Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range Sensor

For the prevention of falling in the elderly, gait training has been proposed using tasks such as the multi-target stepping task (MTST), in which participants step on assigned colored targets. This study presents a gait measurement system using a laser range sensor for the MTST to evaluate the risk...

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Main Authors: Ayanori Yorozu, Shu Nishiguchi, Minoru Yamada, Tomoki Aoyama, Toshiki Moriguchi, Masaki Takahashi
Format: Article
Language:English
Published: MDPI AG 2015-05-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/15/5/11151
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spelling doaj-ef0e4f6aa6714841b88efe73164f89db2020-11-25T00:30:18ZengMDPI AGSensors1424-82202015-05-01155111511116810.3390/s150511151s150511151Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range SensorAyanori Yorozu0Shu Nishiguchi1Minoru Yamada2Tomoki Aoyama3Toshiki Moriguchi4Masaki Takahashi5School of Science for Open and Environmental Systems, Graduate School of Science and Technology, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, JapanDepartment of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, 53 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto 606-8507, JapanGraduate School of Comprehensive Human Sciences, University of Tsukuba, 3-29-1 Otsuka, Bunkyo-ku, Tokyo 112-0012, JapanDepartment of Physical Therapy, Human Health Sciences, Graduate School of Medicine, Kyoto University, 53 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto 606-8507, JapanResearch & Development Division, Murata Machinery, Ltd., 136 Takeda-Mukaishiro-cho, Fushimi-ku, Kyoto 612-8686, JapanDepartment of System Design Engineering, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, JapanFor the prevention of falling in the elderly, gait training has been proposed using tasks such as the multi-target stepping task (MTST), in which participants step on assigned colored targets. This study presents a gait measurement system using a laser range sensor for the MTST to evaluate the risk of falling. The system tracks both legs and measures general walking parameters such as stride length and walking speed. Additionally, it judges whether the participant steps on the assigned colored targets and detects cross steps to evaluate cognitive function. However, situations in which one leg is hidden from the sensor or the legs are close occur and are likely to lead to losing track of the legs or false tracking. To solve these problems, we propose a novel leg detection method with five observed leg patterns and global nearest neighbor-based data association with a variable validation region based on the state of each leg. In addition, methods to judge target steps and detect cross steps based on leg trajectory are proposed. From the experimental results with the elderly, it is confirmed that the proposed system can improve leg-tracking performance, judge target steps and detect cross steps with high accuracy.http://www.mdpi.com/1424-8220/15/5/11151gait measurementlaser range sensorKalman filterdata association
collection DOAJ
language English
format Article
sources DOAJ
author Ayanori Yorozu
Shu Nishiguchi
Minoru Yamada
Tomoki Aoyama
Toshiki Moriguchi
Masaki Takahashi
spellingShingle Ayanori Yorozu
Shu Nishiguchi
Minoru Yamada
Tomoki Aoyama
Toshiki Moriguchi
Masaki Takahashi
Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range Sensor
Sensors
gait measurement
laser range sensor
Kalman filter
data association
author_facet Ayanori Yorozu
Shu Nishiguchi
Minoru Yamada
Tomoki Aoyama
Toshiki Moriguchi
Masaki Takahashi
author_sort Ayanori Yorozu
title Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range Sensor
title_short Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range Sensor
title_full Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range Sensor
title_fullStr Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range Sensor
title_full_unstemmed Gait Measurement System for the Multi-Target Stepping Task Using a Laser Range Sensor
title_sort gait measurement system for the multi-target stepping task using a laser range sensor
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2015-05-01
description For the prevention of falling in the elderly, gait training has been proposed using tasks such as the multi-target stepping task (MTST), in which participants step on assigned colored targets. This study presents a gait measurement system using a laser range sensor for the MTST to evaluate the risk of falling. The system tracks both legs and measures general walking parameters such as stride length and walking speed. Additionally, it judges whether the participant steps on the assigned colored targets and detects cross steps to evaluate cognitive function. However, situations in which one leg is hidden from the sensor or the legs are close occur and are likely to lead to losing track of the legs or false tracking. To solve these problems, we propose a novel leg detection method with five observed leg patterns and global nearest neighbor-based data association with a variable validation region based on the state of each leg. In addition, methods to judge target steps and detect cross steps based on leg trajectory are proposed. From the experimental results with the elderly, it is confirmed that the proposed system can improve leg-tracking performance, judge target steps and detect cross steps with high accuracy.
topic gait measurement
laser range sensor
Kalman filter
data association
url http://www.mdpi.com/1424-8220/15/5/11151
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