优化卫星近距离操作中标记点布局以提升状态观测精度
Optimal Fiducial Marker Placement for Satellite Proximity Operations Using Observability Gramians
- 用对偶四元数建模卫星相对运动,通过可观测性矩阵评估标记点效果
- 五和十个标记点的最优布局被求解,显著提升非线性轨迹下的状态估计能力
- 适合航天器相对导航与视觉感知系统设计人员参考
本文研究了在执行相对近距离操作的卫星表面最优部署基准标记点的问题。采用对偶四元数建模卫星对的绝对与相对平动及姿态运动方程,并利用经验可观测性格拉米安方法分析相对对偶四元数系统的可观测性。针对每个标记点同时提供光学距离与姿态测量的设定,求解了观测星(追踪星)与目标星之间地球同步飞越场景下的最优标记点配置。数值仿真得出目标星上五个和十个标记点的最优布局方案。结果表明,最优解通过最大化标记点间距离,并选择在非线性轨迹中对状态变化最敏感的位置,实现最佳可观测性,尽管其可见时间较其他候选位置短。文中还介绍了四元数与对偶四元数的定义、性质及其相互关系,并给出了相对运动模型。
原文摘要 · Abstract (English)
This paper investigates optimal fiducial marker placement on the surface of a satellite performing relative proximity operations with an observer satellite. The absolute and relative translation and attitude equations of motion for the satellite pair are modeled using dual quaternions. The observability of the relative dual quaternion system is analyzed using empirical observability Gramian methods. The optimal placement of a fiducial marker set, in which each marker gives simultaneous optical range and attitude measurements, is determined for the pair of satellites. A geostationary flyby between the observing body (chaser) and desired (target) satellites is numerically simulated and the optimal fiducial placement sets of five and ten on the surface of the desired satellite are solved. It is shown that the optimal solution maximizes the distance between fiducial markers and selects marker locations that are most sensitive to measuring changes in the state during the nonlinear trajectory, despite being visible for less time than other candidate marker locations. Definitions and properties of quaternions and dual quaternions, and parallels between the two, are presented alongside the relative motion model.
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