Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM

Much active research has been done to look for new localization methods for robotics like Unmanned Arial Vehicles (UAVs) and increasing research efforts have been spent on computer vision as well as Simultaneous Localization and Mapping (SLAM) over the past 10 years. This paper presents the developm...

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Main Author: Li, Jingning
Other Authors: Low Kin Huat
Format: Final Year Project
Language:English
Published: 2017
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Online Access:http://hdl.handle.net/10356/71039
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-710392023-03-04T18:55:03Z Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM Li, Jingning Low Kin Huat School of Mechanical and Aerospace Engineering DRNTU::Engineering::Aeronautical engineering Much active research has been done to look for new localization methods for robotics like Unmanned Arial Vehicles (UAVs) and increasing research efforts have been spent on computer vision as well as Simultaneous Localization and Mapping (SLAM) over the past 10 years. This paper presents the development process of an Unmanned Aerial System, which uses a camera as the position sensor together with an open-source VSLAM program to obtain position estimation data and an on-board computer for high-level flight control. The first part of the report presents a literature review on computer vision and the selection of open source VSLAM programs. After a combination of an on-board computer, a camera, and the VSLAM program was confirmed, a quadcopter platform was developed to carry all necessary hardware onboard, which includes the vision system, a flight controller unit for lower level controls, remote communication modules, and power supplies for all electrical devices. A higher-level control framework was also developed on the computer which gathers information from various sources and controls the behavior of the UAS. Flight tests were also conducted with the UAS and the test results were discussed in this report. At last, some precautions and advice for future development were presented at the end of the report. Bachelor of Engineering (Aerospace Engineering) 2017-05-15T01:49:36Z 2017-05-15T01:49:36Z 2017 Final Year Project (FYP) http://hdl.handle.net/10356/71039 en Nanyang Technological University 59 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Aeronautical engineering
spellingShingle DRNTU::Engineering::Aeronautical engineering
Li, Jingning
Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM
description Much active research has been done to look for new localization methods for robotics like Unmanned Arial Vehicles (UAVs) and increasing research efforts have been spent on computer vision as well as Simultaneous Localization and Mapping (SLAM) over the past 10 years. This paper presents the development process of an Unmanned Aerial System, which uses a camera as the position sensor together with an open-source VSLAM program to obtain position estimation data and an on-board computer for high-level flight control. The first part of the report presents a literature review on computer vision and the selection of open source VSLAM programs. After a combination of an on-board computer, a camera, and the VSLAM program was confirmed, a quadcopter platform was developed to carry all necessary hardware onboard, which includes the vision system, a flight controller unit for lower level controls, remote communication modules, and power supplies for all electrical devices. A higher-level control framework was also developed on the computer which gathers information from various sources and controls the behavior of the UAS. Flight tests were also conducted with the UAS and the test results were discussed in this report. At last, some precautions and advice for future development were presented at the end of the report.
author2 Low Kin Huat
author_facet Low Kin Huat
Li, Jingning
format Final Year Project
author Li, Jingning
author_sort Li, Jingning
title Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM
title_short Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM
title_full Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM
title_fullStr Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM
title_full_unstemmed Autonomous flight of an unmanned aerial vehicle (UAV) based on vision SLAM
title_sort autonomous flight of an unmanned aerial vehicle (uav) based on vision slam
publishDate 2017
url http://hdl.handle.net/10356/71039
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