Detecting Turns And Correcting Headings Using Low-Cost INS
Unlike industrial-grade Inertial Navigation Sensors (INSs) that can provide credible tracking performance, more affordable consumer-grade low-cost INSs produce drifts in heading angles and positions that result in a poor tracking accuracy. Researchers have proposed drift correction methods that atte...
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The Royal Institute Of Navigation
2018
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Online Access: | http://eprints.utem.edu.my/id/eprint/24009/2/DETECTING%20TURNS%20AND%20CORRECTING%20HEADINGS%20USING%20LOW-COST%20INS.pdf http://eprints.utem.edu.my/id/eprint/24009/ https://www.cambridge.org/core/journals/journal-of-navigation/article/detecting-turns-and-correcting-headings-using-lowcost-ins/2C358FC7F28DBFE48171C3BDF740F3B6 https://doi.org/10.1017/S0373463317000443 |
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my.utem.eprints.240092020-03-05T12:07:35Z http://eprints.utem.edu.my/id/eprint/24009/ Detecting Turns And Correcting Headings Using Low-Cost INS Muhammad, Mohd Nazrin Salcic, Zoran Wang, Kevin I-Kai T Technology (General) TK Electrical engineering. Electronics Nuclear engineering Unlike industrial-grade Inertial Navigation Sensors (INSs) that can provide credible tracking performance, more affordable consumer-grade low-cost INSs produce drifts in heading angles and positions that result in a poor tracking accuracy. Researchers have proposed drift correction methods that attempt to attenuate the drifts when walking straight along the dominant directions is detected. While determining the type of a pedestrian's walk is essential before the heading corrections are made, the current detection techniques heavily rely on thresholding. This paper proposes a novel threshold-less method to detect turns in walking by using pelvic rotation and correct the heading angle based on consumer-grade INSs. The experiments indicate the proposed turn detector and heading correction methods produce very good results which can be applied for future pedestrian tracking, activity recognition or rehabilitation. The Royal Institute Of Navigation 2018-01 Article PeerReviewed text en http://eprints.utem.edu.my/id/eprint/24009/2/DETECTING%20TURNS%20AND%20CORRECTING%20HEADINGS%20USING%20LOW-COST%20INS.pdf Muhammad, Mohd Nazrin and Salcic, Zoran and Wang, Kevin I-Kai (2018) Detecting Turns And Correcting Headings Using Low-Cost INS. The Journal Of Navigation, 71 (1). pp. 189-207. ISSN 0373-4633 https://www.cambridge.org/core/journals/journal-of-navigation/article/detecting-turns-and-correcting-headings-using-lowcost-ins/2C358FC7F28DBFE48171C3BDF740F3B6 https://doi.org/10.1017/S0373463317000443 |
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T Technology (General) TK Electrical engineering. Electronics Nuclear engineering Muhammad, Mohd Nazrin Salcic, Zoran Wang, Kevin I-Kai Detecting Turns And Correcting Headings Using Low-Cost INS |
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Unlike industrial-grade Inertial Navigation Sensors (INSs) that can provide credible tracking performance, more affordable consumer-grade low-cost INSs produce drifts in heading angles and positions that result in a poor tracking accuracy. Researchers have proposed drift correction methods that attempt to attenuate the drifts when walking straight along the dominant directions is detected. While determining the type of a pedestrian's walk is essential before the heading corrections are made, the current detection techniques heavily rely on thresholding. This paper proposes a novel threshold-less method to detect turns in walking by using pelvic rotation and correct the heading angle based on consumer-grade INSs. The experiments indicate the proposed turn detector and heading correction methods produce very good results which can be applied for future pedestrian tracking, activity recognition or rehabilitation. |
format |
Article |
author |
Muhammad, Mohd Nazrin Salcic, Zoran Wang, Kevin I-Kai |
author_facet |
Muhammad, Mohd Nazrin Salcic, Zoran Wang, Kevin I-Kai |
author_sort |
Muhammad, Mohd Nazrin |
title |
Detecting Turns And Correcting Headings Using Low-Cost INS |
title_short |
Detecting Turns And Correcting Headings Using Low-Cost INS |
title_full |
Detecting Turns And Correcting Headings Using Low-Cost INS |
title_fullStr |
Detecting Turns And Correcting Headings Using Low-Cost INS |
title_full_unstemmed |
Detecting Turns And Correcting Headings Using Low-Cost INS |
title_sort |
detecting turns and correcting headings using low-cost ins |
publisher |
The Royal Institute Of Navigation |
publishDate |
2018 |
url |
http://eprints.utem.edu.my/id/eprint/24009/2/DETECTING%20TURNS%20AND%20CORRECTING%20HEADINGS%20USING%20LOW-COST%20INS.pdf http://eprints.utem.edu.my/id/eprint/24009/ https://www.cambridge.org/core/journals/journal-of-navigation/article/detecting-turns-and-correcting-headings-using-lowcost-ins/2C358FC7F28DBFE48171C3BDF740F3B6 https://doi.org/10.1017/S0373463317000443 |
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