Stride estimation based on horizontal acceleration integration using an inertial sensor

The variation in stride length is an important index of gait stability. The evaluation requires a device that can accurately measure the stride length during ground walking. However, there are currently no practical and reliable measurement systems for clinical use. The purpose of this study was to...

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Main Authors: Ryoga NAKANISHI, Motomichi SONOBE, Kiyoshi HIROSE
Format: Article
Language:Japanese
Published: The Japan Society of Mechanical Engineers 2023-11-01
Series:Nihon Kikai Gakkai ronbunshu
Subjects:
Online Access:https://www.jstage.jst.go.jp/article/transjsme/89/927/89_23-00194/_pdf/-char/en
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author Ryoga NAKANISHI
Motomichi SONOBE
Kiyoshi HIROSE
author_facet Ryoga NAKANISHI
Motomichi SONOBE
Kiyoshi HIROSE
author_sort Ryoga NAKANISHI
collection DOAJ
description The variation in stride length is an important index of gait stability. The evaluation requires a device that can accurately measure the stride length during ground walking. However, there are currently no practical and reliable measurement systems for clinical use. The purpose of this study was to improve the stride estimation method using a single inertial sensor and to verify the accuracy of stride length estimation. Stride length was estimated by integrating the horizontal acceleration at the ankle joint. To reduce the impact acceleration at ground contact, which is the primary factor causing estimation errors, we mounted an inertial sensor on the lower leg. In the present method, the following four factors contribute to the stride length estimation error: the sensitivity of the inertial sensor, consideration of the directional angle, detection of integral intervals, and estimation of the relative position vector from the inertial sensor to the ankle joint. This study presents solutions to these problems and verifies the accuracy of stride length estimation by comparing it with optical motion capture measurements. The results indicated that the sensitivity of the inertial sensor improved the accuracy of the stride length estimation. Furthermore, we found that the standard deviation of stride estimation per step was approximately 32 mm, regardless of cadence and stride length. We conclude that the stride length estimation by the acceleration integral method is applicable to the estimation of the average stride length; however, it is difficult to apply it to the evaluation of stride variation from step to step.
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spelling doaj.art-cc61512bd42e42fc816e83c8abbc3f592023-11-28T05:07:41ZjpnThe Japan Society of Mechanical EngineersNihon Kikai Gakkai ronbunshu2187-97612023-11-018992723-0019423-0019410.1299/transjsme.23-00194transjsmeStride estimation based on horizontal acceleration integration using an inertial sensorRyoga NAKANISHI0Motomichi SONOBE1Kiyoshi HIROSE2Kitagawa CorporationKochi University of TechnologyKurume Institute of TechnologyThe variation in stride length is an important index of gait stability. The evaluation requires a device that can accurately measure the stride length during ground walking. However, there are currently no practical and reliable measurement systems for clinical use. The purpose of this study was to improve the stride estimation method using a single inertial sensor and to verify the accuracy of stride length estimation. Stride length was estimated by integrating the horizontal acceleration at the ankle joint. To reduce the impact acceleration at ground contact, which is the primary factor causing estimation errors, we mounted an inertial sensor on the lower leg. In the present method, the following four factors contribute to the stride length estimation error: the sensitivity of the inertial sensor, consideration of the directional angle, detection of integral intervals, and estimation of the relative position vector from the inertial sensor to the ankle joint. This study presents solutions to these problems and verifies the accuracy of stride length estimation by comparing it with optical motion capture measurements. The results indicated that the sensitivity of the inertial sensor improved the accuracy of the stride length estimation. Furthermore, we found that the standard deviation of stride estimation per step was approximately 32 mm, regardless of cadence and stride length. We conclude that the stride length estimation by the acceleration integral method is applicable to the estimation of the average stride length; however, it is difficult to apply it to the evaluation of stride variation from step to step.https://www.jstage.jst.go.jp/article/transjsme/89/927/89_23-00194/_pdf/-char/enstride lengthgait variabilitywearable deviceinertial sensorankle jointdirectional angle
spellingShingle Ryoga NAKANISHI
Motomichi SONOBE
Kiyoshi HIROSE
Stride estimation based on horizontal acceleration integration using an inertial sensor
Nihon Kikai Gakkai ronbunshu
stride length
gait variability
wearable device
inertial sensor
ankle joint
directional angle
title Stride estimation based on horizontal acceleration integration using an inertial sensor
title_full Stride estimation based on horizontal acceleration integration using an inertial sensor
title_fullStr Stride estimation based on horizontal acceleration integration using an inertial sensor
title_full_unstemmed Stride estimation based on horizontal acceleration integration using an inertial sensor
title_short Stride estimation based on horizontal acceleration integration using an inertial sensor
title_sort stride estimation based on horizontal acceleration integration using an inertial sensor
topic stride length
gait variability
wearable device
inertial sensor
ankle joint
directional angle
url https://www.jstage.jst.go.jp/article/transjsme/89/927/89_23-00194/_pdf/-char/en
work_keys_str_mv AT ryoganakanishi strideestimationbasedonhorizontalaccelerationintegrationusinganinertialsensor
AT motomichisonobe strideestimationbasedonhorizontalaccelerationintegrationusinganinertialsensor
AT kiyoshihirose strideestimationbasedonhorizontalaccelerationintegrationusinganinertialsensor