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Modification of an RBF ANN-based temperature compensation model of interferometric fiber optical gyroscopes

Cheng, Jianhua et Qi, Bing et Chen, Daidai et Landry, René Jr. 2015. « Modification of an RBF ANN-based temperature compensation model of interferometric fiber optical gyroscopes ». Sensors, vol. 15, nº 5. p. 11189-11207.
Compte des citations dans Scopus : 3.

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Résumé

This paper presents modification of Radial Basis Function Artificial Neural Network (RBF ANN)-based temperature compensation models for Interferometric Fiber Optical Gyroscopes (IFOGs). Based on the mathematical expression of IFOG output, three temperature relevant terms are extracted, which include: (1) temperature of fiber loops; (2) temperature variation of fiber loops; (3) temperature product term of fiber loops. Then, the input-modified RBF ANN-based temperature compensation scheme is established, in which temperature relevant terms are transferred to train the RBF ANN. Experimental temperature tests are conducted and sufficient data are collected and post-processed to form the novel RBF ANN. Finally, we apply the modified RBF ANN based on temperature compensation model in two IFOGs with temperature compensation capabilities. The experimental results show the proposed temperature compensation model could efficiently reduce the influence of environment temperature on the output of IFOG, and exhibit a better temperature compensation performance than conventional scheme without proposed improvements.

Type de document: Article publié dans une revue, révisé par les pairs
Professeur:
Professeur
Landry, René Jr
Affiliation: Génie électrique
Date de dépôt: 23 juin 2015 20:15
Dernière modification: 08 oct. 2015 15:48
URI: http://espace2.etsmtl.ca/id/eprint/9727

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