision even when the observation environment changes or there is the time series correlation between data. An abnormal value index calculation unit 11 calculates an abnormal value index at each time of time-series data such as a pseudo distance between each artificial satellite and a receiver in the satellite positioning system or the like. A dynamic model forming unit 12 dynamically forms a model from the abnormal value index in a predetermined period and calculates a change point index from the time-series abnormal value index based on the dynamic model. The change point index is an index for determining whether the time-series is a one-shot outlier from a dynamic model or the dynamic model itself of input data changes when the time-series value which suddenly increases and decreases exists. The abnormal value detection unit 13 compares the change point index with a threshold value set in advance and detects the abnormal value index corresponding to the change point index at that time as an abnormal value when the value of the change point index is greater than the threshold value.
机译:即使在观测环境变化或数据之间存在时间序列相关性的情况下,也可以高精度地检测卫星定位系统中的异常值。异常值指标计算单元11在诸如卫星定位系统中的每个人造卫星与接收机之间的伪距之类的时间序列数据的每个时间计算异常值指标。动态模型形成单元12在预定时间段内根据异常值指标动态地形成模型,并基于该动态模型根据时间序列异常值指标计算变化点指标。改变点索引是用于确定当存在突然增加和减少的时间序列值时,时间序列是否是动态模型的单次离群值或输入数据的动态模型本身是否发生变化的索引。异常值检测单元13将变化点索引与预先设置的阈值进行比较,并且当变化点索引的值大于阈值时,将与此时的变化点索引对应的异常值索引检测为异常值。值。

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