Feature-Based Gait Pattern Modeling on a Treadmill

被引:0
|
作者
Shin, Woo-Chul [1 ]
Kim, Min-Jung [1 ]
Han, Ji-Hun [1 ]
Cho, Hyun-Sang [2 ]
Hong, Youn-Sik [1 ]
机构
[1] Incheon Natl Univ, Dept Comp Sci & Engn, Incheon 22012, South Korea
[2] CiKLux Inc, R&D Ctr, Seoul 08588, South Korea
关键词
gait analysis on a treadmill; adapter sensor; feature-based gait pattern modeling; health care; BMI (body mass index); WALKING;
D O I
10.3390/electronics12204201
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present a method of gait analysis on a treadmill based on pressure distribution. We aimed to model the gait patterns of a subject walking at a constant speed on a treadmill based on differences in current consumption. The changes in current consumption were converted into pressure distribution curves, and then specific features were extracted. The extracted features were used to model the walking pattern on a treadmill. To verify the validity of our proposed feature-based gait pattern modeling, we conducted experiments by gender, age, BMI (body mass index), and step-to-step symmetry. The experimental results showed that the heavier the subject, the higher the value of each feature. In particular, our feature point-based gait modeling provides an index that can help determine whether a subject's gait is abnormal, depending on the difference between the features.
引用
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页数:13
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