Volume 34 Issue 2
Mar.  2014
Turn off MathJax
Article Contents
Li Weizheng, Meng Qiao. Fault detection for in-orbit satellites using an adaptive prediction model[J]. Chinese Journal of Space Science, 2014, 34(2): 201-207. doi: 10.11728/cjss2014.02.201
Citation: Li Weizheng, Meng Qiao. Fault detection for in-orbit satellites using an adaptive prediction model[J]. Chinese Journal of Space Science, 2014, 34(2): 201-207. doi: 10.11728/cjss2014.02.201

Fault detection for in-orbit satellites using an adaptive prediction model

doi: 10.11728/cjss2014.02.201
  • Received Date: 2013-04-15
  • Rev Recd Date: 2013-09-10
  • Publish Date: 2014-03-15
  • Faults are unavoidable for in-orbit satellites. They are able to be detected by carefully analyzing the telemetry data from these satellites. It is obvious that a good performance of anomaly detection algorithm is very important. This paper presents a new approach which takes the advantage of the similarity of preceding telemetry data to detect current anomaly. Because of its adaptive checking criteria, it can find some faults that cannot be found by some traditional methods. Most of important thing of this algorithm is that no prior knowledge about any particular satellite is needed except telemetry data themselves. In order to prove its availability, we use this new approach to process telemetry data from a China on-orbit satellite in 2012 and a fault is detected instantaneously.

     

  • loading
  • [1]
    Zhang Xiaojie, Zhao Haitao, Miao Qiang. Reliability analysis of satellite system based on dynamic fault tree[J]. J. Astron., 2009, 30(3):1249-1254. In Chinese (张晓洁, 赵海涛, 苗强. 基于动态故障树的卫星系统可靠性分析[J]. 宇 航学报, 2009, 30(3):1249-1254)
    [2]
    Jiang Lianxiang, Li Huawang, Yang Genqing. A survey of spacecraft autonomous fault diagnosis research[J]. J. Astron., 2009, 30(4):1320-1326. In Chinese (姜连祥, 李华旺, 杨根庆. 航天器自主故障诊断技术研究进展[J]. 宇航学报, 2009, 30(4):1320-1326)
    [3]
    Michael J C, David E M, Thomas J S, et al. Comparison of electronics reliability assessment approaches[J]. IEEE Trans. Reliab., 1993, 42(4):542-546
    [4]
    Li Xiaolei, Han Jiawei, Sangkyum K. Motion-alert, automatic anomaly detection in massive moving objects[J]. Lect. Notes Comput. Sci., 2006, 3975:166-177
    [5]
    Lagunas M A. The periodogram envelope in parametric and non-parametric spectral estimation[C]//International Conference on Acoustics, Speech, and Signal Processing. Glasgow: IEEE, 1989
    [6]
    Wang Zhenhua, Zhang Miao, Shen Yi. Actuator fault detection and isolation for the attitude control system of satellite[J]. J. Harbin Inst. Technol., 2013, 45(2):72-76. In Chinese (王振华, 张淼, 沈毅. 卫星姿态控制系统执行器故障检测与分 离[J]. 哈尔滨工业大学学报, 2013, 45(2):72-76)
    [7]
    Niu Erzhuo, Wang Qing, Dong Chaoyang. Robust fault detection of a class of network control system for flight vehicle[J]. J. Astron., 2012, 33(12):1736-1741. In Chinese (牛尔卓, 王青, 董朝阳. 一类飞行器网络控制系统的鲁棒故障检 测算法[J]. 宇航学报, 2011, 33(12):1736-1741)
    [8]
    Navarro-Moreno J. ARMA prediction of widely linear systems by using the innovations algorithm[J]. IEEE Trans. Signal Proc., 2008, 34(2):3061-3068
    [9]
    Chen Zhengsheng, Lü Zhiping, Zhang Qinghua, Wang Peng. GPS satellite clock error predicting based on ARMA analysis[J]. Sci. Surv. Mapp., 2011, 36(3):123-128
    [10]
    Li Ruiying, Kang Rui. Research on failure rate forecasting method based oil ARMA model[J]. Syst. Eng. Electron., 2008, 45(30):345-351
    [11]
    Celenk M. Predictive network anomaly detection and visualization[J].IEEE Trans. Inf. Forens. Secur., 2010, 35(2):288-299
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article Views(1455) PDF Downloads(1703) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return