利用航天器导航数据检测撞击引起的轨道微扰的方法

IF 1.3 4区 工程技术 Q2 ENGINEERING, AEROSPACE Journal of Spacecraft and Rockets Pub Date : 2023-05-21 DOI:10.2514/1.a35495
A. Bennett, R. Carpenter, H. Schaub
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引用次数: 0

摘要

由于空间物体数量的增加,碎片撞击正在运行的航天器变得越来越普遍。样本返回任务表明有数百次轻微撞击,但通常只有在撞击导致航天器性能异常时才会进行严格的分析。开发技术来识别和评估不会立即导致异常行为的轻微撞击,有助于验证碎片种群模型,并有助于确定未来异常的归属。这项研究开发了检测微小碎片撞击的微妙突然轨道扰动的方法。基于模拟的全状态(即GPS)测量,使用具有动态模型补偿的扩展卡尔曼滤波器来估计航天器的轨道状态。滤波器在时间上前后应用于数据,然后使用改进的Fraser–Potter平滑器来产生融合状态估计。开发并比较了各种测试统计数据,以确定航天器速度的突然意外变化;技术包括McReynold滤波器平滑一致性测试和前向和后向滤波器状态之间的Mahalanobis距离。进行了权衡研究,以研究作为滤波器参数函数的测试统计的性能,蒙特卡罗分析说明了滤波器检测和估计打击的能力。
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Methods to Detect Impact-Induced Orbit Perturbations Using Spacecraft Navigation Data
Debris strikes on operational spacecraft are becoming more common due to increasing numbers of space objects. Sample return missions indicate hundreds of minor strikes, but rigorous analysis is often only performed when a strike causes an anomaly in spacecraft performance. Developing techniques to identify and assess minor strikes that do not immediately cause anomalous behavior can help to validate models for debris populations and aid in the attribution of future anomalies. This study develops methods to detect subtle abrupt orbit perturbations indicative of minor debris strikes. An extended Kalman filter with dynamic model compensation is used to estimate a spacecraft’s orbit state based on simulated full-state (i.e., GPS) measurements. The filter is applied to the data forward and backward in time, and then a modified Fraser–Potter smoother is used to produce a fused state estimate. Various test statistics are developed and compared to identify abrupt unexpected changes in spacecraft velocity; techniques include McReynold’s filter-smoother consistency test and the Mahalanobis distance between forward and backward filter states. A trade study is performed to investigate the performance of test statistics as a function of filter parameters, and a Monte Carlo analysis illustrates the filter’s ability to detect and estimate strikes.
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来源期刊
Journal of Spacecraft and Rockets
Journal of Spacecraft and Rockets 工程技术-工程:宇航
CiteScore
3.60
自引率
18.80%
发文量
185
审稿时长
4.5 months
期刊介绍: This Journal, that started it all back in 1963, is devoted to the advancement of the science and technology of astronautics and aeronautics through the dissemination of original archival research papers disclosing new theoretical developments and/or experimental result. The topics include aeroacoustics, aerodynamics, combustion, fundamentals of propulsion, fluid mechanics and reacting flows, fundamental aspects of the aerospace environment, hydrodynamics, lasers and associated phenomena, plasmas, research instrumentation and facilities, structural mechanics and materials, optimization, and thermomechanics and thermochemistry. Papers also are sought which review in an intensive manner the results of recent research developments on any of the topics listed above.
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