Method for joint flexion angle estimation using UWB ranging with clock model compensation

This paper presents a wearable system for measurement and monitoring human body joint angles based on UWB ranging. The DW1000 chip was used with standard deviation of distance measurement within 10 cm with range up to 70 m. We propose a method for enhancing range measurement accuracy based on an est...

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Main Authors: Hrvoje Mihaldinec, Hrvoje Dzapo
Format: Article
Language:English
Published: Taylor & Francis Group 2020-01-01
Series:Automatika
Subjects:
Online Access:http://dx.doi.org/10.1080/00051144.2019.1690290
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spelling doaj-52f88cd6ca7d4118a80769c51805b9df2020-11-25T01:55:53ZengTaylor & Francis GroupAutomatika0005-11441848-33802020-01-0161113214010.1080/00051144.2019.16902901690290Method for joint flexion angle estimation using UWB ranging with clock model compensationHrvoje Mihaldinec0Hrvoje Dzapo1University of ZagrebUniversity of ZagrebThis paper presents a wearable system for measurement and monitoring human body joint angles based on UWB ranging. The DW1000 chip was used with standard deviation of distance measurement within 10 cm with range up to 70 m. We propose a method for enhancing range measurement accuracy based on an estimator which compensates clock imperfections and relative pairwise movement of nodes. Since the estimator is valid only for small slices of time, we propose continuous motion estimation algorithm based on segment-by-segment data processing and stitching results into a final solution. The pairwise distances are approximated with Taylor series of a given order L in short measurement windows while timestamps are compensated with clock parameters of a first-order clock model. The main contribution of the proposed method is the ability to implement joint angle estimation by using low-cost off-the-shelf UWB components, without high-precision clock sources or a need for wired or wireless time synchronization. In order to determine an optimum order L and time slice length, Sprague and Geers' metric was used. The method was experimentally evaluated in static and dynamic conditions. The results show that the accuracy of the proposed system is comparable to similar solutions based on laboratory equipment.http://dx.doi.org/10.1080/00051144.2019.1690290ultrawideband (uwb)rangingjoint angle estimationtime-range modelclock modeldw1000
collection DOAJ
language English
format Article
sources DOAJ
author Hrvoje Mihaldinec
Hrvoje Dzapo
spellingShingle Hrvoje Mihaldinec
Hrvoje Dzapo
Method for joint flexion angle estimation using UWB ranging with clock model compensation
Automatika
ultrawideband (uwb)
ranging
joint angle estimation
time-range model
clock model
dw1000
author_facet Hrvoje Mihaldinec
Hrvoje Dzapo
author_sort Hrvoje Mihaldinec
title Method for joint flexion angle estimation using UWB ranging with clock model compensation
title_short Method for joint flexion angle estimation using UWB ranging with clock model compensation
title_full Method for joint flexion angle estimation using UWB ranging with clock model compensation
title_fullStr Method for joint flexion angle estimation using UWB ranging with clock model compensation
title_full_unstemmed Method for joint flexion angle estimation using UWB ranging with clock model compensation
title_sort method for joint flexion angle estimation using uwb ranging with clock model compensation
publisher Taylor & Francis Group
series Automatika
issn 0005-1144
1848-3380
publishDate 2020-01-01
description This paper presents a wearable system for measurement and monitoring human body joint angles based on UWB ranging. The DW1000 chip was used with standard deviation of distance measurement within 10 cm with range up to 70 m. We propose a method for enhancing range measurement accuracy based on an estimator which compensates clock imperfections and relative pairwise movement of nodes. Since the estimator is valid only for small slices of time, we propose continuous motion estimation algorithm based on segment-by-segment data processing and stitching results into a final solution. The pairwise distances are approximated with Taylor series of a given order L in short measurement windows while timestamps are compensated with clock parameters of a first-order clock model. The main contribution of the proposed method is the ability to implement joint angle estimation by using low-cost off-the-shelf UWB components, without high-precision clock sources or a need for wired or wireless time synchronization. In order to determine an optimum order L and time slice length, Sprague and Geers' metric was used. The method was experimentally evaluated in static and dynamic conditions. The results show that the accuracy of the proposed system is comparable to similar solutions based on laboratory equipment.
topic ultrawideband (uwb)
ranging
joint angle estimation
time-range model
clock model
dw1000
url http://dx.doi.org/10.1080/00051144.2019.1690290
work_keys_str_mv AT hrvojemihaldinec methodforjointflexionangleestimationusinguwbrangingwithclockmodelcompensation
AT hrvojedzapo methodforjointflexionangleestimationusinguwbrangingwithclockmodelcompensation
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