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Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method
This study proposes an improved multi-scale permutation entropy complete ensemble empirical mode decomposition with adaptive noise (MPE-CEEMDAN) method based on adaptive Kalman filter (AKF) and grey wolf optimizer-least squares support vector machine (GWO-LSSVM). By establishing a temperature compen...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10536931/ https://www.ncbi.nlm.nih.gov/pubmed/37763879 http://dx.doi.org/10.3390/mi14091712 |
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author | Wang, Xinwang Cui, Ying Cao, Huiliang |
author_facet | Wang, Xinwang Cui, Ying Cao, Huiliang |
author_sort | Wang, Xinwang |
collection | PubMed |
description | This study proposes an improved multi-scale permutation entropy complete ensemble empirical mode decomposition with adaptive noise (MPE-CEEMDAN) method based on adaptive Kalman filter (AKF) and grey wolf optimizer-least squares support vector machine (GWO-LSSVM). By establishing a temperature compensation model, the gyro temperature output signal is optimized and reconstructed, and a gyro output signal is obtained with better accuracy. Firstly, MPE-CEEMDAN is used to decompose the FOG output signal into several intrinsic mode functions (IMFs); then, the IMFs signal is divided into mixed noise, temperature drift, and other noise according to different frequencies. Secondly, the AKF method is used to denoise the mixed noise. Thirdly, in order to denoise the temperature drift, the fiber gyroscope temperature compensation model is established based on GWO-LSSVM, and the signal without temperature drift is obtained. Finally, the processed mixed noise, the processed temperature drift, the processed other noise, and the signal-dominated IMFs are reconstructed to acquire the improved output signal. The experimental results show that, by using the improved method, the output of a fiber optic gyroscope (FOG) ranging from −30 °C to 60 °C decreases, and the temperature drift dramatically declines. The factor of quantization noise (Q) reduces from 6.1269 × 10(−3) to 1.0132 × 10(−4), the factor of bias instability (B) reduces from 1.53 × 10(−2) to 1 × 10(−3), and the factor of random walk of angular velocity (N) reduces from 7.8034 × 10(−4) to 7.2110 × 10(−6). The improved algorithm can be adopted to denoise the output signal of the FOG with higher accuracy. |
format | Online Article Text |
id | pubmed-10536931 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-105369312023-09-29 Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method Wang, Xinwang Cui, Ying Cao, Huiliang Micromachines (Basel) Article This study proposes an improved multi-scale permutation entropy complete ensemble empirical mode decomposition with adaptive noise (MPE-CEEMDAN) method based on adaptive Kalman filter (AKF) and grey wolf optimizer-least squares support vector machine (GWO-LSSVM). By establishing a temperature compensation model, the gyro temperature output signal is optimized and reconstructed, and a gyro output signal is obtained with better accuracy. Firstly, MPE-CEEMDAN is used to decompose the FOG output signal into several intrinsic mode functions (IMFs); then, the IMFs signal is divided into mixed noise, temperature drift, and other noise according to different frequencies. Secondly, the AKF method is used to denoise the mixed noise. Thirdly, in order to denoise the temperature drift, the fiber gyroscope temperature compensation model is established based on GWO-LSSVM, and the signal without temperature drift is obtained. Finally, the processed mixed noise, the processed temperature drift, the processed other noise, and the signal-dominated IMFs are reconstructed to acquire the improved output signal. The experimental results show that, by using the improved method, the output of a fiber optic gyroscope (FOG) ranging from −30 °C to 60 °C decreases, and the temperature drift dramatically declines. The factor of quantization noise (Q) reduces from 6.1269 × 10(−3) to 1.0132 × 10(−4), the factor of bias instability (B) reduces from 1.53 × 10(−2) to 1 × 10(−3), and the factor of random walk of angular velocity (N) reduces from 7.8034 × 10(−4) to 7.2110 × 10(−6). The improved algorithm can be adopted to denoise the output signal of the FOG with higher accuracy. MDPI 2023-08-31 /pmc/articles/PMC10536931/ /pubmed/37763879 http://dx.doi.org/10.3390/mi14091712 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wang, Xinwang Cui, Ying Cao, Huiliang Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method |
title | Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method |
title_full | Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method |
title_fullStr | Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method |
title_full_unstemmed | Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method |
title_short | Temperature Drift Compensation of Fiber Optic Gyroscopes Based on an Improved Method |
title_sort | temperature drift compensation of fiber optic gyroscopes based on an improved method |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10536931/ https://www.ncbi.nlm.nih.gov/pubmed/37763879 http://dx.doi.org/10.3390/mi14091712 |
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