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Outlier detection for satellite positioning system using visual inertial odometry

机译:视觉惯性里程法检测卫星定位系统的异常值

摘要

A method of determining a position of a mobile platform includes obtaining a plurality of pseudorange measurements from multiple time epochs of a satellite navigation system (SPS) and obtaining a plurality of visual-inertial odometry (VIO) velocity measurements from a VIO system. Each time epoch of the SPS includes at least one pseudorange measurement corresponding to a first satellite and at least one pseudorange measurement corresponding to a second satellite. The method also includes combining the plurality of pseudorange measurements with the plurality of VIO velocity measurements to identify one or more outlier pseudorange measurements in the plurality of pseudorange measurements. The one or more outlier pseudorange measurements are then discarded from the plurality of pseudorange measurements to generate a remaining plurality of pseudorange measurements. The position of the mobile platform is then computed based on the remaining plurality of pseudorange measurements and the plurality of VIO velocity measurements.
机译:一种确定移动平台的位置的方法,包括从卫星导航系统(SPS)的多个时间周期获得多个伪距测量值,以及从VIO系统获得多个视觉惯性里程计(VIO)速度测量值。 SPS的每个时间周期包括对应于第一卫星的至少一个伪距测量和对应于第二卫星的至少一个伪距测量。该方法还包括将多个伪距测量值与多个VIO速度测量值组合以识别多个伪距测量值中的一个或多个异常伪距测量值。然后从多个伪距测量值中丢弃一个或多个异常伪距测量值以生成剩余的多个伪距测量值。然后基于剩余的多个伪距测量值和多个VIO速度测量值来计算移动平台的位置。

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