Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations

This paper proposes a method for three dimensional gait analysis using wearable sensors and quaternion calculations. Seven sensor units consisting of a tri-axial acceleration and gyro sensors, were fixed to the lower limbs. The acceleration and angular velocity data of each sensor unit were measured...

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Main Authors: Hiroaki Miyagawa, Ryo Takeda, Shigeru Tadano
Format: Article
Language:English
Published: MDPI AG 2013-07-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/13/7/9321
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spelling doaj-55409c0832fa4c2f9f54057ee385c7b22020-11-24T23:58:12ZengMDPI AGSensors1424-82202013-07-011379321934310.3390/s130709321Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion CalculationsHiroaki MiyagawaRyo TakedaShigeru TadanoThis paper proposes a method for three dimensional gait analysis using wearable sensors and quaternion calculations. Seven sensor units consisting of a tri-axial acceleration and gyro sensors, were fixed to the lower limbs. The acceleration and angular velocity data of each sensor unit were measured during level walking. The initial orientations of the sensor units were estimated using acceleration data during upright standing position and the angular displacements were estimated afterwards using angular velocity data during gait. Here, an algorithm based on quaternion calculation was implemented for orientation estimation of the sensor units. The orientations of the sensor units were converted to the orientations of the body segments by a rotation matrix obtained from a calibration trial. Body segment orientations were then used for constructing a three dimensional wire frame animation of the volunteers during the gait. Gait analysis was conducted on five volunteers, and results were compared with those from a camera-based motion analysis system. Comparisons were made for the joint trajectory in the horizontal and sagittal plane. The average RMSE and correlation coefficient (CC) were 10.14 deg and 0.98, 7.88 deg and 0.97, 9.75 deg and 0.78 for the hip, knee and ankle flexion angles, respectively.http://www.mdpi.com/1424-8220/13/7/9321gait analysisacceleration sensorgyro sensorquaternionlower limbjoint angle
collection DOAJ
language English
format Article
sources DOAJ
author Hiroaki Miyagawa
Ryo Takeda
Shigeru Tadano
spellingShingle Hiroaki Miyagawa
Ryo Takeda
Shigeru Tadano
Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations
Sensors
gait analysis
acceleration sensor
gyro sensor
quaternion
lower limb
joint angle
author_facet Hiroaki Miyagawa
Ryo Takeda
Shigeru Tadano
author_sort Hiroaki Miyagawa
title Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations
title_short Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations
title_full Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations
title_fullStr Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations
title_full_unstemmed Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations
title_sort three dimensional gait analysis using wearable acceleration and gyro sensors based on quaternion calculations
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2013-07-01
description This paper proposes a method for three dimensional gait analysis using wearable sensors and quaternion calculations. Seven sensor units consisting of a tri-axial acceleration and gyro sensors, were fixed to the lower limbs. The acceleration and angular velocity data of each sensor unit were measured during level walking. The initial orientations of the sensor units were estimated using acceleration data during upright standing position and the angular displacements were estimated afterwards using angular velocity data during gait. Here, an algorithm based on quaternion calculation was implemented for orientation estimation of the sensor units. The orientations of the sensor units were converted to the orientations of the body segments by a rotation matrix obtained from a calibration trial. Body segment orientations were then used for constructing a three dimensional wire frame animation of the volunteers during the gait. Gait analysis was conducted on five volunteers, and results were compared with those from a camera-based motion analysis system. Comparisons were made for the joint trajectory in the horizontal and sagittal plane. The average RMSE and correlation coefficient (CC) were 10.14 deg and 0.98, 7.88 deg and 0.97, 9.75 deg and 0.78 for the hip, knee and ankle flexion angles, respectively.
topic gait analysis
acceleration sensor
gyro sensor
quaternion
lower limb
joint angle
url http://www.mdpi.com/1424-8220/13/7/9321
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AT ryotakeda threedimensionalgaitanalysisusingwearableaccelerationandgyrosensorsbasedonquaternioncalculations
AT shigerutadano threedimensionalgaitanalysisusingwearableaccelerationandgyrosensorsbasedonquaternioncalculations
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