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Robust position and velocity estimation methods in integrated navigation systems for inland water applications

机译:内陆水应用集成导航系统中的鲁棒位置和速度估计方法

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摘要

As the Global Navigation Satellite Systems (GNSS) are intensively used as main source of Position, Navigation and Timing (PNT) information for maritime and inland water navigation, it becomes increasingly important to ensure theudreliability of GNSS-based navigation solutions for challengingudenvironments. Although an intensive work has been done inuddeveloping GNSS Receiver Autonomous Integrity Monitoringud(RAIM) algorithms, a reliable procedure to mitigate multipleudsimultaneous outliers is still lacking. The presented workudevaluates the performance of several methods for multipleudoutlier mitigation based on robust estimation frameworkudand compares them to the performance of state-of-the-artudRAIM methods. The relevant methods include M-estimation,udS-estimation, LMS and RANSAC-based approaches as well asudcorresponding modifications for C/N0-based weighting schemes.udThe snapshot positioning methods are also tested within theudquaternion-based Cubature Quadrature Kalman filter forudintegrated inertial/GNSS solution. The presented schemes areudevaluated using real measurement data from challenging inlandudwater scenarios with multiple bridges and a waterway lock. Theudinitial results are encouraging and clearly indicate the potentialudof the discussed methods both for classical snapshot solutions as well for the methods with complementary sensors.
机译:由于全球导航卫星系统(GNSS)被密集地用作海事和内陆水导航的主要位置,导航和时序(PNT)信息,因此越来越重要,确保基于GNSS的导航解决方案的挑战 udenvironments。虽然在 Uddeveloping GNSS接收方自主完整性监控 UD(RAIM)算法中已经完成了密集的工作,但仍然缺乏可靠的过程来缓解多个 UDSimultiers异常值。所呈现的工作 udevaluates基于鲁棒估计框架的多个 udoutlier缓解方法的性能进行比较,将它们与最先进的 udraim方法的性能进行比较。相关方法包括M估计, UDS估计,LMS和基于RANAC的方法以及C / N0的加权方案的UDCorr对应的修改。 UD快照定位方法也在基于 UdquaterNion的Comature正交中进行测试Kalman滤波器 Uditegrated惯性/ GNSS解决方案。所提出的方案是 UdeValated使用具有多个桥梁和水路锁的内陆 udwater情景充满挑战的实际测量数据。 UnitInitial的结果是鼓励,清楚地表明讨论的方法对经典快照解决方案的讨论方法以及互补传感器的方法。

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