The development of a Hardware-in-the-Loop test setup for event-based vision near-space space objects

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.advisorKnuuttila, Olli
dc.contributor.authorvan den Boogaard, Rik Gerardus
dc.contributor.schoolSähkötekniikan korkeakoulufi
dc.contributor.supervisorKallio, Esa
dc.date.accessioned2023-06-18T17:11:47Z
dc.date.available2023-06-18T17:11:47Z
dc.date.issued2023-06-12
dc.description.abstractThe purpose of this thesis work was to develop a Hardware-in-the-Loop imaging setup that enables experimenting with an event-based and frame-based camera under simulated space conditions. The generated data sets were used to compare visual navigation algorithms in terms of an event-based and frame-based feature detection and tracking algorithm. The comparative analyses of the feature detection and tracking algorithms were used to get insights into the feasibility of event-based vision near-space space objects. Event-based cameras differ from frame-based cameras by how they produce an asynchronous and independent stream of events caused by brightness changes at each pixel instead of capturing images at a fixed rate. The setup design is based on a theoretical framework incorporating optical calculations. These calculations indicating the asteroid model needed to be scaled down by a factor of 3192 to fit inside the camera depth-of-view. This resulted in a scaled Bennu asteroid with a size of 16.44 centimeters. The cameras under testing conducted three experiments to generate data sets. The utilization of a feature detection and tracking algorithm on both camera data sets revealed that the absolute number of tracked features, computation time, and robustness in various scenarios of the frame-based camera algorithm outperforms the event-based camera algorithm. However, when considering the percentages of tracked features relative to the total detected features, the event-based algorithm tracks a significantly higher percentage of features for at least one key frame than the frame-based algorithm. The comparative analysis of the experiments performed in space-simulated conditions during this project showed that the feasibility of an event-based camera using solely events is low compared to the frame-based camera.en
dc.format.extent93+9
dc.format.mimetypeapplication/pdfen
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/121704
dc.identifier.urnURN:NBN:fi:aalto-202306184076
dc.language.isoenen
dc.locationP1fi
dc.programmeErasmus Mundus Space Masterfi
dc.programme.majorSpace Robotics and Automationfi
dc.programme.mcodeELEC3047fi
dc.subject.keywordevent-based cameraen
dc.subject.keywordhardware-in-the-Loopen
dc.subject.keywordspace-simulated conditionsen
dc.subject.keywordnear-space objectsen
dc.subject.keywordasteroiden
dc.subject.keywordframe-based cameraen
dc.titleThe development of a Hardware-in-the-Loop test setup for event-based vision near-space space objectsen
dc.typeG2 Pro gradu, diplomityöfi
dc.type.ontasotMaster's thesisen
dc.type.ontasotDiplomityöfi
local.aalto.electroniconlyyes
local.aalto.openaccessyes
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