Dynamic angular velocity modeling and error compensation of one-fiber fiber optic gyroscope (OFFOG) in the whole temperature range

Dynamic angular velocity modeling and error compensation of VG095M in the whole temperature range, based on a radial basis function (RBF) neural network, is presented in this paper. With gyro output voltage and environmental temperature as the input and angular velocity as the output, an RBF neural network model is established. The model is trained and validated by the experiment data. The fitting error of the model is 4.3818 × 10−6 deg s−1, which shows that the model has high precision. The experiment data except the data used for modeling were processed with this model. The results show that the maximum, minimum and mean square error of the angular velocity were reduced to 4.6%, 4.3% and 4.7% respectively after compensation.

[1]  William K. Burns,et al.  Open-loop output and scale factor stability in a fiber-optic gyroscope , 1989 .

[2]  P. L. Swart,et al.  A quadrature phase tracker for open-loop fiber-optic gyroscopes , 1993 .

[3]  Sidney M. Bennett,et al.  Reduced minimum-configuration fiber optic gyro for land navigation applications , 1996, Optics + Photonics.

[4]  Sidney M. Bennett,et al.  Fiber optic gyroscopes for vehicular use , 1997, Proceedings of Conference on Intelligent Transportation Systems.

[5]  Byoung Yoon Kim,et al.  Feedback effects in erbium-doped fiber amplifier/source for open-loop fiber-optic gyroscope , 1997 .

[6]  Ramin Pichevar,et al.  Channel equalization using neural networks , 1999, 1999 IEEE International Conference on Personal Wireless Communications (Cat. No.99TH8366).

[7]  R.B. Dyott,et al.  Development and commercialization of open loop fiber gyros at KVH Industries (formerly at Andrew) , 2002, 2002 15th Optical Fiber Sensors Conference Technical Digest. OFS 2002(Cat. No.02EX533).

[8]  Zhang Yan-shun Key technology and application prospect of the one-fiber fiber-optical gyroscope , 2004 .

[9]  Don R. Hush,et al.  An Explicit Description of the Reproducing Kernel Hilbert Spaces of Gaussian RBF Kernels , 2006, IEEE Transactions on Information Theory.

[10]  H. Medjadba,et al.  Low cost technique for improving open loop fiber optic gyroscope scale factor linearity , 2006, 2006 2nd International Conference on Information & Communication Technologies.

[11]  Song Ningfang Analysis and Compensation of Temperature Errors for Fiber Optic Gyroscope Scale Factor , 2008 .

[12]  O. Celikel,et al.  Establishment of All Digital Closed-Loop Interferometric Fiber-Optic Gyroscope and Scale Factor Comparison for Open-Loop and All Digital Closed-Loop Configurations , 2009, IEEE Sensors Journal.

[13]  Kavita Burse,et al.  Channel Equalization Using Neural Networks: A Review , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).