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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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 |
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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 |
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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. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Ashhar, Karalikkadan Mohammad Omar Khyam Soh, Cheong Boon |
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Article |
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Ashhar, Karalikkadan Mohammad Omar Khyam Soh, Cheong Boon |
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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 |
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2019 |
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https://hdl.handle.net/10356/105860 http://hdl.handle.net/10220/48838 http://dx.doi.org/10.3390/s19061350 |
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1681048131719921664 |