Precise Orbit Determination Based on the Unscented Transform for Optical Observations

IF 0.6 Q4 ASTRONOMY & ASTROPHYSICS
Hyewon Hwang, Eunji Lee, Sang-Young Park
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引用次数: 0

Abstract

In this study, the precise orbit determination (POD) software is developed for optical observation. To improve the performance of the estimation algorithm, a nonlinear batch filter, based on the unscented transform (UT) that overcomes the disadvantages of the least-squares (LS) batch filter, is utilized. The LS and UT batch filter algorithms are verified through numerical simulation analysis using artificial optical measurements. We use the real optical observation data of a low Earth orbit (LEO) satellite, Cryosat-2, observed from optical wide-field patrol network (OWL-Net), to verify the performance of the POD software developed. The effects of light travel time, annual aberration, and diurnal aberration are considered as error models to correct OWL-Net data. As a result of POD, measurement residual and estimated state vector of the LS batch filter converge to the local minimum when the initial orbit error is large or the initial covariance matrix is smaller than the initial error level. However, UT batch filter converges to the global minimum, irrespective of the initial orbit error and the initial covariance matrix.
基于Unscented变换的光学观测精确定轨
本研究开发了用于光学观测的精确定轨(POD)软件。为了提高估计算法的性能,采用了一种基于unscented变换(UT)的非线性批处理滤波器,克服了最小二乘(LS)批处理滤波器的缺点。通过人工光学测量的数值模拟分析,验证了LS和UT批处理滤波算法。利用低地球轨道(LEO)卫星Cryosat-2的光学广域巡视网(OWL-Net)的真实光学观测数据,验证了POD软件的性能。考虑光传播时间、年像差和日像差的影响作为校正OWL-Net数据的误差模型。由于POD,当初始轨道误差较大或初始协方差矩阵小于初始误差水平时,LS批处理滤波器的测量残差和估计状态向量收敛到局部最小值。而UT批处理滤波器在不考虑初始轨道误差和初始协方差矩阵的情况下收敛到全局最小值。
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来源期刊
Journal of Astronomy and Space Sciences
Journal of Astronomy and Space Sciences ASTRONOMY & ASTROPHYSICS-
CiteScore
1.30
自引率
20.00%
发文量
0
审稿时长
12 weeks
期刊介绍: JASS aims for the promotion of global awareness and understanding of space science and related applications. Unlike other journals that focus either on space science or on space technologies, it intends to bridge the two communities of space science and technologies, by providing opportunities to exchange ideas and viewpoints in a single journal. Topics suitable for publication in JASS include researches in the following fields: space astronomy, solar physics, magnetospheric and ionospheric physics, cosmic ray, space weather, and planetary sciences; space instrumentation, satellite dynamics, geodesy, spacecraft control, and spacecraft navigation. However, the topics covered by JASS are not restricted to those mentioned above as the journal also encourages submission of research results in all other branches related to space science and technologies. Even though JASS was established on the heritage and achievements of the Korean space science community, it is now open to the worldwide community, while maintaining a high standard as a leading international journal. Hence, it solicits papers from the international community with a vision of global collaboration in the fields of space science and technologies.
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