Extracting and compensating for FOG vibration error based on improved empirical mode decomposition with masking signal

被引:15
作者
Chen, Xiyuan [1 ]
Wang, Wei [1 ]
机构
[1] Southeast Univ, Sch Instrument Sci & Engn, Key Lab Microinertial Instrument & Adv Nav Techno, Minist Educ, Nanjing 210096, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
FIBER-OPTIC GYROSCOPE;
D O I
10.1364/AO.56.003848
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Vibration is an important error source in fiber-optic gyroscopes (FOGs), and the extraction and compensation of vibration signals are important ways to eliminate the error and improve the accuracy of FOG. To decompose the vibration signal better, a new algorithm based on empirical mode decomposition (EMD) with masking signal is proposed in this paper. The masking signal is a kind of sinusoidal signal, and the frequency and amplitude of the masking signal are selected using improved particle swarm optimization. The proposed algorithm is called adaptive masking EMD (AM-EMD). First, the optimal frequency value and range of the masking signal are analyzed and presented. Then, an optimal decomposition of the vibration signal is obtained using the PSO to obtain the optimal frequency and amplitude of the masking signal. Finally, the extraction and compensation of the vibration signal are completed according to the mean value of intrinsic mode functions (IMFs) and the correlation coefficients between IMFs and the vibration signal. Experiments show that the new method can decompose the signal more accurately compared to traditional methods, and the precision of compensation is higher. (C) 2017 Optical Society of America
引用
收藏
页码:3848 / 3856
页数:9
相关论文
共 23 条
[1]   STATISTICS OF ATOMIC FREQUENCY STANDARDS [J].
ALLAN, DW .
PROCEEDINGS OF THE INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS, 1966, 54 (02) :221-&
[2]  
Burns W. K., 1998, OPN Optics & Photonics News, V9, P28, DOI 10.1364/OPN.9.5.000028
[3]   Enhanced environmental performance of fiber optic gyroscope by an adhesive potting technology [J].
Chen, Jun ;
Ding, Nengwen ;
Li, Zhifeng ;
Wang, Wei .
APPLIED OPTICS, 2015, 54 (26) :7828-7834
[4]   Improved hybrid filter for fiber optic gyroscope signal denoising based on EMD and forward linear prediction [J].
Cui, Bingbo ;
Chen, Xiyuan .
SENSORS AND ACTUATORS A-PHYSICAL, 2015, 230 :150-155
[5]  
Deering R, 2005, INT CONF ACOUST SPEE, P485
[6]   A dynamic tactile sensor on photoelastic effect [J].
Dubey, VN ;
Crowder, RM .
SENSORS AND ACTUATORS A-PHYSICAL, 2006, 128 (02) :217-224
[7]   Method to determine the optimal layer number for the quadrupolar fiber coil [J].
Gao, Zhongxing ;
Zhang, Yonggang ;
Gao, Wei .
OPTICAL ENGINEERING, 2014, 53 (08)
[8]   The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis [J].
Huang, NE ;
Shen, Z ;
Long, SR ;
Wu, MLC ;
Shih, HH ;
Zheng, QN ;
Yen, NC ;
Tung, CC ;
Liu, HH .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971) :903-995
[9]  
Jiang M, 2015, CHIN CONTR CONF, P5387, DOI 10.1109/ChiCC.2015.7260481
[10]  
Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968