TY - GEN
T1 - Gait measurement system for the elderly using laser range sensor
AU - Yorozu, Ayanori
AU - Takahashi, Masaki
N1 - Copyright:
Copyright 2014 Elsevier B.V., All rights reserved.
PY - 2014
Y1 - 2014
N2 - Gait measurement is important in various applications such as monitoring systems for the elderly. This paper presents a gait measurement system applicable to the elderly using a laser range sensor (LRS). An LRS can obtain high accuracy distance data over a wide range and leg position can be calculated based on characteristic leg patterns from the scan data. However, situations in which a leg is hidden from the LRS or both legs are too close together lead to false tracking or losing track of both legs entirely. In the case of the elderly in particular, these situations are likely to occur due to slow movement or narrow stride. To solve these problems, we present a novel leg detection method with five observed leg patterns and global nearest neighbor (GNN)-based data association, using a variable gate based on the state of each leg. Experimental results of several elderly people show that the proposed system can reduce the chances of both false tracking and losing track of both legs, and can acquire the accurate trajectory of both legs.
AB - Gait measurement is important in various applications such as monitoring systems for the elderly. This paper presents a gait measurement system applicable to the elderly using a laser range sensor (LRS). An LRS can obtain high accuracy distance data over a wide range and leg position can be calculated based on characteristic leg patterns from the scan data. However, situations in which a leg is hidden from the LRS or both legs are too close together lead to false tracking or losing track of both legs entirely. In the case of the elderly in particular, these situations are likely to occur due to slow movement or narrow stride. To solve these problems, we present a novel leg detection method with five observed leg patterns and global nearest neighbor (GNN)-based data association, using a variable gate based on the state of each leg. Experimental results of several elderly people show that the proposed system can reduce the chances of both false tracking and losing track of both legs, and can acquire the accurate trajectory of both legs.
KW - Data association
KW - Gait measurement system
KW - Global nearest neighbor
KW - Kalman filter
KW - Laser range sensor
UR - http://www.scopus.com/inward/record.url?scp=84893919512&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84893919512&partnerID=8YFLogxK
U2 - 10.4028/www.scientific.net/AMM.490-491.1629
DO - 10.4028/www.scientific.net/AMM.490-491.1629
M3 - Conference contribution
AN - SCOPUS:84893919512
SN - 9783038350019
T3 - Applied Mechanics and Materials
SP - 1629
EP - 1635
BT - Mechanical Design and Power Engineering
T2 - 2013 2nd International Conference on Mechanical Design and Power Engineering, ICMDPE 2013
Y2 - 29 November 2013 through 30 November 2013
ER -