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Developing a Framework for Image-based Integrity

机译:开发基于图像的完整性框架

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The concept of navigation system integrity has been well- developed for the Global Positioning System(GPS).This concept and associated integrity monitoring processes fo- cus on identifying,and ideally excluding,faulty measure- ments before they can corrupt the GPS position solution. The definition of an assured protection limit is also a GPS integrity requirement.It is an unfortunate fact that GPS signal availability cannot be guaranteed under all environ- mental or operational conditions.Image-based navigation has been shown to be a potential alternative to navigation in the absence of GPS.However,the concept of integrity in an image-based context has not been fully explored. rnImage-based measurements from a single camera are pro- vided in pixel pairs for each target tracked,vice a single pseudorange measurement for each observed satellite,re- sulting in a different dimensionality in the measurement model equations.In addition,an image-based system is not always supported by a fixed constellation of measurement sources(e.g.available satellites),so there is the potential for a greatly varying number of overall measurements and possible measurement source geometries in a vision-based system.While an increase in the number of redundant mea- surements may aid integrity monitoring,it also may pro- duce a higher probability that a measurement is faulty,in- creasing the importance of having a robust monitoring pro- cess. rnThis paper investigates the extension of fundamental GPS autonomous integrity monitoring methodologies to develop a framework for integrity in image-based navigation.A re- lationship is derived between the horizontal position error and an associated test statistic in order to predict the least observable error source with the greatest influence on po- sition error.Results are presented using a minimal subset of measurements in different geometries to demonstrate the influence of the two-dimensional image measurement error on the position error.
机译:导航系统完整性的概念已针对全球定位系统(GPS)进行了完善的开发。此概念和相关的完整性监视过程着眼于在能够破坏GPS位置解决方案之前识别并理想地排除故障测量。确保保护极限的定义也是GPS完整性要求。不幸的是,不能在所有环境或操作条件下都保证GPS信号的可用性。基于图像的导航已被证明是导航中的一种潜在替代方法。但是,在基于图像的上下文中完整性的概念尚未得到充分研究。 rn对于跟踪的每个目标,以像素对提供来自单个摄像机的基于图像的测量,为每个观察到的卫星进行单个伪距测量,从而导致测量模型方程式的维数不同。固定的测量源星座(例如可用卫星)并不总是支持该系统,因此在基于视觉的系统中,整体测量的数量和可能的测量源几何形状可能会发生很大变化。冗余测量可能有助于完整性监控,也可能会导致测量出现故障的可能性更高,从而增加了拥有可靠的监控过程的重要性。 rn本文研究了基本GPS自主完整性监控方法的扩展,以开发基于图像的导航的完整性框架。为了预测具有以下特征的最小可观测误差源,推导了水平位置误差与相关测试统计之间的关系。使用最小几何尺寸的不同测量子集显示结果,以证明二维图像测量误差对位置误差的影响。

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