Visual Odometry Aided by a Sun Sensor and an Inclinometer

Due to the absence of any satellite-based global positioning system on Mars, the Mars Exploration Rovers commonly track position changes of the vehicle using a technique called visual odometry (VO), where updated rover poses are determined by tracking keypoints between stereo image pairs. Unfortunat...

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Bibliographic Details
Main Author: Lambert, Andrew
Other Authors: Barfoot, Timothy D., Aerospace Science and Engineering
Format: Thesis
Language:English
Published:
Subjects:
Online Access:http://hdl.handle.net/1807/31292
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author Lambert, Andrew
author2 Barfoot, Timothy D.
Aerospace Science and Engineering
author_facet Lambert, Andrew
author_sort Lambert, Andrew
collection University of Toronto: Research Repository T-Space
description Due to the absence of any satellite-based global positioning system on Mars, the Mars Exploration Rovers commonly track position changes of the vehicle using a technique called visual odometry (VO), where updated rover poses are determined by tracking keypoints between stereo image pairs. Unfortunately, the error of VO grows super-linearly with the distance traveled, primarily due to the contribution of orientation error. This thesis outlines a novel approach incorporating sun sensor and inclinometer measurements directly into the VO pipeline, utilizing absolute orientation information to reduce the error growth of the motion estimate. These additional measurements have very low computation, power, and mass requirements, providing a localization improvement at nearly negligible cost. The mathematical formulation of this approach is described in detail, and extensive results are presented from experimental trials utilizing data collected during a 10 kilometre traversal of a Mars analogue site on Devon Island in the Canadian High Arctic. MAST
format Thesis
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Devon Island
genre_facet Arctic
Devon Island
geographic Arctic
Devon Island
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Devon Island
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spelling ftunivtoronto:oai:localhost:1807/31292 2025-01-16T20:36:16+00:00 Visual Odometry Aided by a Sun Sensor and an Inclinometer Lambert, Andrew Barfoot, Timothy D. Aerospace Science and Engineering NO_RESTRICTION http://hdl.handle.net/1807/31292 en_ca eng http://hdl.handle.net/1807/31292 Aerospace Robotics Visual Odometry Sun Sensor 0538 0771 Thesis ftunivtoronto 2020-06-17T11:21:07Z Due to the absence of any satellite-based global positioning system on Mars, the Mars Exploration Rovers commonly track position changes of the vehicle using a technique called visual odometry (VO), where updated rover poses are determined by tracking keypoints between stereo image pairs. Unfortunately, the error of VO grows super-linearly with the distance traveled, primarily due to the contribution of orientation error. This thesis outlines a novel approach incorporating sun sensor and inclinometer measurements directly into the VO pipeline, utilizing absolute orientation information to reduce the error growth of the motion estimate. These additional measurements have very low computation, power, and mass requirements, providing a localization improvement at nearly negligible cost. The mathematical formulation of this approach is described in detail, and extensive results are presented from experimental trials utilizing data collected during a 10 kilometre traversal of a Mars analogue site on Devon Island in the Canadian High Arctic. MAST Thesis Arctic Devon Island University of Toronto: Research Repository T-Space Arctic Devon Island ENVELOPE(-88.000,-88.000,75.252,75.252)
spellingShingle Aerospace
Robotics
Visual Odometry
Sun Sensor
0538
0771
Lambert, Andrew
Visual Odometry Aided by a Sun Sensor and an Inclinometer
title Visual Odometry Aided by a Sun Sensor and an Inclinometer
title_full Visual Odometry Aided by a Sun Sensor and an Inclinometer
title_fullStr Visual Odometry Aided by a Sun Sensor and an Inclinometer
title_full_unstemmed Visual Odometry Aided by a Sun Sensor and an Inclinometer
title_short Visual Odometry Aided by a Sun Sensor and an Inclinometer
title_sort visual odometry aided by a sun sensor and an inclinometer
topic Aerospace
Robotics
Visual Odometry
Sun Sensor
0538
0771
topic_facet Aerospace
Robotics
Visual Odometry
Sun Sensor
0538
0771
url http://hdl.handle.net/1807/31292