Sensor Fault Diagnosis for Fast Steering Mirror System Based on Kalman Filter | |
Wang Hongju; Bao Qiliang; Yang Haifeng; Tao Sunjie | |
2015 | |
会议名称 | AOPC 2015: OPTICAL DESIGN AND MANUFACTURING TECHNOLOGIES |
会议日期 | 2015 |
卷号 | 9676 |
页码 | 96760B |
中文摘要 | In this paper, to improve the reliability of a two-axis fast steering mirror system with minimum hardware consumption, a fault diagnosis method based on Kalman filter was developed. The dynamics model of the two-axis FSM was established firstly, and then the state-space form of the FSM was adopted. A bank of Kalman filters for fault detection was designed based on the state-space form. The effects of the sensor faults on the innovation sequence were investigated, and a decision approach called weighted sum-squared residual (WSSR) was adopted to isolate the sensor faults. Sensor faults could be detected and isolated when the decision statistics changed. Experimental studies on a prototype system show that the faulty sensor can be isolated timely and accurately. Meanwhile, the mathematical model of FSM system was used to design fault diagnosis scheme in the proposed method, thus the consumption of the hardware and space is decreased. |
英文摘要 | In this paper, to improve the reliability of a two-axis fast steering mirror system with minimum hardware consumption, a fault diagnosis method based on Kalman filter was developed. The dynamics model of the two-axis FSM was established firstly, and then the state-space form of the FSM was adopted. A bank of Kalman filters for fault detection was designed based on the state-space form. The effects of the sensor faults on the innovation sequence were investigated, and a decision approach called weighted sum-squared residual (WSSR) was adopted to isolate the sensor faults. Sensor faults could be detected and isolated when the decision statistics changed. Experimental studies on a prototype system show that the faulty sensor can be isolated timely and accurately. Meanwhile, the mathematical model of FSM system was used to design fault diagnosis scheme in the proposed method, thus the consumption of the hardware and space is decreased. |
收录类别 | SCI |
学科主题 | OBSERVER |
语种 | 英语 |
ISSN号 | 0277-786X |
内容类型 | 会议论文 |
源URL | [http://ir.ioe.ac.cn/handle/181551/7416] ![]() |
专题 | 光电技术研究所_光电工程总体研究室(一室) |
推荐引用方式 GB/T 7714 | Wang Hongju,Bao Qiliang,Yang Haifeng,et al. Sensor Fault Diagnosis for Fast Steering Mirror System Based on Kalman Filter[C]. 见:AOPC 2015: OPTICAL DESIGN AND MANUFACTURING TECHNOLOGIES. 2015. |
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