Algorithm of gait pattern planning system for gait rehabilitation robotic
This work aims to create an algorithm of gait pattern planning system. In this work, the algorithm is divided into two stages. First stage is to predict natural gait parameters (cadence and stride length) and the second stage is to construct or map the gait pattern based on gait parameters and anato...
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| Other Authors: | |
| Format: | Final Year Project (FYP) |
| Language: | English |
| Published: |
2011
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| Online Access: | http://hdl.handle.net/10356/44947 |
| _version_ | 1811686364724330496 |
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| author | Narendra Utama |
| author2 | Hoon Kay Hiang |
| author_facet | Hoon Kay Hiang Narendra Utama |
| author_sort | Narendra Utama |
| collection | NTU |
| description | This work aims to create an algorithm of gait pattern planning system. In this work, the algorithm is divided into two stages. First stage is to predict natural gait parameters (cadence and stride length) and the second stage is to construct or map the gait pattern based on gait parameters and anatomy parameters (thigh, calf and foot length). Two networks based on Neural Network model is built and trained to predict the gait parameters of a subject. Gait pattern waveform is analyzed by using Fourier Transform. Multiple Linear Regression (MLR) and Neural Network (NN) are created in order to study the relationship between fourier coefficients and the parameters (anatomy and gait parameters). It is found that Neural Network model has high accuracy to predict the gait parameters. It also found that gait and anatomy parameters have significant effect to the fourier coefficients of lower limb waveform, but the relationship is not linear. In conclusion, Neural Network model has high accuracy not only to predict the gait parameters but also to predict the fourier coefficients and gait pattern waveform can be predicted by substituting the predicted fourier coefficients into fourier series equation. |
| first_indexed | 2024-10-01T04:59:15Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/44947 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T04:59:15Z |
| publishDate | 2011 |
| record_format | dspace |
| spelling | ntu-10356/449472023-03-04T19:07:16Z Algorithm of gait pattern planning system for gait rehabilitation robotic Narendra Utama Hoon Kay Hiang Low Kin Huat School of Mechanical and Aerospace Engineering DRNTU::Engineering::Mechanical engineering This work aims to create an algorithm of gait pattern planning system. In this work, the algorithm is divided into two stages. First stage is to predict natural gait parameters (cadence and stride length) and the second stage is to construct or map the gait pattern based on gait parameters and anatomy parameters (thigh, calf and foot length). Two networks based on Neural Network model is built and trained to predict the gait parameters of a subject. Gait pattern waveform is analyzed by using Fourier Transform. Multiple Linear Regression (MLR) and Neural Network (NN) are created in order to study the relationship between fourier coefficients and the parameters (anatomy and gait parameters). It is found that Neural Network model has high accuracy to predict the gait parameters. It also found that gait and anatomy parameters have significant effect to the fourier coefficients of lower limb waveform, but the relationship is not linear. In conclusion, Neural Network model has high accuracy not only to predict the gait parameters but also to predict the fourier coefficients and gait pattern waveform can be predicted by substituting the predicted fourier coefficients into fourier series equation. Bachelor of Engineering (Mechanical Engineering) 2011-06-07T04:27:34Z 2011-06-07T04:27:34Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/44947 en Nanyang Technological University 108 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Mechanical engineering Narendra Utama Algorithm of gait pattern planning system for gait rehabilitation robotic |
| title | Algorithm of gait pattern planning system for gait rehabilitation robotic |
| title_full | Algorithm of gait pattern planning system for gait rehabilitation robotic |
| title_fullStr | Algorithm of gait pattern planning system for gait rehabilitation robotic |
| title_full_unstemmed | Algorithm of gait pattern planning system for gait rehabilitation robotic |
| title_short | Algorithm of gait pattern planning system for gait rehabilitation robotic |
| title_sort | algorithm of gait pattern planning system for gait rehabilitation robotic |
| topic | DRNTU::Engineering::Mechanical engineering |
| url | http://hdl.handle.net/10356/44947 |
| work_keys_str_mv | AT narendrautama algorithmofgaitpatternplanningsystemforgaitrehabilitationrobotic |