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A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error
In order to improve the measuring accuracy of the Hemispherical Resonator Gyro under variable temperature, aiming at the problem of "external temperature is unavailable and internal temperature is unmeasurable," a multiple regression based method is proposed for compensating temperature er...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10101989/ https://www.ncbi.nlm.nih.gov/pubmed/37055430 http://dx.doi.org/10.1038/s41598-023-31868-2 |
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author | Xin-san, Li Can, Li Qiang, Shen Li-xin, Wang Shuan-zhu, Li |
author_facet | Xin-san, Li Can, Li Qiang, Shen Li-xin, Wang Shuan-zhu, Li |
author_sort | Xin-san, Li |
collection | PubMed |
description | In order to improve the measuring accuracy of the Hemispherical Resonator Gyro under variable temperature, aiming at the problem of "external temperature is unavailable and internal temperature is unmeasurable," a multiple regression based method is proposed for compensating temperature error in the gyro. The relationship between the internal temperature and the resonant frequency of the gyro is analyzed theoretically. According to a constant temperature experiment, a linear relationship between them is derived based on the least square method. The analysis of a temperature-rising experiment shows that the correlation of the gyro output with the internal temperature is much higher than that with the external temperature. Therefore, taking the resonant frequency as an independent variable, a multiple regression model is established for compensating the temperature error. The compensation effect of the model is verified by temperature-rising and temperature-dropping experiments, which show that the output sequence before compensation is not stable, while it is stable after compensation. After compensation, the drift of the gyro decreases by 62.76% and 48.48%, respectively, and its measuring accuracy becomes equivalent to that at the constant temperature. The experimental results verify the feasibility and effectiveness of the model developed for indirect compensation of temperature error. |
format | Online Article Text |
id | pubmed-10101989 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-101019892023-04-15 A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error Xin-san, Li Can, Li Qiang, Shen Li-xin, Wang Shuan-zhu, Li Sci Rep Article In order to improve the measuring accuracy of the Hemispherical Resonator Gyro under variable temperature, aiming at the problem of "external temperature is unavailable and internal temperature is unmeasurable," a multiple regression based method is proposed for compensating temperature error in the gyro. The relationship between the internal temperature and the resonant frequency of the gyro is analyzed theoretically. According to a constant temperature experiment, a linear relationship between them is derived based on the least square method. The analysis of a temperature-rising experiment shows that the correlation of the gyro output with the internal temperature is much higher than that with the external temperature. Therefore, taking the resonant frequency as an independent variable, a multiple regression model is established for compensating the temperature error. The compensation effect of the model is verified by temperature-rising and temperature-dropping experiments, which show that the output sequence before compensation is not stable, while it is stable after compensation. After compensation, the drift of the gyro decreases by 62.76% and 48.48%, respectively, and its measuring accuracy becomes equivalent to that at the constant temperature. The experimental results verify the feasibility and effectiveness of the model developed for indirect compensation of temperature error. Nature Publishing Group UK 2023-04-13 /pmc/articles/PMC10101989/ /pubmed/37055430 http://dx.doi.org/10.1038/s41598-023-31868-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Xin-san, Li Can, Li Qiang, Shen Li-xin, Wang Shuan-zhu, Li A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error |
title | A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error |
title_full | A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error |
title_fullStr | A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error |
title_full_unstemmed | A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error |
title_short | A multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error |
title_sort | multiple regression based method for indirect compensation of hemispherical resonator gyro temperature error |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10101989/ https://www.ncbi.nlm.nih.gov/pubmed/37055430 http://dx.doi.org/10.1038/s41598-023-31868-2 |
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