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动力调谐陀螺仪系统辨识方法
引用本文:田凌子,李醒飞,赵建远,王亚辉. 动力调谐陀螺仪系统辨识方法[J]. 计算机应用, 2014, 34(12): 3641-3645
作者姓名:田凌子  李醒飞  赵建远  王亚辉
作者单位:1. 精密测试技术及仪器国家重点实验室(天津大学),天津 3000722. 天津大学 精密仪器与光电子工程学院,天津 300072;
基金项目:国家自然科学基金资助项目;国家重点实验室开放基金资助项目
摘    要:针对动力调谐陀螺仪(DTG)系统辨识中,传统辨识方法(最小二乘类辨识法和频域辨识法)辨识拟合度不高的问题,提出去离群点频域辨识法。该方法结合DTG模型结构特征和固有有色噪声特点,将去离群点思想应用于DTG模型的频域辨识。实验结果表明,去离群点频域辨识法的辨识效果优于最小二乘类辨识法和传统频域辨识法,辨识拟合度在90%以上,并且辨识结果重复性好,辨识算法稳定。在DTG系统辨识中,去离群点频域辨识法能够提高辨识拟合度。

关 键 词:动力调谐陀螺仪  系统辨识  强有色噪声  频域辨识法  最小二乘类辨识法
收稿时间:2014-05-28
修稿时间:2014-07-25

Dynamically tuned gyroscope system identification method
TIAN Lingzi LI Xingfei ZHAO Jianyuan WANG Yahui. Dynamically tuned gyroscope system identification method[J]. Journal of Computer Applications, 2014, 34(12): 3641-3645
Authors:TIAN Lingzi LI Xingfei ZHAO Jianyuan WANG Yahui
Affiliation:1. College of Precision Instrument and Opto-electronics Engineering, Tianjin University, Tianjin 300072,China;
2. State Key Laboratory of Precision Measuring Technology and Instruments (Tianjin University), Tianjin 300072, China
Abstract:In Dynamically Tuned Gyroscope (DTG) system, traditional identification methods, including least square identification method and traditional frequency domain identification method, could not achieve acceptable identification fitness degree. To deal with this problem, outlier-eliminated frequency identification method was proposed. In consideration of the characteristics of DTG model structure and intrinsic colored noise, outlier-eliminated method was applied to DTG frequency domain identification. The experimental results indicate that outlier-eliminated frequency identification method, with a fitness degree above 90%, compared with both least square identification method and traditional frequency domain identification method, has a better performance. In addition, outlier-eliminated frequency identification method possesses of good repeatability and stability. Outlier-eliminated frequency identification method could improve the identification fitness degree of DTG system.
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