Remaining useful life prediction of FOGs used for satellite based on Wiener process

Tang Shengjin; Guo Xiaosong; Si Xiaosheng; Wang Zhenye

Volume 42 Issue 12

Jan. 2014

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Article Navigation > Infrared and Laser Engineering > 2013 > 42(12): 3347-3352

Tang Shengjin, Guo Xiaosong, Si Xiaosheng, Wang Zhenye. Remaining useful life prediction of FOGs used for satellite based on Wiener process[J]. Infrared and Laser Engineering, 2013, 42(12): 3347-3352.

Citation:

Tang Shengjin, Guo Xiaosong, Si Xiaosheng, Wang Zhenye. Remaining useful life prediction of FOGs used for satellite based on Wiener process[J]. Infrared and Laser Engineering, 2013, 42(12): 3347-3352.

Remaining useful life prediction of FOGs used for satellite based on Wiener process

1.
202 Teaching and Researching Section,The Second Artillery Engineering University,Xi'an 710025,China;
2.
302 Teaching and Researching Section,The Second Artillery Engineering University,Xi'an 710025,China

Received Date: 2013-04-10
Rev Recd Date: 2013-05-12
Publish Date: 2013-12-25

Abstract

Remaining useful life(RUL) prediction of the fiber-optic gyroscopes(FOG) working in the space environment is the key issue in health management of satellite. Among the literature about the reliability estimation of the FOGs based on degradation process, the current methods didn't consider the unit-to-unit variation of the equipments with the same type. Therefore, in this paper a random variable model based on Wiener process was presented to model the degradation process of the FOG for satellite. In the presented model, the drift parameter of the Wiener process was considered as a random variable to describe the unit-to-unit variation of different equipments, and the traditional Wiener process turns out to be its special case. Based on the model, the information of reliability and RUL can be obtained. The simulation results show that the proposed method can generate reasonably better results than the traditional model and thus can be potentially applied in practice.
- fibre-optic gyroscope,
- degradation,
- Wiener process,
- remaining useful life

References

[1]	Yang Yuanhong, Shen Tong, Guo Jinjin. Fiber optic gyroscope technology and application[J]. Infrared and Laser Engineering, 2007, 36(5): 626-631. (in Chinese) 杨远洪, 申彤, 郭锦锦. 光纤陀螺技术及应用[J]. 红外与激光工程, 2007, 36(5): 626-631.
[2]	Wang Wei, Yang Qingsheng, Wang Xuefeng. Application of fiber-optic gyro in space and key technology[J]. Infrared and Laser Engineering, 2006, 35(5): 509-512. (in Chinese) 王巍, 杨清生, 王学锋. 光纤陀螺的空间应用及其关键术[J]. 红外与激光工程, 2006, 35(5): 509-512.
[3]	Ma Jing, Xin Bo. FOG reliability analysis based on space use environment[J]. Journal of Chinese Inertial Technology, 2006, 14(6): 81-85. (in Chinese) 马静, 辛波. 基于空间应用环境的光纤陀螺可靠性分析[J]. 中国惯性技术学报, 2006, 14(6): 81-85.
[4]	Mi Jian, Zhang Chunxi, Li Zheng, et al. Effect of polarization interference on fiber optic gyro performance[J]. Acta Optica Sinica, 2006, 26(8): 1140-1144. (in Chinese) 米剑, 张春熹, 李铮, 等. 偏光干涉对光纤陀螺性能的影响[J]. 光学学报, 2006, 26(8): 1140-1144.
[5]	Liu Dewen, Xiao Wen, Wei Bo. Mechanism of radiation effects on fiber optic gyros[J]. Acta Optica Sinica, 2008, 28(3): 419-422. (in Chinese) 刘德文, 肖文, 魏博. 光纤陀螺受辐照影响机理分析[J]. 光学学报, 2008, 28(3): 419-422.
[6]	Wang Xueqin, Zhang Chunxi, Jin Jing, et al. Radiation-induced attenuation effect on special optical fibers applied in space[J]. Infrared and Laser Engineering, 2011, 40(12): 2516-2520. (in Chinese) 王学勤, 张春熹, 金靖, 等. 空间用特种光纤的辐射致衰减效应[J]. 红外与激光工程, 2011, 40(12): 2516-2520.
[7]	Chao Daihong, Ma Jing, Chen Shuying, et al. Reliability assessment of FOGs used for satellite from degradation data[J]. Infrared and Laser Engineering, 2011, 40(9): 1763-1767. (in Chinese) 晁代宏, 马静, 陈淑英, 等. 基于性能退化的卫星用光纤陀螺可靠性评估[J]. 红外与激光工程, 2011, 40(9): 1763-1767.
[8]	Ma Jing, Yuan Dandan, Chao Daihong, et al. Accelerated storage life evaluation of FOG based on drift Brownian movement[J]. Journal of Chinese Inertial Technology, 2010, 18(6): 756-780. (in Chinese) 马静, 苑丹丹, 晁代宏, 等. 基于漂移布朗运动的光纤陀螺加速贮存寿命评估[J]. 中国惯性技术学报, 2010, 18(6): 756-780.
[9]	Chao Daihong, Ma Jing, Chen Shuying. Assessment of storage reliability for FOGs by multivariate degradation data[J]. Optics and Precision Engineering, 2011, 19(1): 35-40. (in Chinese) 晁代宏, 马静, 陈淑英. 应用多元性能退化量评估光纤陀螺贮存的可靠性[J]. 光学精密工程, 2011, 19(1): 35-40.
[10]	Chao Daihong, Ma Jing, Zhang Chunxi. Reliability assessment of super-luminescent diodes from performance degradation data[J]. Acta Optica Sinica, 2010, 30(10): 3044-3048. (in Chinese) 晁代宏, 马静, 张春熹. 基于性能退化数据的超辐射发光二极管可靠性评估研究[J]. 光学学报, 2010, 30(10): 3044-3048.
[11]	Chao Daihong, Wang Tao, Ma Jing, et al. Degradation failure modeling of SLD based on one-dimensional Brown motion[J]. Infrared and Laser Engineering, 2012, 41(7): 1848-1854. (in Chinese) 晁代宏, 王涛, 马静, 等. 基于一维漂移布朗运动的SLD退化失效建模[J]. 红外与激光工程, 2012, 41(7): 1848-1854.
[12]	Lu C J, Meeker W Q. Using degradation measures to estimate a time-to-failure distribution[J]. Technometrics, 1993, 35: 543-559.
[13]	Peng C Y, Tseng S T. Mis-specification analysis of linear degradation models[J]. IEEE Transactions on Reliability, 2009, 58(3): 444-455.
[14]	Gebraeel N Z, Lawley M A, Li R, et al. Residual-life distributions from component degradation signals: a Bayesian approach[J]. IIE Transactions, 2005, 37: 543-557.
[15]	Si X S, Wang W, Hu C H, et al. Remaining useful life estimation based on a nonlinear diffusion degradation process[J]. IEEE Transactions on Reliability, 2012, 61(1): 50-67.
[16]	Si Xiaosheng, Hu Changhua, Zhou Donghua. Nonlinear degradation process modeling and remaining useful life estimation subject to measurement error[J]. Acta Automatica Sinica, 2013, 39(5): 530-541. (in Chinese) 司小胜, 胡昌华, 周东华. 带测量误差的非线性退化过程建模与剩余寿命估计[J]. 自动化学报, 2013, 39(5): 530-541.
[17]	林元烈. 应用随机过程[M]. 北京: 高等教育出版社, 2002: 47-48.

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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

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Remaining useful life prediction of FOGs used for satellite based on Wiener process

1. 202 Teaching and Researching Section,The Second Artillery Engineering University,Xi'an 710025,China;

2. 302 Teaching and Researching Section,The Second Artillery Engineering University,Xi'an 710025,China

Received Date: 2013-04-10

Rev Recd Date: 2013-05-12

Publish Date: 2013-12-25

Key words:

Abstract: Remaining useful life(RUL) prediction of the fiber-optic gyroscopes(FOG) working in the space environment is the key issue in health management of satellite. Among the literature about the reliability estimation of the FOGs based on degradation process, the current methods didn't consider the unit-to-unit variation of the equipments with the same type. Therefore, in this paper a random variable model based on Wiener process was presented to model the degradation process of the FOG for satellite. In the presented model, the drift parameter of the Wiener process was considered as a random variable to describe the unit-to-unit variation of different equipments, and the traditional Wiener process turns out to be its special case. Based on the model, the information of reliability and RUL can be obtained. The simulation results show that the proposed method can generate reasonably better results than the traditional model and thus can be potentially applied in practice.

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Reference (17)

[1]	Yang Yuanhong, Shen Tong, Guo Jinjin. Fiber optic gyroscope technology and application[J]. Infrared and Laser Engineering, 2007, 36(5): 626-631. (in Chinese) 杨远洪, 申彤, 郭锦锦. 光纤陀螺技术及应用[J]. 红外与激光工程, 2007, 36(5): 626-631.
[2]	Wang Wei, Yang Qingsheng, Wang Xuefeng. Application of fiber-optic gyro in space and key technology[J]. Infrared and Laser Engineering, 2006, 35(5): 509-512. (in Chinese) 王巍, 杨清生, 王学锋. 光纤陀螺的空间应用及其关键术[J]. 红外与激光工程, 2006, 35(5): 509-512.
[3]	Ma Jing, Xin Bo. FOG reliability analysis based on space use environment[J]. Journal of Chinese Inertial Technology, 2006, 14(6): 81-85. (in Chinese) 马静, 辛波. 基于空间应用环境的光纤陀螺可靠性分析[J]. 中国惯性技术学报, 2006, 14(6): 81-85.
[4]	Mi Jian, Zhang Chunxi, Li Zheng, et al. Effect of polarization interference on fiber optic gyro performance[J]. Acta Optica Sinica, 2006, 26(8): 1140-1144. (in Chinese) 米剑, 张春熹, 李铮, 等. 偏光干涉对光纤陀螺性能的影响[J]. 光学学报, 2006, 26(8): 1140-1144.
[5]	Liu Dewen, Xiao Wen, Wei Bo. Mechanism of radiation effects on fiber optic gyros[J]. Acta Optica Sinica, 2008, 28(3): 419-422. (in Chinese) 刘德文, 肖文, 魏博. 光纤陀螺受辐照影响机理分析[J]. 光学学报, 2008, 28(3): 419-422.
[6]	Wang Xueqin, Zhang Chunxi, Jin Jing, et al. Radiation-induced attenuation effect on special optical fibers applied in space[J]. Infrared and Laser Engineering, 2011, 40(12): 2516-2520. (in Chinese) 王学勤, 张春熹, 金靖, 等. 空间用特种光纤的辐射致衰减效应[J]. 红外与激光工程, 2011, 40(12): 2516-2520.
[7]	Chao Daihong, Ma Jing, Chen Shuying, et al. Reliability assessment of FOGs used for satellite from degradation data[J]. Infrared and Laser Engineering, 2011, 40(9): 1763-1767. (in Chinese) 晁代宏, 马静, 陈淑英, 等. 基于性能退化的卫星用光纤陀螺可靠性评估[J]. 红外与激光工程, 2011, 40(9): 1763-1767.
[8]	Ma Jing, Yuan Dandan, Chao Daihong, et al. Accelerated storage life evaluation of FOG based on drift Brownian movement[J]. Journal of Chinese Inertial Technology, 2010, 18(6): 756-780. (in Chinese) 马静, 苑丹丹, 晁代宏, 等. 基于漂移布朗运动的光纤陀螺加速贮存寿命评估[J]. 中国惯性技术学报, 2010, 18(6): 756-780.
[9]	Chao Daihong, Ma Jing, Chen Shuying. Assessment of storage reliability for FOGs by multivariate degradation data[J]. Optics and Precision Engineering, 2011, 19(1): 35-40. (in Chinese) 晁代宏, 马静, 陈淑英. 应用多元性能退化量评估光纤陀螺贮存的可靠性[J]. 光学精密工程, 2011, 19(1): 35-40.
[10]	Chao Daihong, Ma Jing, Zhang Chunxi. Reliability assessment of super-luminescent diodes from performance degradation data[J]. Acta Optica Sinica, 2010, 30(10): 3044-3048. (in Chinese) 晁代宏, 马静, 张春熹. 基于性能退化数据的超辐射发光二极管可靠性评估研究[J]. 光学学报, 2010, 30(10): 3044-3048.
[11]	Chao Daihong, Wang Tao, Ma Jing, et al. Degradation failure modeling of SLD based on one-dimensional Brown motion[J]. Infrared and Laser Engineering, 2012, 41(7): 1848-1854. (in Chinese) 晁代宏, 王涛, 马静, 等. 基于一维漂移布朗运动的SLD退化失效建模[J]. 红外与激光工程, 2012, 41(7): 1848-1854.
[12]	Lu C J, Meeker W Q. Using degradation measures to estimate a time-to-failure distribution[J]. Technometrics, 1993, 35: 543-559.
[13]	Peng C Y, Tseng S T. Mis-specification analysis of linear degradation models[J]. IEEE Transactions on Reliability, 2009, 58(3): 444-455.
[14]	Gebraeel N Z, Lawley M A, Li R, et al. Residual-life distributions from component degradation signals: a Bayesian approach[J]. IIE Transactions, 2005, 37: 543-557.
[15]	Si X S, Wang W, Hu C H, et al. Remaining useful life estimation based on a nonlinear diffusion degradation process[J]. IEEE Transactions on Reliability, 2012, 61(1): 50-67.
[16]	Si Xiaosheng, Hu Changhua, Zhou Donghua. Nonlinear degradation process modeling and remaining useful life estimation subject to measurement error[J]. Acta Automatica Sinica, 2013, 39(5): 530-541. (in Chinese) 司小胜, 胡昌华, 周东华. 带测量误差的非线性退化过程建模与剩余寿命估计[J]. 自动化学报, 2013, 39(5): 530-541.
[17]	林元烈. 应用随机过程[M]. 北京: 高等教育出版社, 2002: 47-48.

Remaining useful life prediction of FOGs used for satellite based on Wiener process

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