Compensation Method for Temperature Error of Fiber Optic Gyroscope based on Support Vector Machine

被引:0
|
作者
Yu, Fei [1 ]
Fan, Shiwei [1 ]
Zhang, Ya [1 ]
Wu, Pengfei [1 ]
Chang, Jiachong [1 ]
机构
[1] Harbin Inst Technol, Sch Elect Engn & Automat, Harbin, Heilongjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
fiber optic gyroscope; temperature error; support vector machine; error compensation; ALGORITHM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The error of fiber optic gyroscope (FOG) seriously affects the positioning accuracy of inertial navigation system. The temperature of the environment seriously affects the accuracy of FOG. And the temperature error mathematical model of fiber optic gyroscope is analyzed. Based on the function fitting capability of support vector machine (SVM), a new modeling and compensation method for gyroscope temperature error is proposed. Experiment results demonstrate that the proposed method can decrease 95% temperature error of FOG and promote its adaptability towards environmental temperature of FOG.
引用
收藏
页码:16 / 21
页数:6
相关论文
共 50 条
  • [41] The method of MEMS gyroscope random error compensation based on ARMA
    Ding, Mingkuan
    Shi, Zhiyong
    Du, Binhan
    Wang, Huaiguang
    Han, Lanyi
    Cheng, Zejun
    [J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2021, 32 (12)
  • [42] Fiber Optic Gyro Temperature Error Compensation Based on Multi- parameter Model
    Dai, Shaowu
    Zheng, Baidong
    Dai, Hongde
    [J]. 2018 IEEE CSAA GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2018,
  • [43] Temperature compensation of light addressable potentiometric sensor based on support vector machine
    Guangxi Key Laboratory of Automatic Detecting Technology and Instruments, School of Life and Environmental Sciences, Guilin University of Electronic Technology, Guilin, China
    不详
    [J]. Guangdianzi Jiguang, 12 (2272-2277):
  • [44] Multiple Optical Compensation in Interferometric Fiber-Optic Gyroscope for Polarization Nonreciprocal Error Suppression
    Lu, Ping
    Wang, Zinan
    Yang, Yi
    Zhao, Dayu
    Xiong, Siyadong
    Li, Yulin
    Peng, Chao
    Li, Zhengbin
    [J]. IEEE PHOTONICS JOURNAL, 2014, 6 (05):
  • [45] Research on the characteristic of bias error and noise analysis method of fiber optic gyroscope
    Yang, Yuanhong
    Meng, Chenxue
    [J]. Guangxue Xuebao/Acta Optica Sinica, 2014, 34 (12):
  • [46] Application of Least Squares-Support Vector Machine in system-level temperature compensation of ring laser gyroscope
    Wei, Guo
    Li, Geng
    Wu, Yan
    Long, Xingwu
    [J]. MEASUREMENT, 2011, 44 (10) : 1898 - 1903
  • [47] Support Vector Machine Based Nonlinear Compensation for Few Mode Fiber Transmission Systems
    Sidelnikov, Oleg
    Redyuk, Alexey
    Ferreira, Filipe
    Sygletos, Stylianos
    [J]. 2017 CONFERENCE ON LASERS AND ELECTRO-OPTICS EUROPE & EUROPEAN QUANTUM ELECTRONICS CONFERENCE (CLEO/EUROPE-EQEC), 2017,
  • [48] An improved temperature compensation circuit for SLD light source of fiber-optic gyroscope
    Chen, Xian
    Yang, Jianhua
    Zhou, Yilan
    Shu, Xiaowu
    [J]. INTERNATIONAL CONFERENCE ON FLUID MECHANICS AND INDUSTRIAL APPLICATIONS (FMIA 2017), 2017, 916
  • [49] Temperature drift modeling and real-time compensation of interferometric fiber optic gyroscope
    Jin, Jing
    Song, Ningfang
    Li, Lijing
    [J]. Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica, 2007, 28 (06): : 1449 - 1454
  • [50] Long short-term memory network of machine learning for compensating temperature error of a fiber optic gyroscope independent of the temperature sensor
    Cao, Yin
    Xu, Wenyuan
    Lin, Bo
    Zhu, Yuang
    Meng, Fanchao
    Zhao, Xiaoting
    Ding, Jinmin
    Lou, Shugin
    Wang, Xin
    He, Jingwen
    Sheng, Xinzhi
    Liang, Sheng
    [J]. APPLIED OPTICS, 2022, 61 (28) : 8212 - 8222