Positioning system based on inertial measurement unit and ultra-wideband impulse radio

In recent years, indoor positioning has become a popular topic. This project uses inertial measurement unit (IMU) and ultra-wideband impulse radio (UWB-IR) technology to realize an indoor ranging and positioning system. IMU and UWB positioning methods and principles are introduced. MATLAB is used in...

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Main Author: Tang, Jiaqi
Other Authors: Law Choi Look
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2021
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Online Access:https://hdl.handle.net/10356/150693
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1506932023-07-04T17:01:22Z Positioning system based on inertial measurement unit and ultra-wideband impulse radio Tang, Jiaqi Law Choi Look School of Electrical and Electronic Engineering ECLLAW@ntu.edu.sg Engineering::Electrical and electronic engineering In recent years, indoor positioning has become a popular topic. This project uses inertial measurement unit (IMU) and ultra-wideband impulse radio (UWB-IR) technology to realize an indoor ranging and positioning system. IMU and UWB positioning methods and principles are introduced. MATLAB is used in this project to verify the feasibility and accuracy of the positioning methods. The least square method is applied to find an approximate UWB positioning result. A 15-dimensional Error state Kalman filter (ESKF) is used as a data fusion algorithm to reduce the impact of NLOS and eliminate errors. When the orientation result calculated from the IMU data is used as a correction, the influence of NLOS can be greatly eliminated. At last, the results of several positioning methods are presented and compared, it is found that pure IMU positioning cannot achieve positioning due to accumulated errors, and pure UWB positioning have great errors because of NLOS. Only by fusing the UWB with the IMU sensor can a more accurate trajectory of the object be obtained. Master of Science (Communications Engineering) 2021-06-23T02:06:12Z 2021-06-23T02:06:12Z 2021 Thesis-Master by Coursework Tang, J. (2021). Positioning system based on inertial measurement unit and ultra-wideband impulse radio. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/150693 https://hdl.handle.net/10356/150693 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
spellingShingle Engineering::Electrical and electronic engineering
Tang, Jiaqi
Positioning system based on inertial measurement unit and ultra-wideband impulse radio
description In recent years, indoor positioning has become a popular topic. This project uses inertial measurement unit (IMU) and ultra-wideband impulse radio (UWB-IR) technology to realize an indoor ranging and positioning system. IMU and UWB positioning methods and principles are introduced. MATLAB is used in this project to verify the feasibility and accuracy of the positioning methods. The least square method is applied to find an approximate UWB positioning result. A 15-dimensional Error state Kalman filter (ESKF) is used as a data fusion algorithm to reduce the impact of NLOS and eliminate errors. When the orientation result calculated from the IMU data is used as a correction, the influence of NLOS can be greatly eliminated. At last, the results of several positioning methods are presented and compared, it is found that pure IMU positioning cannot achieve positioning due to accumulated errors, and pure UWB positioning have great errors because of NLOS. Only by fusing the UWB with the IMU sensor can a more accurate trajectory of the object be obtained.
author2 Law Choi Look
author_facet Law Choi Look
Tang, Jiaqi
format Thesis-Master by Coursework
author Tang, Jiaqi
author_sort Tang, Jiaqi
title Positioning system based on inertial measurement unit and ultra-wideband impulse radio
title_short Positioning system based on inertial measurement unit and ultra-wideband impulse radio
title_full Positioning system based on inertial measurement unit and ultra-wideband impulse radio
title_fullStr Positioning system based on inertial measurement unit and ultra-wideband impulse radio
title_full_unstemmed Positioning system based on inertial measurement unit and ultra-wideband impulse radio
title_sort positioning system based on inertial measurement unit and ultra-wideband impulse radio
publisher Nanyang Technological University
publishDate 2021
url https://hdl.handle.net/10356/150693
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