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Development and Flight Test Of A Robust Optical-Inertial Navigation System Using Low-Cost Sensors

机译:使用低成本传感器的强大光学惯用导航系统的开发和飞行试验

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There is a great need to develop navigation systems that do not depend up GPS, for use in situations where GPS is not available. One such approach is to use a combination of image and inertial data. Significant work has been done at the Advanced Navigation Technology (ANT) Center and elsewhere demonstrating the capability of using a combination of image and inertial data for navigation in cases where the system is observing unknown objects at unknown locations. This paper describes the development and flight test of an optical-inertial system using low cost sensors (including an inexpensive commercial-grade IMU, which is unsuitable for navigation by itself). This prototype system was built and installed on a C-12 aircraft and was flight tested by the U.S. Air Force Test Pilot School (TPS). The algorithm that was implemented used images from a single camera. It was shown that, for the low-cost sensors in the conditions of the flight environment, a significant improvement in performance was obtained by aiding with a barometric altimeter and a magnetic compass, and by using a Digital Terrain Elevation Data (DTED) database. This result was explained by the observability analysis, which showed a significant increase in observability when adding these sensors. With the addition of these additional sensors and the DTED database, the (still) low-cost system demonstrated performance comparable to a high quality navigation-grade inertial navigation system, which costs more than an order of magnitude more than the underlying sensors used for this optical-inertial prototype.
机译:有很大的需要开发不依赖GPS的导航系统,以便在GPS不可用的情况下使用。一种这样的方法是使用图像和惯性数据的组合。在先进的导航技术(ANT)中心和其他地方已经完成了大量工作,并在系统在系统在未知位置观察未知对象的情况下使用图像和惯性数据的组合来展示使用图像和惯性数据的能力。本文介绍了使用低成本传感器的光学惯用系统的开发和飞行测试(包括廉价的商业级IMU,这不适合自行导航)。该原型系统建于C-12飞机上并安装在C-12飞机上,并由美国空军试验试验学校(TPS)测试。从单个相机实现使用的图像的算法。结果表明,对于飞行环境的条件下的低成本传感器,通过使用气压高度计和磁指南针和磁指南针以及使用数字地形高程数据(DTED)数据库来获得显着改善。该结果是通过可观察性分析来解释的,这在添加这些传感器时显示出可观察性的显着增加。随着这些额外的传感器和DTED数据库的添加,(仍然)的低成本系统表现出与高质量导航级惯性导航系统相当的性能,这比使用的底层传感器成本多于一个数量级光学惯性原型。

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