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Pseudo Open-Loop Unscented Quaternion Estimator for Attitude Estimation

机译:用于姿态估计的伪开环无味四元数估计器

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摘要

In this paper, a novel attitude estimator called pseudo open-loop unscented quaternion estimator (PO-USQUE) is proposed for attitude estimation. In PO-USQUE, the attitude error estimate is used to construct the sigma points in the time update of the next filtering recursion, and therefore, the reset operation in current filtering recursion is no longer needed. The attitude update is achieved through the construction of the quaternion-based sigma points. Compared with the traditional USQUE, the attitude in PO-USQUE is updated more accurately due to the special structure, and the corresponding covariance is updated simultaneously in a nature way. The performance of the proposed PO-USQUE is assessed through two representative attitude estimation applications using simulation and field experiment data. The superiority of the PO-USQUE over USQUE in terms of accuracy, consistency, and efficiency is validated by the simulation and test results.
机译:本文提出了一种新颖的姿态估计器,称为伪开环无味四元数估计器(PO-USQUE)。在PO-USQUE中,姿态误差估计用于构造下一个滤波递归的时间更新中的sigma点,因此,不再需要当前滤波递归中的重置操作。姿态更新是通过构建基于四元数的sigma点来实现的。与传统的USQUE相比,PO-USQUE中的姿态由于其特殊的结构而更准确地更新,并且相应的协方差以自然的方式同时更新。拟议的PO-USQUE的性能通过使用模拟和现场实验数据的两个代表性姿态估计应用程序进行评估。仿真和测试结果证实了PO-USQUE在准确性,一致性和效率方面优于USQUE的优势。

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