Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial
This paper presents collaborative research between the School of Electrical Engineering, Computing and Mathematical Sciences at Curtin University and a team of clinicians in a multicenter randomized controlled trial involving children with CP. This study aims to develop a digital solution for mass d...
| Main Authors: | , , , , , , , , , |
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| Format: | Journal Article |
| Published: |
2021
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| Online Access: | http://purl.org/au-research/grants/nhmrc/1057997 http://hdl.handle.net/20.500.11937/86125 |
| _version_ | 1848764785016963072 |
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| author | Khaksar, Siavash Pan, Huizhu Borazjani, Bita Murray, Iain Agrawal, Himanshu Liu, W Elliott, Catherine Imms, C Campbell, Amity Walmsley, Corrin |
| author_facet | Khaksar, Siavash Pan, Huizhu Borazjani, Bita Murray, Iain Agrawal, Himanshu Liu, W Elliott, Catherine Imms, C Campbell, Amity Walmsley, Corrin |
| author_sort | Khaksar, Siavash |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | This paper presents collaborative research between the School of Electrical Engineering, Computing and Mathematical Sciences at Curtin University and a team of clinicians in a multicenter randomized controlled trial involving children with CP. This study aims to develop a digital solution for mass data collection using inertial measurement units (IMUs) and the application of machine learning (ML) to classify the movement features associated with CP to determine the effectiveness of therapy. The results were calculated without the need to measure Euler, quaternion, and joint measurement calculation, reducing the time required to classify the data. |
| first_indexed | 2025-11-14T11:24:52Z |
| format | Journal Article |
| id | curtin-20.500.11937-86125 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T11:24:52Z |
| publishDate | 2021 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-861252025-05-12T05:26:15Z Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial Khaksar, Siavash Pan, Huizhu Borazjani, Bita Murray, Iain Agrawal, Himanshu Liu, W Elliott, Catherine Imms, C Campbell, Amity Walmsley, Corrin This paper presents collaborative research between the School of Electrical Engineering, Computing and Mathematical Sciences at Curtin University and a team of clinicians in a multicenter randomized controlled trial involving children with CP. This study aims to develop a digital solution for mass data collection using inertial measurement units (IMUs) and the application of machine learning (ML) to classify the movement features associated with CP to determine the effectiveness of therapy. The results were calculated without the need to measure Euler, quaternion, and joint measurement calculation, reducing the time required to classify the data. 2021 Journal Article http://hdl.handle.net/20.500.11937/86125 10.2196/29769 http://purl.org/au-research/grants/nhmrc/1057997 http://creativecommons.org/licenses/by/4.0/ fulltext |
| spellingShingle | Khaksar, Siavash Pan, Huizhu Borazjani, Bita Murray, Iain Agrawal, Himanshu Liu, W Elliott, Catherine Imms, C Campbell, Amity Walmsley, Corrin Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial |
| title | Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial |
| title_full | Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial |
| title_fullStr | Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial |
| title_full_unstemmed | Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial |
| title_short | Application of Inertial Measurement Units and Machine Learning Classification in Cerebral Palsy: Randomized Controlled Trial |
| title_sort | application of inertial measurement units and machine learning classification in cerebral palsy: randomized controlled trial |
| url | http://purl.org/au-research/grants/nhmrc/1057997 http://hdl.handle.net/20.500.11937/86125 |