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Improving Observability of an Inertial System by Rotary Motions of an IMU
It has been identified that the inertial system is not a completely observable system in the absence of maneuvers. Although the velocity errors and the accelerometer bias in the vertical direction can be solely observable, other error states, including the attitude errors, the accelerometer biases i...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5421658/ https://www.ncbi.nlm.nih.gov/pubmed/28350344 http://dx.doi.org/10.3390/s17040698 |
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author | Du, Shuang Sun, Wei Gao, Yang |
author_facet | Du, Shuang Sun, Wei Gao, Yang |
author_sort | Du, Shuang |
collection | PubMed |
description | It has been identified that the inertial system is not a completely observable system in the absence of maneuvers. Although the velocity errors and the accelerometer bias in the vertical direction can be solely observable, other error states, including the attitude errors, the accelerometer biases in the east and north directions, and the gyro biases, are just jointly observable states with velocity measurements, which degrades the estimation accuracy of these error states. This paper proposes an innovative method to improve the system observability for a Micro-Electro-Mechanical-System (MEMS)-based Inertial Navigation System (INS) in the absence of maneuvers by rotary motions of the Inertial Measurement Unit (IMU). Three IMU rotation schemes, namely IMU continuous rotation about the X, Y and Z axes are employed. The observability is analyzed for the rotating system with a control-theoretic approach, and tests are also conducted based on a turntable to verify the improvements on the system observability by IMU rotations. Both theoretical analysis and the results indicate that the system observability is improved by proposed IMU rotations, the roll and pitch errors, the accelerometer biases in the east and north directions, the gyro biases become observable states in the absence of vehicle maneuvers. Although the azimuth error is still unobservable, the enhanced estimability of the gyro bias in the vertical direction can effectively mitigate the azimuth error accumulation. |
format | Online Article Text |
id | pubmed-5421658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-54216582017-05-12 Improving Observability of an Inertial System by Rotary Motions of an IMU Du, Shuang Sun, Wei Gao, Yang Sensors (Basel) Article It has been identified that the inertial system is not a completely observable system in the absence of maneuvers. Although the velocity errors and the accelerometer bias in the vertical direction can be solely observable, other error states, including the attitude errors, the accelerometer biases in the east and north directions, and the gyro biases, are just jointly observable states with velocity measurements, which degrades the estimation accuracy of these error states. This paper proposes an innovative method to improve the system observability for a Micro-Electro-Mechanical-System (MEMS)-based Inertial Navigation System (INS) in the absence of maneuvers by rotary motions of the Inertial Measurement Unit (IMU). Three IMU rotation schemes, namely IMU continuous rotation about the X, Y and Z axes are employed. The observability is analyzed for the rotating system with a control-theoretic approach, and tests are also conducted based on a turntable to verify the improvements on the system observability by IMU rotations. Both theoretical analysis and the results indicate that the system observability is improved by proposed IMU rotations, the roll and pitch errors, the accelerometer biases in the east and north directions, the gyro biases become observable states in the absence of vehicle maneuvers. Although the azimuth error is still unobservable, the enhanced estimability of the gyro bias in the vertical direction can effectively mitigate the azimuth error accumulation. MDPI 2017-03-28 /pmc/articles/PMC5421658/ /pubmed/28350344 http://dx.doi.org/10.3390/s17040698 Text en © 2017 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Du, Shuang Sun, Wei Gao, Yang Improving Observability of an Inertial System by Rotary Motions of an IMU |
title | Improving Observability of an Inertial System by Rotary Motions of an IMU |
title_full | Improving Observability of an Inertial System by Rotary Motions of an IMU |
title_fullStr | Improving Observability of an Inertial System by Rotary Motions of an IMU |
title_full_unstemmed | Improving Observability of an Inertial System by Rotary Motions of an IMU |
title_short | Improving Observability of an Inertial System by Rotary Motions of an IMU |
title_sort | improving observability of an inertial system by rotary motions of an imu |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5421658/ https://www.ncbi.nlm.nih.gov/pubmed/28350344 http://dx.doi.org/10.3390/s17040698 |
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