Comparison of EKF&UKF for GNSS Based Micro Satellite Orbital State Estimation

被引:0
|
作者
Sever, Mert [1 ]
Erkec, Tuncay Yunus [1 ]
Hajiyev, Chingiz [2 ]
机构
[1] Natl Def Univ, Ataturk Strateg Studies & Grad Inst, Istanbul, Turkiye
[2] Istanbul Tech Univ, Fac Aeronaut & Astronaut, Istanbul, Turkiye
关键词
GNSS; satellite; extended kalman filter; unscented kalman filter; orbit; localization;
D O I
10.1109/RAST57548.2023.10198010
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In recent times, there has been a growing interest in improving satellite orbital state estimation techniques. This is mainly driven by the need to reduce the cost of space missions, accommodate complex mission requirements, and overcome the limitations associated with the use of a single satellite. In this study, we propose a GNSS-based actual distance model (Pseudo-running model) for estimating satellite states. Additionally, we utilize the Extended Kalman Filter (EKF) and Unscented Kalman Filter (UKF) methods to acquire precise state estimations for both mother and tracker satellites. The focus of this study is to compare the performance of the different estimation models. Furthermore, we incorporate J2 satellite orbital disturbance in our state predictions using EKF and UKF methods. Overall, the findings from this study contribute to the body of knowledge in satellite state estimation and provide useful insights for future space missions.
引用
收藏
页数:7
相关论文
共 50 条
  • [41] UKF based Fault Detection and State Estimation for Nonlinear Systems with Correlated Noise
    Chen, Hongxue
    Yan, Liping
    Xia, Yuanqing
    Fu, Mengyin
    Xiao, Bo
    Hu, Guangzheng
    Li, Huifang
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 5294 - 5299
  • [42] State-of-Charge Estimation Using an EKF-Based Adaptive Observer
    Afshar, Sepideh
    Morris, Kirsten
    Khajepour, Amir
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2019, 27 (05) : 1907 - 1923
  • [43] Battery Internal State Estimation: Simulation Based Analysis on EKF and Auxiliary PF
    Pathuri-Bhuvana, V.
    Unterrieder, C.
    Fischer, J.
    COMPUTER AIDED SYSTEMS THEORY, PT 1, 2013, 8111 : 469 - 475
  • [44] Performance Comparison of EKF-Based Algorithms for Orientation Estimation on Android Platform
    Goslinski, Jaroslaw
    Nowicki, Michal
    Skrzypczynski, Piotr
    IEEE SENSORS JOURNAL, 2015, 15 (07) : 3781 - 3792
  • [45] An Effective Integrity Monitoring Scheme for GNSS/INS/Vision Integration Based on Error State EKF Model
    Jiang, Haitao
    Li, Tuan
    Song, Dan
    Shi, Chuang
    IEEE SENSORS JOURNAL, 2022, 22 (07) : 7063 - 7073
  • [46] Comparison of GNSS Satellite Clock Stability Based on High Frequency Observations
    Li M.
    Zhang S.
    Hu Y.
    Hou W.
    Zhang, Shaocheng (gnss.zsc@foxmail.com), 2018, Editorial Board of Medical Journal of Wuhan University (43): : 1490 - 1495and1503
  • [47] Precise clock error estimation of GPS satellite and analysis based on GNSS network
    Li, Haojun
    Wang, Jiexian
    Wang, Hu
    Li, Bofeng
    Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2010, 35 (08): : 1001 - 1003
  • [48] TLE Data based Precise Estimation of Satellite's Orbital Parameters
    Hong, Ju-Hyeon
    Kim, Jeong-Hun
    Kim, Seonggyun
    Ryoo, Chang-Kyung
    2016 16TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2016, : 1025 - 1030
  • [49] State estimation of a solid-state polymerization reactor for PET based on improved SR-UKF
    Liu, Ji
    Gu, Xing Sheng
    ASIA-PACIFIC JOURNAL OF CHEMICAL ENGINEERING, 2010, 5 (02) : 378 - 389
  • [50] State and parameter estimation of solid-state polymerization process for PET based on ISR-UKF
    Liu, Ji
    Gu, Xingsheng
    Zhang, Suzhen
    Huagong Xuebao/CIESC Journal, 2010, 61 (10): : 2651 - 2655