Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry

Unmanned Aerial Vehicle (UAV) has been finding its ways into different applications. Hence, recent years witness extensive research towards achieving higher autonomy in UAV. Computer Vision (CV) algorithms replace Global Navigation Satellite System (GNSS), which is not reliable when the weather is...

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Main Author: Chin, Mun Xue
Format: Monograph
Language:English
Published: Universiti Sains Malaysia 2018
Subjects:
Online Access:http://eprints.usm.my/52523/1/Autonomous%20target%20tracking%20of%20a%20quadrotor%20uav%20using%20monocular%20visual-inertial%20odometry_Chin%20Mun%20Xue.pdf
http://eprints.usm.my/52523/
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spelling my.usm.eprints.52523 http://eprints.usm.my/52523/ Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry Chin, Mun Xue T Technology TL1-4050 Motor vehicles. Aeronautics. Astronautics Unmanned Aerial Vehicle (UAV) has been finding its ways into different applications. Hence, recent years witness extensive research towards achieving higher autonomy in UAV. Computer Vision (CV) algorithms replace Global Navigation Satellite System (GNSS), which is not reliable when the weather is bad, inside buildings or at secluded areas in performing real-time pose estimation. Thecontroller later uses the pose to navigate the UAV. This project presents a simulation of UAV, in MATLAB & SIMULINK, capable of autonomously detecting and tracking a designed visual marker. Referring to and improving the state-of-the-art CV algorithms, there is a newly formulated approach to detect the designed visual marker. The combination of data from the monocular camera with that from Inertial Measurement Unit (IMU) and sonar sensor enables the pose estimation of the UAV relative to the designed visual marker. A Proportional-Integral-Derivative (PID) controller later uses the pose of the UAV to navigate itself to be always following the target of interest. Universiti Sains Malaysia 2018-06-01 Monograph NonPeerReviewed application/pdf en http://eprints.usm.my/52523/1/Autonomous%20target%20tracking%20of%20a%20quadrotor%20uav%20using%20monocular%20visual-inertial%20odometry_Chin%20Mun%20Xue.pdf Chin, Mun Xue (2018) Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry. Project Report. Universiti Sains Malaysia, Pusat Pengajian Kejuruteraan Aeroangkasa. (Submitted)
institution Universiti Sains Malaysia
building Hamzah Sendut Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Sains Malaysia
content_source USM Institutional Repository
url_provider http://eprints.usm.my/
language English
topic T Technology
TL1-4050 Motor vehicles. Aeronautics. Astronautics
spellingShingle T Technology
TL1-4050 Motor vehicles. Aeronautics. Astronautics
Chin, Mun Xue
Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry
description Unmanned Aerial Vehicle (UAV) has been finding its ways into different applications. Hence, recent years witness extensive research towards achieving higher autonomy in UAV. Computer Vision (CV) algorithms replace Global Navigation Satellite System (GNSS), which is not reliable when the weather is bad, inside buildings or at secluded areas in performing real-time pose estimation. Thecontroller later uses the pose to navigate the UAV. This project presents a simulation of UAV, in MATLAB & SIMULINK, capable of autonomously detecting and tracking a designed visual marker. Referring to and improving the state-of-the-art CV algorithms, there is a newly formulated approach to detect the designed visual marker. The combination of data from the monocular camera with that from Inertial Measurement Unit (IMU) and sonar sensor enables the pose estimation of the UAV relative to the designed visual marker. A Proportional-Integral-Derivative (PID) controller later uses the pose of the UAV to navigate itself to be always following the target of interest.
format Monograph
author Chin, Mun Xue
author_facet Chin, Mun Xue
author_sort Chin, Mun Xue
title Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry
title_short Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry
title_full Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry
title_fullStr Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry
title_full_unstemmed Autonomous Target Tracking Of A Quadrotor UAV Using Monocular Visual-Inertial Odometry
title_sort autonomous target tracking of a quadrotor uav using monocular visual-inertial odometry
publisher Universiti Sains Malaysia
publishDate 2018
url http://eprints.usm.my/52523/1/Autonomous%20target%20tracking%20of%20a%20quadrotor%20uav%20using%20monocular%20visual-inertial%20odometry_Chin%20Mun%20Xue.pdf
http://eprints.usm.my/52523/
_version_ 1735387489218068480
score 13.160551