Vision-Based Control and Flight Optimization of a Rotorcraft UAV

A Rotorcraft UAV provides an ideal experimental platform for vision-based navigation. This thesis describes the flight tests of the US Army PALACE pro ject, which implements Moravec's pseudo-normalized correlation tracking algorithm. The tracker uses the movement of the landing site in the came...

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Bibliographic Details
Main Author: Hubbard, David Christian
Format: Others
Published: BYU ScholarsArchive 2007
Subjects:
UAV
Online Access:https://scholarsarchive.byu.edu/etd/1198
https://scholarsarchive.byu.edu/cgi/viewcontent.cgi?article=2197&context=etd
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spelling ndltd-BGMYU2-oai-scholarsarchive.byu.edu-etd-21972021-09-01T05:01:14Z Vision-Based Control and Flight Optimization of a Rotorcraft UAV Hubbard, David Christian A Rotorcraft UAV provides an ideal experimental platform for vision-based navigation. This thesis describes the flight tests of the US Army PALACE pro ject, which implements Moravec's pseudo-normalized correlation tracking algorithm. The tracker uses the movement of the landing site in the camera, a laser range, and the aircraft attitude from an IMU to estimate the relative motion of the UAV. The position estimate functions as a GPS equivalent to enable the rotorcraft to maneuver without the aid of GPS. Flight tests were performed with obstacles and over concrete, asphalt, and grass in daylight conditions with a safe landing area determined by a separate method. The tracking algorithm and position estimation performance are compared to GPS. Accurate time synchronization of the inputs to the position estimation algorithm directly affect the closed-loop stability of the system, proportional with altitude. By identifying the frequency response of each input and adding filters to delay some of the inputs, the closed-loop system maintains stable flight above 18 m above ground, where the system was unstable without the additional filters. 2007-06-04T07:00:00Z text application/pdf https://scholarsarchive.byu.edu/etd/1198 https://scholarsarchive.byu.edu/cgi/viewcontent.cgi?article=2197&context=etd http://lib.byu.edu/about/copyright/ Theses and Dissertations BYU ScholarsArchive Computer Vision Real Time Rotorcraft Helicopter UAV Computer Sciences
collection NDLTD
format Others
sources NDLTD
topic Computer Vision
Real Time
Rotorcraft
Helicopter
UAV
Computer Sciences
spellingShingle Computer Vision
Real Time
Rotorcraft
Helicopter
UAV
Computer Sciences
Hubbard, David Christian
Vision-Based Control and Flight Optimization of a Rotorcraft UAV
description A Rotorcraft UAV provides an ideal experimental platform for vision-based navigation. This thesis describes the flight tests of the US Army PALACE pro ject, which implements Moravec's pseudo-normalized correlation tracking algorithm. The tracker uses the movement of the landing site in the camera, a laser range, and the aircraft attitude from an IMU to estimate the relative motion of the UAV. The position estimate functions as a GPS equivalent to enable the rotorcraft to maneuver without the aid of GPS. Flight tests were performed with obstacles and over concrete, asphalt, and grass in daylight conditions with a safe landing area determined by a separate method. The tracking algorithm and position estimation performance are compared to GPS. Accurate time synchronization of the inputs to the position estimation algorithm directly affect the closed-loop stability of the system, proportional with altitude. By identifying the frequency response of each input and adding filters to delay some of the inputs, the closed-loop system maintains stable flight above 18 m above ground, where the system was unstable without the additional filters.
author Hubbard, David Christian
author_facet Hubbard, David Christian
author_sort Hubbard, David Christian
title Vision-Based Control and Flight Optimization of a Rotorcraft UAV
title_short Vision-Based Control and Flight Optimization of a Rotorcraft UAV
title_full Vision-Based Control and Flight Optimization of a Rotorcraft UAV
title_fullStr Vision-Based Control and Flight Optimization of a Rotorcraft UAV
title_full_unstemmed Vision-Based Control and Flight Optimization of a Rotorcraft UAV
title_sort vision-based control and flight optimization of a rotorcraft uav
publisher BYU ScholarsArchive
publishDate 2007
url https://scholarsarchive.byu.edu/etd/1198
https://scholarsarchive.byu.edu/cgi/viewcontent.cgi?article=2197&context=etd
work_keys_str_mv AT hubbarddavidchristian visionbasedcontrolandflightoptimizationofarotorcraftuav
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