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Temperature drift modeling and compensation of micro-electro-mechanical system gyroscope based on improved support vector machine algorithms

Authors :
Xinwang Wang
Huiliang Cao
Source :
International Journal of Distributed Sensor Networks, Vol 16 (2020)
Publication Year :
2020
Publisher :
Wiley, 2020.

Abstract

This article suggested two methods to compensate for the temperature drift of the micro-electro-mechanical system gyroscopes, which are support vector machine method and C-means support vector machine. The output of X axis which was ranged from −40°C to 60°C based on the micro-electro-mechanical system gyroscope is reduced and analyzed in this article. The results showed the correctness of the two methods. The final results indicate that when the temperature is ranged from −40°C to 60°C, the factor of B is reduced from 0.424 ( ° h ) to 0.02194 ( ° h ) , and when the temperature is ranged from 60°C to −40°C, the factor of B is reduced from 0.1056 ( ° h ) to 0.0329 ( ° h ) , and the temperature drift trend and noise characteristics are improved clearly.

Details

Language :
English
ISSN :
15501477
Volume :
16
Database :
Directory of Open Access Journals
Journal :
International Journal of Distributed Sensor Networks
Publication Type :
Academic Journal
Accession number :
edsdoj.37e32a0b161f47a896db8d7acb09b6c4
Document Type :
article
Full Text :
https://doi.org/10.1177/1550147720908195