论文标题

贝叶斯形状的重建和小行星上自动着陆的最佳指导

Bayesian Shape Reconstruction and Optimal Guidance for Autonomous Landing on Asteroids

论文作者

Kulumani, Shankar, Lee, Taeyoung

论文摘要

小行星精确形状的构建对于航天器操作至关重要,因为重力电势取决于空间质量分布。典型的塑造确定方法需要延长任务的映射阶段,在该阶段上收集了广泛的测量并传输了基于地球的处理。本文提出了一系列的方法,可以探索一个未知的小行星,并以载板计算,并以最佳方式降落在其表面积上。主要的动机是避免长期绘制或初步地面观测的延长时期,这些观测值通常是小行星周围的任务中所需的。首先,根据贝叶斯框架,使用从航天器到表面的范围测量值逐渐纠正初始形状估计。然后,提出了最佳的指导方案来控制范围传感器的有利位置,以构建小行星形状的完整3D模型。然后将此形状模型用于非线性控制器中,以跟踪有关小行星的所需轨迹。最后,提出了一种多分辨率方法,以在指定的位置构建更高的保真度形状表示,同时避免了均匀高分辨率网格的固有负担。这种方法可以在潜在的着陆点周围进行准确的形状确定。我们使用小行星的多种雷达形状模型证明了这种方法,并提供了有关小行星4769 Castalia的完整动力学模拟。

Construction of the precise shape of an asteroid is critical for spacecraft operations as the gravitational potential is determined by spatial mass distribution. The typical approach to shape determination requires a prolonged mapping phase of the mission over which extensive measurements are collected and transmitted for Earth-based processing. This paper presents a set of approaches to explore an unknown asteroid with onboard calculations, and to land on its surface area selected in an optimal fashion. The main motivation is to avoid the extended period of mapping or preliminary ground observations that are commonly required in spacecraft missions around asteroids. First, range measurements from the spacecraft to the surface are used to incrementally correct an initial shape estimate according to the Bayesian framework. Then, an optimal guidance scheme is proposed to control the vantage point of the range sensor to construct a complete 3D model of the asteroid shape. This shape model is then used in a nonlinear controller to track a desired trajectory about the asteroid. Finally, a multi resolution approach is presented to construct a higher fidelity shape representation in a specified location while avoiding the inherent burdens of a uniformly high resolution mesh. This approach enables for an accurate shape determination around a potential landing site. We demonstrate this approach using several radar shape models of asteroids and provide a full dynamical simulation about asteroid 4769 Castalia.

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