A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis

Gait analysis in unrestrained environments can be done with a single wearable ultrasonic sensor node on the lower limb and four fixed anchor nodes. The accuracy demanded by such systems is very high. Chirp signals can provide better ranging and localization performance in ultrasonic systems. However...

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Main Authors: Ashhar, Karalikkadan, Mohammad Omar Khyam, Soh, Cheong Boon
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2019
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Online Access:https://hdl.handle.net/10356/105860
http://hdl.handle.net/10220/48838
http://dx.doi.org/10.3390/s19061350
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1058602019-12-06T21:59:27Z A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis Ashhar, Karalikkadan Mohammad Omar Khyam Soh, Cheong Boon School of Electrical and Electronic Engineering Correlation Receiver DRNTU::Engineering::Electrical and electronic engineering Multi-path Compensation Gait analysis in unrestrained environments can be done with a single wearable ultrasonic sensor node on the lower limb and four fixed anchor nodes. The accuracy demanded by such systems is very high. Chirp signals can provide better ranging and localization performance in ultrasonic systems. However, we cannot neglect the multi-path effect in typical indoor environments for ultrasonic signals. The multi-path components closer to the line of sight component cannot be identified during correlation reception which leads to errors in the estimated range and which in turn affects the localization and tracking performance. We propose a novel method to reduce the multi-path effect in ultrasonic sensor networks in typical indoor environments. A gait analysis system with one mobile node attached to the lower limb was designed to test the performance of the proposed system during an indoor treadmill walking experiment. An optical motion capture system was used as a benchmark for the experiments. The proposed method gave better tracking accuracy compared to conventional coherent receivers. The static measurements gave 2.45 mm standard deviation compared to 10.45 mm using the classical approach. The RMSE between the ultrasonic gait analysis system and the reference system improved from 28.70 mm to 22.28 mm. The gait analysis system gave good performance for extraction of spatial and temporal parameters. Published version 2019-06-19T07:15:02Z 2019-12-06T21:59:27Z 2019-06-19T07:15:02Z 2019-12-06T21:59:27Z 2019 Journal Article Ashhar, K., Mohammad Omar Khyam, & Soh, C. B. (2019). A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis. Sensors, 19(6), 1350-. doi:10.3390/s19061350 1424-8220 https://hdl.handle.net/10356/105860 http://hdl.handle.net/10220/48838 http://dx.doi.org/10.3390/s19061350 en Sensors © 2019 The Authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). 15 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Correlation Receiver
DRNTU::Engineering::Electrical and electronic engineering
Multi-path Compensation
spellingShingle Correlation Receiver
DRNTU::Engineering::Electrical and electronic engineering
Multi-path Compensation
Ashhar, Karalikkadan
Mohammad Omar Khyam
Soh, Cheong Boon
A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis
description Gait analysis in unrestrained environments can be done with a single wearable ultrasonic sensor node on the lower limb and four fixed anchor nodes. The accuracy demanded by such systems is very high. Chirp signals can provide better ranging and localization performance in ultrasonic systems. However, we cannot neglect the multi-path effect in typical indoor environments for ultrasonic signals. The multi-path components closer to the line of sight component cannot be identified during correlation reception which leads to errors in the estimated range and which in turn affects the localization and tracking performance. We propose a novel method to reduce the multi-path effect in ultrasonic sensor networks in typical indoor environments. A gait analysis system with one mobile node attached to the lower limb was designed to test the performance of the proposed system during an indoor treadmill walking experiment. An optical motion capture system was used as a benchmark for the experiments. The proposed method gave better tracking accuracy compared to conventional coherent receivers. The static measurements gave 2.45 mm standard deviation compared to 10.45 mm using the classical approach. The RMSE between the ultrasonic gait analysis system and the reference system improved from 28.70 mm to 22.28 mm. The gait analysis system gave good performance for extraction of spatial and temporal parameters.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Ashhar, Karalikkadan
Mohammad Omar Khyam
Soh, Cheong Boon
format Article
author Ashhar, Karalikkadan
Mohammad Omar Khyam
Soh, Cheong Boon
author_sort Ashhar, Karalikkadan
title A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis
title_short A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis
title_full A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis
title_fullStr A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis
title_full_unstemmed A multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis
title_sort multi-path compensation method for ranging in wearable ultrasonic sensor networks for human gait analysis
publishDate 2019
url https://hdl.handle.net/10356/105860
http://hdl.handle.net/10220/48838
http://dx.doi.org/10.3390/s19061350
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