Nonlinear observer for GNSS-aided inertial navigation with quaternion-based attitude estimation

H. F. Grip, T. Fossen, T. Johansen, A. Saberi
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引用次数: 69

Abstract

For applications with limited computational capacity, observers designed based on nonlinear stability theory offer an alternative to computationally demanding extended Kalman filters. In this paper, we present a semiglobally stable nonlinear observer for estimating position, velocity, attitude, and gyro bias by combining a GNSS receiver with an inertial measurement unit including a magnetometer. Previous work by the authors on this topic was based on local navigation equations that ignored the Earth's rotation and curvature. Moreover, the attitude was represented by an over-parameterized 9-degrees-of-freedom matrix. The current paper improves on these aspects by using navigation equations that take the Earth's rotation and curvature into account, and by representing the attitude estimate as a unit quaternion. Furthermore, the observer is tested experimentally on data from a light fixed-wing aircraft.
基于四元数姿态估计的gnss辅助惯性导航非线性观测器
对于计算能力有限的应用,基于非线性稳定性理论设计的观测器为计算要求高的扩展卡尔曼滤波器提供了一种替代方案。在本文中,我们提出了一个半全局稳定的非线性观测器,用于估计位置、速度、姿态和陀螺偏差,该观测器将GNSS接收器与包括磁力计在内的惯性测量单元相结合。作者之前在这个主题上的工作是基于局部导航方程,忽略了地球的旋转和曲率。姿态用过参数化的9自由度矩阵表示。本文采用考虑地球自转和曲率的导航方程,并将姿态估计表示为单位四元数,在这些方面进行了改进。此外,该观测器还在一架轻型固定翼飞机上进行了实验测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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