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Probabilistic Validation of Simplified Models of Spacecraft Formations near Libration Points

机译:靠近交点的航天器编队简化模型的概率验证

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摘要

This paper introduces a method to probabilistically evaluate the validity of dynamics model approximations, and applies this method to simplified models of satellite formation dynamics near the Sun–Earth/Moon L2 libration point. The method uses a Monte Carlo scheme similar to a sampling importance resampling (SIR) filter to evolve state probability densities through several satellite dynamics models of differing complexity. The evolved densities are fit with a Gaussian mixture model and compared probabilistically to evaluate the validity of the simplified dynamics models over time. With this method, analysis of a formation flying mission on a halo orbit near the Sun/Earth-Moon L2 point reveals a 2 hr window of validity in which the relative satellite dynamics are indistinguishable from a double integrator (DI) and initial relative velocities drive model uncertainty.
机译:本文介绍了一种概率模型来评估动力学模型逼近度的有效性,并将该方法应用于太阳-地球/月亮L2释放点附近的卫星编队动力学简化模型。该方法使用类似于采样重要性重采样(SIR)滤波器的蒙特卡洛方案,通过几种复杂程度不同的卫星动力学模型来演化状态概率密度。演化后的密度与高斯混合模型拟合,并通过概率比较来评估简化的动力学模型随时间的有效性。通过这种方法,对太阳/地球-月亮L2点附近晕圈轨道上的编队飞行任务的分析揭示了2小时的有效性窗口,在该窗口中,相对卫星动力学与双积分器(DI)没有区别,并且初始相对速度驱动模型不确定性。

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