Mathematical function data model analysis and synthesis system based on short-term human movement
The paper proposes a data model analysis algorithm for human motion function based on short-term behaviour. The algorithm uses a functional data analysis (FDA) method to perform Fourier fitting on the motion data and extract the fitted approximate single period data. Finally, the algorithm depicts t...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2021-11-01
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| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2021.2.00088 |
| _version_ | 1797258385237737472 |
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| author | An Xuemei Yang Rui Alghazzawi Daniyal M. Joseph Nympha Rita |
| author_facet | An Xuemei Yang Rui Alghazzawi Daniyal M. Joseph Nympha Rita |
| author_sort | An Xuemei |
| collection | DOAJ |
| description | The paper proposes a data model analysis algorithm for human motion function based on short-term behaviour. The algorithm uses a functional data analysis (FDA) method to perform Fourier fitting on the motion data and extract the fitted approximate single period data. Finally, the algorithm depicts the internal change in the motion in the low-dimensional space. The study found that the characteristic motion data obtained by the algorithm has smooth characteristics, and the relevant case analysis also verifies the algorithm's effectiveness. |
| first_indexed | 2024-03-13T04:41:29Z |
| format | Article |
| id | doaj.art-838ca67e9cad41a8ae40078ce67ee9c3 |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-04-24T22:52:41Z |
| publishDate | 2021-11-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-838ca67e9cad41a8ae40078ce67ee9c32024-03-18T10:29:01ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562021-11-0172495810.2478/amns.2021.2.00088Mathematical function data model analysis and synthesis system based on short-term human movementAn Xuemei0Yang Rui1Alghazzawi Daniyal M.2Joseph Nympha Rita3Hebei Institute of Mechanical and Electroninc Technology, Xintai054000, ChinaHebei Institute of Mechanical and Electroninc Technology, Xintai054000, ChinaDepartment of Information Systems, Faculty of Computing and Information Technology, King Abdulaziz University, JeddahSaudi ArabiaApplied Science University, Al Eker, Kingdom of BahrainThe paper proposes a data model analysis algorithm for human motion function based on short-term behaviour. The algorithm uses a functional data analysis (FDA) method to perform Fourier fitting on the motion data and extract the fitted approximate single period data. Finally, the algorithm depicts the internal change in the motion in the low-dimensional space. The study found that the characteristic motion data obtained by the algorithm has smooth characteristics, and the relevant case analysis also verifies the algorithm's effectiveness.https://doi.org/10.2478/amns.2021.2.00088short-term behaviourhuman motion recognitionmathematical function modelwearable motion capture system93a30 |
| spellingShingle | An Xuemei Yang Rui Alghazzawi Daniyal M. Joseph Nympha Rita Mathematical function data model analysis and synthesis system based on short-term human movement Applied Mathematics and Nonlinear Sciences short-term behaviour human motion recognition mathematical function model wearable motion capture system 93a30 |
| title | Mathematical function data model analysis and synthesis system based on short-term human movement |
| title_full | Mathematical function data model analysis and synthesis system based on short-term human movement |
| title_fullStr | Mathematical function data model analysis and synthesis system based on short-term human movement |
| title_full_unstemmed | Mathematical function data model analysis and synthesis system based on short-term human movement |
| title_short | Mathematical function data model analysis and synthesis system based on short-term human movement |
| title_sort | mathematical function data model analysis and synthesis system based on short term human movement |
| topic | short-term behaviour human motion recognition mathematical function model wearable motion capture system 93a30 |
| url | https://doi.org/10.2478/amns.2021.2.00088 |
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