Inexpensive CubeSat attitude estimation using COTS components and Unscented Kalman Filtering

J. A. Larsen, K. Vinther
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引用次数: 4

Abstract

This paper describes a quaternion implementation of an Unscented Kalman Filter for attitude estimation on CubeSats using measurements of a sun vector, a magnetic field vector and angular velocity. Using unit quaternions provides a singularity free attitude parameterization. However, the unity constraint requires a redesign of the Unscented Kalman Filter. Therefore, a quaternion error state is introduced. Emphasis has been put in making the implementation accessible to other CubeSat by using realistic models of COTS components used for attitude sensing and simulations have shown that the extra computational cost of estimating bias in measurements is worthwhile. The simulations where performed in a simulation environment for the CubeSat AAUSAT3, where robustness has been an important factor during tuning of the attitude estimators. The results indicate that it is possible to achieve acceptable CubeSat attitude estimation, even during eclipse, on a limited budget and using COTS components, without the need of expensive high precision sensor setups.
基于COTS分量和无气味卡尔曼滤波的廉价立方体卫星姿态估计
本文描述了利用太阳矢量、磁场矢量和角速度的测量值对立方体卫星进行姿态估计的无气味卡尔曼滤波器的四元数实现。使用单位四元数提供了一个无奇点的姿态参数化。然而,统一约束要求对Unscented卡尔曼滤波器进行重新设计。因此,引入了四元数误差状态。重点是通过使用用于姿态传感的COTS组件的真实模型,使其他立方体卫星能够使用该实现,并且仿真表明,估算测量偏差的额外计算成本是值得的。仿真是在CubeSat AAUSAT3的仿真环境中进行的,其中鲁棒性是姿态估计器调优过程中的一个重要因素。结果表明,即使在日食期间,在有限的预算和使用COTS组件的情况下,不需要昂贵的高精度传感器设置,也可以实现可接受的立方体卫星姿态估计。
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