Feature-Based Gait Pattern Modeling on a Treadmill
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...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2023-10-01
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| Series: | Electronics |
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| Online Access: | https://www.mdpi.com/2079-9292/12/20/4201 |
| _version_ | 1797574018573795328 |
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| author | Woo-Chul Shin Min-Jung Kim Ji-Hun Han Hyun-Sang Cho Youn-Sik Hong |
| author_facet | Woo-Chul Shin Min-Jung Kim Ji-Hun Han Hyun-Sang Cho Youn-Sik Hong |
| author_sort | Woo-Chul Shin |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-10T21:17:16Z |
| format | Article |
| id | doaj.art-1ceaa59b6590488e90a972c2918a2892 |
| institution | Directory Open Access Journal |
| issn | 2079-9292 |
| language | English |
| last_indexed | 2024-03-10T21:17:16Z |
| publishDate | 2023-10-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Electronics |
| spelling | doaj.art-1ceaa59b6590488e90a972c2918a28922023-11-19T16:18:15ZengMDPI AGElectronics2079-92922023-10-011220420110.3390/electronics12204201Feature-Based Gait Pattern Modeling on a TreadmillWoo-Chul Shin0Min-Jung Kim1Ji-Hun Han2Hyun-Sang Cho3Youn-Sik Hong4Department of Computer Science and Engineering, Incheon National University, Incheon 22012, Republic of KoreaDepartment of Computer Science and Engineering, Incheon National University, Incheon 22012, Republic of KoreaDepartment of Computer Science and Engineering, Incheon National University, Incheon 22012, Republic of KoreaR&D Center, CiKLux Inc., Seoul 08588, Republic of KoreaDepartment of Computer Science and Engineering, Incheon National University, Incheon 22012, Republic of KoreaIn 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.https://www.mdpi.com/2079-9292/12/20/4201gait analysis on a treadmilladapter sensorfeature-based gait pattern modelinghealth careBMI (body mass index) |
| spellingShingle | Woo-Chul Shin Min-Jung Kim Ji-Hun Han Hyun-Sang Cho Youn-Sik Hong Feature-Based Gait Pattern Modeling on a Treadmill Electronics gait analysis on a treadmill adapter sensor feature-based gait pattern modeling health care BMI (body mass index) |
| title | Feature-Based Gait Pattern Modeling on a Treadmill |
| title_full | Feature-Based Gait Pattern Modeling on a Treadmill |
| title_fullStr | Feature-Based Gait Pattern Modeling on a Treadmill |
| title_full_unstemmed | Feature-Based Gait Pattern Modeling on a Treadmill |
| title_short | Feature-Based Gait Pattern Modeling on a Treadmill |
| title_sort | feature based gait pattern modeling on a treadmill |
| topic | gait analysis on a treadmill adapter sensor feature-based gait pattern modeling health care BMI (body mass index) |
| url | https://www.mdpi.com/2079-9292/12/20/4201 |
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