GNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSS
Abstract Although global navigation satellite systems (GNSS) have been routinely applied to determine attitudes, there exists no literature on determining angular velocity and/or angular acceleration from GNSS. Motivated by the invention of computerized accelerometers of the correspondence author an...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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SpringerOpen
2024-03-01
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| Series: | Satellite Navigation |
| Subjects: | |
| Online Access: | https://doi.org/10.1186/s43020-024-00130-z |
| _version_ | 1797246946328444928 |
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| author | Yun Shi Peiliang Xu Yuanming Shu Xiaolin Meng |
| author_facet | Yun Shi Peiliang Xu Yuanming Shu Xiaolin Meng |
| author_sort | Yun Shi |
| collection | DOAJ |
| description | Abstract Although global navigation satellite systems (GNSS) have been routinely applied to determine attitudes, there exists no literature on determining angular velocity and/or angular acceleration from GNSS. Motivated by the invention of computerized accelerometers of the correspondence author and following the success of accurately recovering translational velocity and acceleration waveforms from very high-rate GNSS precise positioning by Xu and his collaborators in 2021, we propose the concept of GNSS gyroscopes and reconstruct angular velocity and acceleration from very high-rate GNSS attitudes by applying regularization under the criterion of minimum mean squared errors. The major results from the experiments can be summarized in the following: (i) angular velocity and acceleration waveforms computed by applying the difference methods to high-rate GNSS attitudes are too noisy and can be physically not meaningful and numerically incorrect. The same can be said about inertial measurement unit (IMU) attitudes, if IMU gyros are not of very high accuracy; (ii) regularization is successfully applied to reconstruct the high-rate angular velocity and acceleration waveforms from 50 Hz GNSS attitudes and significantly outperforms the difference methods, validating the proposed concept of GNSS gyroscopes. By comparing the angular velocity and acceleration results by using the difference methods and regularization, we find that the peak values of angular velocity and acceleration by regularization are much smaller by a maximum factor of 1.57 in the angular velocity to a maximum factor of 8662.53 times in the angular acceleration in the case of high-rate GNSS, and by a maximum factor of 1.26 in the angular velocity to a maximum factor of 2819.85 times in the angular acceleration in the case of IMU, respectively; and (iii) the IMU attitudes apparently lead to better regularized angular velocity and acceleration waveforms than the high-rate GNSS attitudes, which can well be explained by the fact that the former is of better accuracy than the latter. As a result, to suppress the significant amplification of noise in GNSS attitudes, larger regularization parameters have to be chosen for the high-rate GNSS attitudes, resulting in smaller peak angular accelerations by a maximum factor of 37.55 percent in the angular velocity to a maximum factor of 6.20 times in the angular acceleration in comparison of the corresponding IMU results. Nevertheless, the regularized angular acceleration waveforms for both GNSS and IMU look more or less similar in pattern or waveform shape. |
| first_indexed | 2024-04-24T19:50:52Z |
| format | Article |
| id | doaj.art-968a18d540514c0c97739e7afe981456 |
| institution | Directory Open Access Journal |
| issn | 2662-9291 2662-1363 |
| language | English |
| last_indexed | 2024-04-24T19:50:52Z |
| publishDate | 2024-03-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Satellite Navigation |
| spelling | doaj.art-968a18d540514c0c97739e7afe9814562024-03-24T12:36:42ZengSpringerOpenSatellite Navigation2662-92912662-13632024-03-015111710.1186/s43020-024-00130-zGNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSSYun Shi0Peiliang Xu1Yuanming Shu2Xiaolin Meng3School of Geomatics, Xi’an University of Science and TechnologyDisaster Prevention Research Institute, Kyoto UniversityCollege of Marine Geosciences, Ocean University of ChinaSchool of Instrument Science and Engineering, Southeast UniversityAbstract Although global navigation satellite systems (GNSS) have been routinely applied to determine attitudes, there exists no literature on determining angular velocity and/or angular acceleration from GNSS. Motivated by the invention of computerized accelerometers of the correspondence author and following the success of accurately recovering translational velocity and acceleration waveforms from very high-rate GNSS precise positioning by Xu and his collaborators in 2021, we propose the concept of GNSS gyroscopes and reconstruct angular velocity and acceleration from very high-rate GNSS attitudes by applying regularization under the criterion of minimum mean squared errors. The major results from the experiments can be summarized in the following: (i) angular velocity and acceleration waveforms computed by applying the difference methods to high-rate GNSS attitudes are too noisy and can be physically not meaningful and numerically incorrect. The same can be said about inertial measurement unit (IMU) attitudes, if IMU gyros are not of very high accuracy; (ii) regularization is successfully applied to reconstruct the high-rate angular velocity and acceleration waveforms from 50 Hz GNSS attitudes and significantly outperforms the difference methods, validating the proposed concept of GNSS gyroscopes. By comparing the angular velocity and acceleration results by using the difference methods and regularization, we find that the peak values of angular velocity and acceleration by regularization are much smaller by a maximum factor of 1.57 in the angular velocity to a maximum factor of 8662.53 times in the angular acceleration in the case of high-rate GNSS, and by a maximum factor of 1.26 in the angular velocity to a maximum factor of 2819.85 times in the angular acceleration in the case of IMU, respectively; and (iii) the IMU attitudes apparently lead to better regularized angular velocity and acceleration waveforms than the high-rate GNSS attitudes, which can well be explained by the fact that the former is of better accuracy than the latter. As a result, to suppress the significant amplification of noise in GNSS attitudes, larger regularization parameters have to be chosen for the high-rate GNSS attitudes, resulting in smaller peak angular accelerations by a maximum factor of 37.55 percent in the angular velocity to a maximum factor of 6.20 times in the angular acceleration in comparison of the corresponding IMU results. Nevertheless, the regularized angular acceleration waveforms for both GNSS and IMU look more or less similar in pattern or waveform shape.https://doi.org/10.1186/s43020-024-00130-zAngular velocityAngular accelerationHigh-rate GNSSGNSS attitudesGNSS gyroscopesRegularization |
| spellingShingle | Yun Shi Peiliang Xu Yuanming Shu Xiaolin Meng GNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSS Satellite Navigation Angular velocity Angular acceleration High-rate GNSS GNSS attitudes GNSS gyroscopes Regularization |
| title | GNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSS |
| title_full | GNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSS |
| title_fullStr | GNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSS |
| title_full_unstemmed | GNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSS |
| title_short | GNSS gyroscopes: determination of angular velocity and acceleration with very high-rate GNSS |
| title_sort | gnss gyroscopes determination of angular velocity and acceleration with very high rate gnss |
| topic | Angular velocity Angular acceleration High-rate GNSS GNSS attitudes GNSS gyroscopes Regularization |
| url | https://doi.org/10.1186/s43020-024-00130-z |
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