An Integrated IMU and UWB Sensor Based Indoor Positioning System

碩士 === 國立臺北科技大學 === 電機工程系所 === 105 === Despite the emerging of various sensor for indoor positioning system (IPS), these sensors have their respective advantages and disadvantages. An innovative indoor positioning system is proposed in this research by fusing an ultra-wideband (UWB) and inertial mea...

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Main Authors: Che-Cheng Liao, 廖哲政
Other Authors: 姚立德
Format: Others
Language:zh-TW
Published: 2017
Online Access:http://ndltd.ncl.edu.tw/handle/d4kjze
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spelling ndltd-TW-105TIT054420972019-05-15T23:53:44Z http://ndltd.ncl.edu.tw/handle/d4kjze An Integrated IMU and UWB Sensor Based Indoor Positioning System 整合慣性感測器與超寬頻感測器的室內定位系統 Che-Cheng Liao 廖哲政 碩士 國立臺北科技大學 電機工程系所 105 Despite the emerging of various sensor for indoor positioning system (IPS), these sensors have their respective advantages and disadvantages. An innovative indoor positioning system is proposed in this research by fusing an ultra-wideband (UWB) and inertial measurement unit (IMU) sensor-based positioning solution. Given the excellent robustness of UWB and IMU sensors towards the cumulative error and external interference, respectively, the data fusion of these two sensors can lead to the robust and optimal positioning performance. The proposed sensor fusion can be accomplished by using an Extended Kalman Filter (EKF) that can estimate the IMU sensor’s systematic error and correct the positioning error simultaneously. The mechanisms of fault detection, identification and isolation are also built in the EKF design to prevent the corruption of UWB sensor measurement data and degradation of positioning performance due to the obstructions, multi-path and other potential sources of interference. The proposed sensor fusion based indoor positioning algorithm is first simulated, followed by the actual implementation for laboratory test. Extensive studies show that the positioning performance of obtained from the experimental studies are highly correlated with those of simulation results and both have demonstrated the excellent positioning performance. 姚立德 2017 學位論文 ; thesis 114 zh-TW
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description 碩士 === 國立臺北科技大學 === 電機工程系所 === 105 === Despite the emerging of various sensor for indoor positioning system (IPS), these sensors have their respective advantages and disadvantages. An innovative indoor positioning system is proposed in this research by fusing an ultra-wideband (UWB) and inertial measurement unit (IMU) sensor-based positioning solution. Given the excellent robustness of UWB and IMU sensors towards the cumulative error and external interference, respectively, the data fusion of these two sensors can lead to the robust and optimal positioning performance. The proposed sensor fusion can be accomplished by using an Extended Kalman Filter (EKF) that can estimate the IMU sensor’s systematic error and correct the positioning error simultaneously. The mechanisms of fault detection, identification and isolation are also built in the EKF design to prevent the corruption of UWB sensor measurement data and degradation of positioning performance due to the obstructions, multi-path and other potential sources of interference. The proposed sensor fusion based indoor positioning algorithm is first simulated, followed by the actual implementation for laboratory test. Extensive studies show that the positioning performance of obtained from the experimental studies are highly correlated with those of simulation results and both have demonstrated the excellent positioning performance.
author2 姚立德
author_facet 姚立德
Che-Cheng Liao
廖哲政
author Che-Cheng Liao
廖哲政
spellingShingle Che-Cheng Liao
廖哲政
An Integrated IMU and UWB Sensor Based Indoor Positioning System
author_sort Che-Cheng Liao
title An Integrated IMU and UWB Sensor Based Indoor Positioning System
title_short An Integrated IMU and UWB Sensor Based Indoor Positioning System
title_full An Integrated IMU and UWB Sensor Based Indoor Positioning System
title_fullStr An Integrated IMU and UWB Sensor Based Indoor Positioning System
title_full_unstemmed An Integrated IMU and UWB Sensor Based Indoor Positioning System
title_sort integrated imu and uwb sensor based indoor positioning system
publishDate 2017
url http://ndltd.ncl.edu.tw/handle/d4kjze
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