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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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 |
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Computer Vision Real Time Rotorcraft Helicopter UAV Computer Sciences |
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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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1719473189452513280 |