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Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data†
This paper presents a new method to improve the accuracy in the heading angle estimate provided by low-cost magnetometers on board of small Unmanned Aerial Vehicles (UAVs). This task can be achieved by estimating the systematic error produced by the magnetic fields generated by onboard electric equi...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7014542/ https://www.ncbi.nlm.nih.gov/pubmed/31963756 http://dx.doi.org/10.3390/s20020538 |
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author | Opromolla, Roberto |
author_facet | Opromolla, Roberto |
author_sort | Opromolla, Roberto |
collection | PubMed |
description | This paper presents a new method to improve the accuracy in the heading angle estimate provided by low-cost magnetometers on board of small Unmanned Aerial Vehicles (UAVs). This task can be achieved by estimating the systematic error produced by the magnetic fields generated by onboard electric equipment. To this aim, calibration data must be collected in flight when, for instance, the level of thrust provided by the electric engines (and, consequently, the associated magnetic disturbance) is the same as the one occurring during nominal flight operations. The UAV whose magnetometers need to be calibrated (chief) must be able to detect and track a cooperative vehicle (deputy) using a visual camera, while flying under nominal GNSS coverage to enable relative positioning. The magnetic biases’ determination problem can be formulated as a system of non-linear equations by exploiting the acquired visual and GNSS data. The calibration can be carried out either off-line, using the data collected in flight (as done in this paper), or directly on board, i.e., in real time. Clearly, in the latter case, the two UAVs should rely on a communication link to exchange navigation data. Performance assessment is carried out by conducting multiple experimental flight tests. |
format | Online Article Text |
id | pubmed-7014542 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-70145422020-03-09 Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data† Opromolla, Roberto Sensors (Basel) Article This paper presents a new method to improve the accuracy in the heading angle estimate provided by low-cost magnetometers on board of small Unmanned Aerial Vehicles (UAVs). This task can be achieved by estimating the systematic error produced by the magnetic fields generated by onboard electric equipment. To this aim, calibration data must be collected in flight when, for instance, the level of thrust provided by the electric engines (and, consequently, the associated magnetic disturbance) is the same as the one occurring during nominal flight operations. The UAV whose magnetometers need to be calibrated (chief) must be able to detect and track a cooperative vehicle (deputy) using a visual camera, while flying under nominal GNSS coverage to enable relative positioning. The magnetic biases’ determination problem can be formulated as a system of non-linear equations by exploiting the acquired visual and GNSS data. The calibration can be carried out either off-line, using the data collected in flight (as done in this paper), or directly on board, i.e., in real time. Clearly, in the latter case, the two UAVs should rely on a communication link to exchange navigation data. Performance assessment is carried out by conducting multiple experimental flight tests. MDPI 2020-01-18 /pmc/articles/PMC7014542/ /pubmed/31963756 http://dx.doi.org/10.3390/s20020538 Text en © 2020 by the author. 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 Opromolla, Roberto Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data† |
title | Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data† |
title_full | Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data† |
title_fullStr | Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data† |
title_full_unstemmed | Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data† |
title_short | Magnetometer Calibration for Small Unmanned Aerial Vehicles Using Cooperative Flight Data† |
title_sort | magnetometer calibration for small unmanned aerial vehicles using cooperative flight data† |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7014542/ https://www.ncbi.nlm.nih.gov/pubmed/31963756 http://dx.doi.org/10.3390/s20020538 |
work_keys_str_mv | AT opromollaroberto magnetometercalibrationforsmallunmannedaerialvehiclesusingcooperativeflightdata |