Consensus-based quaternion estimation for aggregated spacecraft system with multiple sensors

Xiaoyun Liu, Chunshi Fan, Ziyang Meng, Xiaochu Wang, N. Zhang
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引用次数: 1

Abstract

In this paper, we consider the consensus-based quaternion estimation problem of aggregated spacecraft with multiple sensors. It is known that the quaternion has an inherent unit-norm constraint and a subtle ambiguity since the mapping from the rotation matrix to the quaternion is two-to-one. These facts imply that the updates for the quaternion should be multiplicative instead of additive and make it nontrivial to extend the classical Kalman consensus filter (based on the additive update) for quaternion estimation problem. In order to solve this problem, we propose a novel multiplicative quaternion Kalman consensus filter (MQK-CF) in this paper. We compare the proposed MQK-CF with an additive consensus-based quaternion filter. It turns out that the additive consensus-based quaternion filter suffers from erroneous fusion of datum due to its sensitivity to numerical errors. The validity of the proposed multiplicative quaternion Kalman consensus filter is verified by numerical simulations for a static attitude estimation scenario.
基于共识的多传感器航天器聚合系统四元数估计
本文研究了基于共识的多传感器聚合航天器四元数估计问题。众所周知,四元数具有固有的单位范数约束和微妙的模糊性,因为从旋转矩阵到四元数的映射是二对一的。这些事实意味着四元数的更新应该是乘法的而不是加性的,这使得经典卡尔曼一致滤波器(基于加性更新)在四元数估计问题上的扩展变得非常重要。为了解决这一问题,本文提出了一种新的乘四元数卡尔曼共识滤波器(MQK-CF)。我们将提出的MQK-CF与基于共识的四元数过滤器进行了比较。结果表明,基于加性共识的四元数滤波器由于对数值误差的敏感性,导致了数据的错误融合。通过静态姿态估计场景的数值仿真,验证了所提出的乘四元数卡尔曼一致性滤波器的有效性。
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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