Fault Diagnosis of Satellite Attitude Control Systems Using Random Forest Algorithm

被引：0
|
作者：
Huang J. [1 ]
Liu Y. [1 ]
Zhong M.-Y. [1 ]
Yang R. [2 ]
Li W.-B. [3 ]
Liu C.-R. [3 ,4 ]
机构：
[1] College of Electrical Engineering and Automation, Shandong University of Science and Technology, Qingdao
[2] School of Advanced Technology, Xi'an Jiaotong-Liverpool University, Suzhou
[3] Beijing Institute of Control Engineering, Beijing
[4] Science and Technology on Space Intelligent Control Laboratory, Beijing
来源：
Yuhang Xuebao/Journal of Astronautics | 2021年 / 42卷 / 04期
关键词：
Decision trees; Fault diagnosis; Random forest; Satellite attitude control;
D O I：
10.3873/j.issn.1000-1328.2021.04.012
中图分类号：
学科分类号：
摘要：
To cope with the closed-loop controls and strong external disturbances, a fault diagnosis method based on the random forest (RF) algorithm is proposed for satellite attitude control systems. Firstly, various types of signals in satellite attitude control systems in different faulty scenarios are collected. Then, some characteristics of the data are extracted and a RF-based fault diagnosis model is established correspondingly. The possible faults can be diagnosed via injecting the real-time data into the obtained RF-based model. The effectiveness of the proposed method is illustrated on a semi-physical simulation platform, and the comparison results show that our approach can identify a variety of faults with high accuracy and efficiency. © 2021, Editorial Dept. of JA. All right reserved.
引用
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页码：513 / 521
页数：8
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共 30 条
  • [1] Shen Yi, Li Li-liang, Wang Zhen-hua, A review of fault diagnosis and fault-tolerant control techniques for spacecraft, Journal of Astronautics, 41, 6, pp. 647-656, (2020)
  • [2] Wang Jia-yi, Wen Xin, Research status and progress of fault diagnosis technology for spacecraft, Aero Weaponry, 5, pp. 71-76, (2016)
  • [3] Fan Wen, Cheng Yue-hua, Jiang Bin, Et al., Reconfigurability analysis for satellite attitude control systems, Journal of Astronautics, 35, 2, pp. 185-191, (2014)
  • [4] Yin S, Xiao B, Ding S X, Et al., A review on recent development of spacecraft attitude fault tolerant control system, IEEE Transactions on Industrial Electronics, 63, 5, pp. 3311-3320, (2016)
  • [5] Yuan Bin-wen, You Zheng, Meng Zi-yang, Et al., Observer-based attitude fault-tolerant control of bias momentum mic-rosatellite, Journal of Astronautics, 39, 12, pp. 1348-1356, (2018)
  • [6] Jia Qing-xian, Zhang Ying-chun, Chen Xue-qin, Et al., Observer design for fault reconstruction in satellite attitude control system, Journal of Astronautics, 37, 4, pp. 442-450, (2016)
  • [7] Baldi P, Castaldi P, Mimmo N, Et al., A new aerodynamic decoupled frequential FDIR methodology for satellite actuator faults, International Journal of Adaptive Control and Signal Processing, 28, 9, pp. 812-832, (2014)
  • [8] Zhong M Y, Liu C R, Zhou D H, Et al., Probability analysis of fault diagnosis performance for satellite attitude control systems, IEEE Transactions on Industrial Informatics, 15, 11, pp. 5867-5876, (2019)
  • [9] Chen X Q, Liu M., A two-stage extended Kalman filter method for fault estimation of satellite attitude control systems, Journal of the Franklin Institute, 357, 2, pp. 2354-2370, (2016)
  • [10] Chen Xin, Wei Bing-yi, Wen Xin, Study of support vector machine based faults diagnosis for satellite's actuators, Chinese Space Science and Technology, 38, 2, pp. 47-55, (2018)
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