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Application of unscented R-T-S smoothing on INS/GPS integration system post processing for airborne earth observation

机译:无味R-T-S平滑在INS / GPS集成系统机载地球观测后处理中的应用

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摘要

The Kalman Rauch-Tung-Striebel (R-T-S) smoother has been applied to fuse data from the inertial navigation system (INS) and global positioning system (GPS) for post processing, but its optimality heavily depends on linearity. For the case of in-flight startup, the INS/ GPS integration is a nonlinear system with large initial attitude errors, the linear estimation approaches become inapplicable. In this paper, the Unscented R-T-S Smoother (URTSS) is utilized to deal with the nonlinear problem in the INS/GPS integration post processing, and the performance of this algorithm is compared with a similar smoother based on Extended Kalman Filter (ERTSS) through the Monto Carlo simulations. Furthermore, an INS/GPS integration system is implemented using URTSS and applied to airborne digital camera imaging. Through numerical simulation and flight test, it is shown that URTSS has obvious accuracy advantage over ERTSS in attitude estimation.
机译:Kalman Rauch-Tung-Striebel(R-T-S)平滑器已应用于融合来自惯性导航系统(INS)和全球定位系统(GPS)的数据以进行后期处理,但其最优性在很大程度上取决于线性度。对于空中启动,INS / GPS集成是一个具有较大初始姿态误差的非线性系统,因此线性估算方法不适用。本文采用无味RTS平滑器(URTSS)来处理INS / GPS集成后处理中的非线性问题,并将该算法的性能与基于扩展卡尔曼滤波器(ERTSS)的类似平滑器进行了比较。蒙托卡罗模拟。此外,使用URTSS实现了INS / GPS集成系统,并将其应用于机载数码相机成像。通过数值模拟和飞行试验表明,在姿态估计上,URTSS较ERTSS具有明显的精度优势。

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