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基于BP神經(jīng)網(wǎng)絡(luò )的衛星故障診斷方法
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(1.航天東方紅衛星有限公司,北京 100094;2.中國空間技術(shù)研究院,北京 100094)

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蘇振華(1987-),男,山東,工程師,主要從事小衛星綜合測試方向的研究。[FQ)]

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A Method of Satellite Fault Diagnosis Based on BP Neural Network
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(1.DFH Satellite Co.,Ltd., Beijing 100094, China ;2.China Academy of Space Technology, Beijing 100094)

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    摘要:

    為了有效地利用衛星下傳的海量遙測數據,在測試過(guò)程中對衛星進(jìn)行實(shí)時(shí)的故障診斷,提出了一種基于BP神經(jīng)網(wǎng)絡(luò )的衛星故障診斷方法;該方法包括離線(xiàn)自主學(xué)習和實(shí)時(shí)在線(xiàn)故障診斷兩部分;離線(xiàn)自主學(xué)習部分基于歷史數據庫和更新樣本進(jìn)行自主學(xué)習,學(xué)習獲得神經(jīng)網(wǎng)絡(luò )模型存儲于知識庫;實(shí)時(shí)在線(xiàn)故障診斷部分依據相應的神經(jīng)網(wǎng)絡(luò )模型,對遙測數據進(jìn)行實(shí)時(shí)在線(xiàn)的診斷;為了驗證基于BP神經(jīng)網(wǎng)絡(luò )的衛星故障診斷方法的有效性和優(yōu)越性,以現有型號三軸穩定近地衛星控制分系統為實(shí)驗對象,利用該方法對具有代表性的紅外地球敏感器和動(dòng)量輪的相關(guān)遙測數據進(jìn)行分析;通過(guò)將該方法的實(shí)驗結果與基于Kalman濾波的方法的實(shí)驗結果進(jìn)行對比分析,表明該方法能夠有效地對衛星的故障進(jìn)行診斷。

    Abstract:

    In order to effectively use of the massive remote sensing data transmitted from satellites, in the process of testing for satellite real-time fault diagnosis, a method of satellite fault diagnosis based on BP neural network is proposed. The method includes offline autonomous learning and the real-time online fault diagnosis. The offline autonomous learning part automatically learns based on historical database and the updated samples, learning for neural network model is stored in the knowledge base. The real-time on-line fault diagnosis part is for the diagnosis of remote sensing data in real time online, based on the corresponding neural network model. To verify the method of satellite fault diagnosis based on BP neural network is effective and superior, with the control subsystem of the three axis stabilized near earth satellite as experimental object, the method is used to analysis the typical remote sensing data of infrared earth sensors and momentum wheel. By the experimental results analysis of this method and the method based on Kalman filtering, the experimental results show that the method is effective to satellite fault diagnosis.

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引用本文

蘇振華,陸文高,齊晶,薛野,陳逢田.基于BP神經(jīng)網(wǎng)絡(luò )的衛星故障診斷方法計算機測量與控制[J].,2016,24(5):63-66.

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  • 收稿日期:2015-11-17
  • 最后修改日期:2016-01-04
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  • 在線(xiàn)發(fā)布日期: 2016-07-27
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