High-precision Estimation of Roll and Pitch of Aircrafts
dc.contributor.author | Shenoy, Dinesh | |
dc.contributor.copyright-release | Not Applicable | en_US |
dc.contributor.degree | Master of Computer Science | en_US |
dc.contributor.department | Faculty of Computer Science | en_US |
dc.contributor.ethics-approval | Not Applicable | en_US |
dc.contributor.external-examiner | n/a | en_US |
dc.contributor.graduate-coordinator | Dr. Michael McAllister | en_US |
dc.contributor.manuscripts | Not Applicable | en_US |
dc.contributor.thesis-reader | Dr. Israat Haque | en_US |
dc.contributor.thesis-reader | Dr. Kirstie Hawkey | en_US |
dc.contributor.thesis-supervisor | Dr. Qiang Ye | en_US |
dc.contributor.thesis-supervisor | Dr. Srinivas Sampalli | en_US |
dc.date.accessioned | 2019-08-26T14:38:37Z | |
dc.date.available | 2019-08-26T14:38:37Z | |
dc.date.defence | 2019-08-16 | |
dc.date.issued | 2019-08-26T14:38:37Z | |
dc.description.abstract | Positioning plays a vital role in aircraft navigation. Pitch and roll estimation are two important aspects of aircraft positioning. In our research, we focused on a low-cost pitch/roll estimation platform, which includes a low-computation processor and a small-sized memory. With the platform, we compared the performance of two pitch/roll estimation methods: complementary filter based estimation and Kalman filter based estimation. Our experimental results indicate that, between the two approaches under investigation, Kalman filter-based estimation is much more precise. In addition, we found that R matrix, a critical variable of Kalman filter, has a serious impact on convergence time and stability of Kalman filter. When the entries of R matrix are set to low values, Kalman filter-based estimation leads to faster convergence time and poor stability. When they are set to high values, Kalman filter-based estimation is more stable, but it results in slow convergence. | en_US |
dc.identifier.uri | http://hdl.handle.net/10222/76303 | |
dc.language.iso | en | en_US |
dc.subject | Pitch | en_US |
dc.subject | Roll | en_US |
dc.subject | Complementary Filter | en_US |
dc.subject | Kalman Filter | en_US |
dc.subject | Aircraft Positioning | en_US |
dc.title | High-precision Estimation of Roll and Pitch of Aircrafts | en_US |
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