Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight Measurements

Human motion analysis is a valuable tool for assessing disease progression in persons with conditions such as multiple sclerosis or Parkinson’s disease. Human motion tracking is also used extensively for sporting technique and performance analysis as well as for work life ergonomics evaluations. Wea...

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Main Authors: Silje Ekroll Jahren, Niels Aakvaag, Frode Strisland, Andreas Vogl, Alessandro Liberale, Anders E. Liverud
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/7/2259
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spelling doaj-5be9dca99e934422a96d82dd75026bde2021-03-25T00:00:35ZengMDPI AGSensors1424-82202021-03-01212259225910.3390/s21072259Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight MeasurementsSilje Ekroll Jahren0Niels Aakvaag1Frode Strisland2Andreas Vogl3Alessandro Liberale4Anders E. Liverud5SINTEF Digital, 0373 Oslo, NorwaySINTEF Digital, 0373 Oslo, NorwaySINTEF Digital, 0373 Oslo, NorwaySINTEF Digital, 0373 Oslo, NorwaySINTEF Digital, 0373 Oslo, NorwaySINTEF Digital, 0373 Oslo, NorwayHuman motion analysis is a valuable tool for assessing disease progression in persons with conditions such as multiple sclerosis or Parkinson’s disease. Human motion tracking is also used extensively for sporting technique and performance analysis as well as for work life ergonomics evaluations. Wearable inertial sensors (e.g., accelerometers, gyroscopes and/or magnetometers) are frequently employed because they are easy to mount and can be used in real life, out-of-the-lab-settings, as opposed to video-based lab setups. These distributed sensors cannot, however, measure relative distances between sensors, and are also cumbersome when it comes to calibration and drift compensation. In this study, we tested an ultrasonic time-of-flight sensor for measuring relative limb-to-limb distance, and we developed a combined inertial sensor and ultrasonic time-of-flight wearable measurement system. The aim was to investigate if ultrasonic time-of-flight sensors can supplement inertial sensor-based motion tracking by providing relative distances between inertial sensor modules. We found that the ultrasonic time-of-flight measurements reflected expected walking motion patterns. The stride length estimates derived from ultrasonic time-of-flight measurements corresponded well with estimates from validated inertial sensors, indicating that the inclusion of ultrasonic time-of-flight measurements could be a feasible approach for improving inertial sensor-only systems. Our prototype was able to measure both inertial and time-of-flight measurements simultaneously and continuously, but more work is necessary to merge the complementary approaches to provide more accurate and more detailed human motion tracking.https://www.mdpi.com/1424-8220/21/7/2259human motion trackinggait analysisinertial measurement unitsbody sensor networkultrasonic time of flight
collection DOAJ
language English
format Article
sources DOAJ
author Silje Ekroll Jahren
Niels Aakvaag
Frode Strisland
Andreas Vogl
Alessandro Liberale
Anders E. Liverud
spellingShingle Silje Ekroll Jahren
Niels Aakvaag
Frode Strisland
Andreas Vogl
Alessandro Liberale
Anders E. Liverud
Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight Measurements
Sensors
human motion tracking
gait analysis
inertial measurement units
body sensor network
ultrasonic time of flight
author_facet Silje Ekroll Jahren
Niels Aakvaag
Frode Strisland
Andreas Vogl
Alessandro Liberale
Anders E. Liverud
author_sort Silje Ekroll Jahren
title Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight Measurements
title_short Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight Measurements
title_full Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight Measurements
title_fullStr Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight Measurements
title_full_unstemmed Towards Human Motion Tracking Enhanced by Semi-Continuous Ultrasonic Time-of-Flight Measurements
title_sort towards human motion tracking enhanced by semi-continuous ultrasonic time-of-flight measurements
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2021-03-01
description Human motion analysis is a valuable tool for assessing disease progression in persons with conditions such as multiple sclerosis or Parkinson’s disease. Human motion tracking is also used extensively for sporting technique and performance analysis as well as for work life ergonomics evaluations. Wearable inertial sensors (e.g., accelerometers, gyroscopes and/or magnetometers) are frequently employed because they are easy to mount and can be used in real life, out-of-the-lab-settings, as opposed to video-based lab setups. These distributed sensors cannot, however, measure relative distances between sensors, and are also cumbersome when it comes to calibration and drift compensation. In this study, we tested an ultrasonic time-of-flight sensor for measuring relative limb-to-limb distance, and we developed a combined inertial sensor and ultrasonic time-of-flight wearable measurement system. The aim was to investigate if ultrasonic time-of-flight sensors can supplement inertial sensor-based motion tracking by providing relative distances between inertial sensor modules. We found that the ultrasonic time-of-flight measurements reflected expected walking motion patterns. The stride length estimates derived from ultrasonic time-of-flight measurements corresponded well with estimates from validated inertial sensors, indicating that the inclusion of ultrasonic time-of-flight measurements could be a feasible approach for improving inertial sensor-only systems. Our prototype was able to measure both inertial and time-of-flight measurements simultaneously and continuously, but more work is necessary to merge the complementary approaches to provide more accurate and more detailed human motion tracking.
topic human motion tracking
gait analysis
inertial measurement units
body sensor network
ultrasonic time of flight
url https://www.mdpi.com/1424-8220/21/7/2259
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