Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm
A person who has severe hand tremor will have difficulty in doing specific tasks such as eating, combing or holding any objects. Currently, there is no medication that can cure the tremor. Thus, this study proposes the active tremor control, in which an intelligent controller is applied to suppress...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
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Inderscience Publisher
2017
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| Online Access: | http://psasir.upm.edu.my/id/eprint/63611/1/Tremor%20suppression%20for%204-DOFs%20biodynamic%20hand%20model%20using%20genetic%20algorithm.pdf |
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| author | As'arry, Azizan Rezali, Khairil Anas Md Jalil, Nawal Aswan Abdul Samin, Razali Zulkefli, Zamir Aimaduddin Zain, Mohd Zarhamdy Md. |
| author_facet | As'arry, Azizan Rezali, Khairil Anas Md Jalil, Nawal Aswan Abdul Samin, Razali Zulkefli, Zamir Aimaduddin Zain, Mohd Zarhamdy Md. |
| author_sort | As'arry, Azizan |
| collection | UPM |
| description | A person who has severe hand tremor will have difficulty in doing specific tasks such as eating, combing or holding any objects. Currently, there is no medication that can cure the tremor. Thus, this study proposes the active tremor control, in which an intelligent controller is applied to suppress the hand tremor. The main objective is to optimise the proportional-integral (PI) controller using genetic algorithm (GA). A linear voice coil actuator (LVCA) is applied onto a four degree of freedom (4-DOF) human hand model represented in state space. The findings of the study demonstrate that the PI controller optimised by GA gives excellent performance in reducing the tremor error. Based on the frequency evaluation, the PI controller performance was roughly around 84% in reducing the peak of simulated hand tremor. The outcomes provide an important contribution towards achieving novel methods in suppressing hand tremor model by means of intelligent control. |
| first_indexed | 2024-03-06T09:44:59Z |
| format | Article |
| id | upm.eprints-63611 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T09:44:59Z |
| publishDate | 2017 |
| publisher | Inderscience Publisher |
| record_format | dspace |
| spelling | upm.eprints-636112018-11-07T03:23:19Z http://psasir.upm.edu.my/id/eprint/63611/ Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm As'arry, Azizan Rezali, Khairil Anas Md Jalil, Nawal Aswan Abdul Samin, Razali Zulkefli, Zamir Aimaduddin Zain, Mohd Zarhamdy Md. A person who has severe hand tremor will have difficulty in doing specific tasks such as eating, combing or holding any objects. Currently, there is no medication that can cure the tremor. Thus, this study proposes the active tremor control, in which an intelligent controller is applied to suppress the hand tremor. The main objective is to optimise the proportional-integral (PI) controller using genetic algorithm (GA). A linear voice coil actuator (LVCA) is applied onto a four degree of freedom (4-DOF) human hand model represented in state space. The findings of the study demonstrate that the PI controller optimised by GA gives excellent performance in reducing the tremor error. Based on the frequency evaluation, the PI controller performance was roughly around 84% in reducing the peak of simulated hand tremor. The outcomes provide an important contribution towards achieving novel methods in suppressing hand tremor model by means of intelligent control. Inderscience Publisher 2017 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/63611/1/Tremor%20suppression%20for%204-DOFs%20biodynamic%20hand%20model%20using%20genetic%20algorithm.pdf As'arry, Azizan and Rezali, Khairil Anas Md and Jalil, Nawal Aswan Abdul and Samin, Razali and Zulkefli, Zamir Aimaduddin and Zain, Mohd Zarhamdy Md. (2017) Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm. International Journal of Advanced Mechatronic Systems, 7 (3). 151 - 157. ISSN 1756-8412; ESSN: 1756-8420 http://www.inderscience.com/info/inarticle.php?artid=86207 10.1504/IJAMECHS.2017.10007355 |
| spellingShingle | As'arry, Azizan Rezali, Khairil Anas Md Jalil, Nawal Aswan Abdul Samin, Razali Zulkefli, Zamir Aimaduddin Zain, Mohd Zarhamdy Md. Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm |
| title | Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm |
| title_full | Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm |
| title_fullStr | Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm |
| title_full_unstemmed | Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm |
| title_short | Tremor suppression for 4-DOFs biodynamic hand model using genetic algorithm |
| title_sort | tremor suppression for 4 dofs biodynamic hand model using genetic algorithm |
| url | http://psasir.upm.edu.my/id/eprint/63611/1/Tremor%20suppression%20for%204-DOFs%20biodynamic%20hand%20model%20using%20genetic%20algorithm.pdf |
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