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Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy
This paper presents an algorithm and a system for vertical infrastructure inspection using a vertical take-off and landing (VTOL) unmanned aerial vehicle and shared autonomy. Inspecting vertical structures such as light and power distribution poles is a difficult task that is time-consuming, dangero...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610434/ https://www.ncbi.nlm.nih.gov/pubmed/26340631 http://dx.doi.org/10.3390/s150922003 |
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author | Sa, Inkyu Hrabar, Stefan Corke, Peter |
author_facet | Sa, Inkyu Hrabar, Stefan Corke, Peter |
author_sort | Sa, Inkyu |
collection | PubMed |
description | This paper presents an algorithm and a system for vertical infrastructure inspection using a vertical take-off and landing (VTOL) unmanned aerial vehicle and shared autonomy. Inspecting vertical structures such as light and power distribution poles is a difficult task that is time-consuming, dangerous and expensive. Recently, micro VTOL platforms (i.e., quad-, hexa- and octa-rotors) have been rapidly gaining interest in research, military and even public domains. The unmanned, low-cost and VTOL properties of these platforms make them ideal for situations where inspection would otherwise be time-consuming and/or hazardous to humans. There are, however, challenges involved with developing such an inspection system, for example flying in close proximity to a target while maintaining a fixed stand-off distance from it, being immune to wind gusts and exchanging useful information with the remote user. To overcome these challenges, we require accurate and high-update rate state estimation and high performance controllers to be implemented onboard the vehicle. Ease of control and a live video feed are required for the human operator. We demonstrate a VTOL platform that can operate at close-quarters, whilst maintaining a safe stand-off distance and rejecting environmental disturbances. Two approaches are presented: Position-Based Visual Servoing (PBVS) using an Extended Kalman Filter (EKF) and estimator-free Image-Based Visual Servoing (IBVS). Both use monocular visual, inertia, and sonar data, allowing the approaches to be applied for indoor or GPS-impaired environments. We extensively compare the performances of PBVS and IBVS in terms of accuracy, robustness and computational costs. Results from simulations and indoor/outdoor (day and night) flight experiments demonstrate the system is able to successfully inspect and circumnavigate a vertical pole. |
format | Online Article Text |
id | pubmed-4610434 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-46104342015-10-26 Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy Sa, Inkyu Hrabar, Stefan Corke, Peter Sensors (Basel) Article This paper presents an algorithm and a system for vertical infrastructure inspection using a vertical take-off and landing (VTOL) unmanned aerial vehicle and shared autonomy. Inspecting vertical structures such as light and power distribution poles is a difficult task that is time-consuming, dangerous and expensive. Recently, micro VTOL platforms (i.e., quad-, hexa- and octa-rotors) have been rapidly gaining interest in research, military and even public domains. The unmanned, low-cost and VTOL properties of these platforms make them ideal for situations where inspection would otherwise be time-consuming and/or hazardous to humans. There are, however, challenges involved with developing such an inspection system, for example flying in close proximity to a target while maintaining a fixed stand-off distance from it, being immune to wind gusts and exchanging useful information with the remote user. To overcome these challenges, we require accurate and high-update rate state estimation and high performance controllers to be implemented onboard the vehicle. Ease of control and a live video feed are required for the human operator. We demonstrate a VTOL platform that can operate at close-quarters, whilst maintaining a safe stand-off distance and rejecting environmental disturbances. Two approaches are presented: Position-Based Visual Servoing (PBVS) using an Extended Kalman Filter (EKF) and estimator-free Image-Based Visual Servoing (IBVS). Both use monocular visual, inertia, and sonar data, allowing the approaches to be applied for indoor or GPS-impaired environments. We extensively compare the performances of PBVS and IBVS in terms of accuracy, robustness and computational costs. Results from simulations and indoor/outdoor (day and night) flight experiments demonstrate the system is able to successfully inspect and circumnavigate a vertical pole. MDPI 2015-09-02 /pmc/articles/PMC4610434/ /pubmed/26340631 http://dx.doi.org/10.3390/s150922003 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Sa, Inkyu Hrabar, Stefan Corke, Peter Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy |
title | Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy |
title_full | Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy |
title_fullStr | Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy |
title_full_unstemmed | Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy |
title_short | Inspection of Pole-Like Structures Using a Visual-Inertial Aided VTOL Platform with Shared Autonomy |
title_sort | inspection of pole-like structures using a visual-inertial aided vtol platform with shared autonomy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610434/ https://www.ncbi.nlm.nih.gov/pubmed/26340631 http://dx.doi.org/10.3390/s150922003 |
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