Pseudorange measurement outlier detection for navigation with cellular signals: WIP abstract

Mahdi Maaref, Joe J. Khalife, Z. Kassas
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Abstract

We present an autonomous measurement outlier detection and exclusion framework for ground vehicle navigation using cellular signals of opportunity (SOPs) and an inertial measurement unit (IMU). The experimental results demonstrate the proposed framework successfully detecting and excluding outlier measurements, improving the position root mean-squared error (RMSE) by 42%. The demo session will showcase work in progress, namely (1) demo (in the form of a video of our experiment driving in downtown Riverside, California) and (2) a poster that includes the navigation framework, the proposed outlier detection method, and the experimental results.
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蜂窝信号导航的伪距测量离群点检测:WIP摘要
我们提出了一种使用蜂窝机会信号(sop)和惯性测量单元(IMU)的地面车辆导航的自主测量异常点检测和排除框架。实验结果表明,该框架成功地检测和排除了异常值,将位置均方根误差(RMSE)提高了42%。演示环节将展示正在进行的工作,即(1)演示(以我们在加州河滨市中心的实验驾驶视频的形式)和(2)海报,包括导航框架,提出的离群检测方法和实验结果。
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