3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method
Upper limb disability is one of the major adversities faced by post-stroke patients. Eating is one of the fundamental activities of survival for all living beings. The robotic rehabilitation systems for people with upper limb disabilities must have the capability of assisting the patients, providing...
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my.iium.irep.852282021-05-06T01:03:22Z http://irep.iium.edu.my/85228/ 3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method Hussain, Zakia Zainul Azlan, Norsinnira TJ Mechanical engineering and machinery Upper limb disability is one of the major adversities faced by post-stroke patients. Eating is one of the fundamental activities of survival for all living beings. The robotic rehabilitation systems for people with upper limb disabilities must have the capability of assisting the patients, providing appropriate forces/torques, during various eating activities. In this study, a 3-D, four-DOF dynamic, mathematical model of human arm, including wrist and elbow joints, focusing on elbow flexion/extension motion, forearm pronation/supination, wrist flexion/extension and wrist adduction/abduction is formulated, for predicting the torques during different eating activities. A simulation study and experimental validation has been conducted involving five different food types and using two types of cutlery, which are, a fork and a spoon, to study their effect on the corresponding torques produced. It was observed that the maximum torque is obtained in both wrist and elbow joint when the subject digs into the food and eats (event B) in the majority of the eating tasks. The accuracy of the model, in terms of torque prediction, was compared to that of the load cell, for all eating activities, using RMSE as a statistical measure, to the test the performance of the model. The results indicate that 3-D dynamic model formulated fits all the torques for all eating activities very well, with the average RMSE of 0.05 Nm and the performance of the model is good. These results verify that the proposed Kane’s model, successfully models the HUL, during different eating tasks and using different types of cutlery. forearm pronation/supination, wrist flexion/extension and wrist adduction/abduction is formulated, for predicting the torques during different eating activities. A simulation study and experimental validation has been conducted involving five different food types and using two types of cutlery, which are, a fork and a spoon, to study their effect on the corresponding torques produced. It was observed that the maximum torque is obtained in both wrist and elbow joint when the subject digs into the food and eats (event B) in the majority of the eating tasks. The accuracy of the model, in terms of torque prediction, was compared to that of the load cell, for all eating activities, using RMSE as a statistical measure, to the test the performance of the model. The results indicate that 3-D dynamic model formulated fits all the torques for all eating activities very well, with the average RMSE of 0.05 Nm and the performance of the model is good. These results verify that the proposed Kane’s model, successfully models the HUL, during different eating tasks and using different types of cutlery. Springer Nature 2020 Article PeerReviewed application/pdf en http://irep.iium.edu.my/85228/7/85228_3-D%20Dynamic%20Modeling%20and%20Validation.pdf application/pdf en http://irep.iium.edu.my/85228/8/85228_3-D%20Dynamic%20Modeling%20and%20Validation_Scopus.pdf application/pdf en http://irep.iium.edu.my/85228/19/85228_3-D%20Dynamic%20Modeling%20and%20Validatio_wos.pdf Hussain, Zakia and Zainul Azlan, Norsinnira (2020) 3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method. Iranian Journal of Science and Technology - Transactions of Mechanical Engineering, 44 (3). pp. 661-694. ISSN 2228-6187 https://link.springer.com/article/10.1007/s40997-019-00299-8 10.1007/s40997-019-00299-8 |
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TJ Mechanical engineering and machinery Hussain, Zakia Zainul Azlan, Norsinnira 3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method |
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Upper limb disability is one of the major adversities faced by post-stroke patients. Eating is one of the fundamental activities of survival for all living beings. The robotic rehabilitation systems for people with upper limb disabilities must have the capability of assisting the patients, providing appropriate forces/torques, during various eating activities. In this study, a 3-D, four-DOF
dynamic, mathematical model of human arm, including wrist and elbow joints, focusing on elbow flexion/extension motion,
forearm pronation/supination, wrist flexion/extension and wrist adduction/abduction is formulated, for predicting the torques
during different eating activities. A simulation study and experimental validation has been conducted involving five different
food types and using two types of cutlery, which are, a fork and a spoon, to study their effect on the corresponding torques
produced. It was observed that the maximum torque is obtained in both wrist and elbow joint when the subject digs into the food
and eats (event B) in the majority of the eating tasks. The accuracy of the model, in terms of torque prediction, was compared to
that of the load cell, for all eating activities, using RMSE as a statistical measure, to the test the performance of the model. The results indicate that 3-D dynamic model formulated fits all the torques for all eating activities very well, with the average RMSE of 0.05 Nm and the performance of the model is good. These results verify that the proposed Kane’s model, successfully models
the HUL, during different eating tasks and using different types of cutlery. forearm pronation/supination, wrist flexion/extension and wrist adduction/abduction is formulated, for predicting the torques during different eating activities. A simulation study and experimental validation has been conducted involving five different food types and using two types of cutlery, which are, a fork and a spoon, to study their effect on the corresponding torques produced. It was observed that the maximum torque is obtained in both wrist and elbow joint when the subject digs into the food and eats (event B) in the majority of the eating tasks. The accuracy of the model, in terms of torque prediction, was compared to that of the load cell, for all eating activities, using RMSE as a statistical measure, to the test the performance of the model. The results indicate that 3-D dynamic model formulated fits all the torques for all eating activities very well, with the average RMSE of 0.05 Nm and the performance of the model is good. These results verify that the proposed Kane’s model, successfully models the HUL, during different eating tasks and using different types of cutlery. |
format |
Article |
author |
Hussain, Zakia Zainul Azlan, Norsinnira |
author_facet |
Hussain, Zakia Zainul Azlan, Norsinnira |
author_sort |
Hussain, Zakia |
title |
3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method |
title_short |
3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method |
title_full |
3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method |
title_fullStr |
3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method |
title_full_unstemmed |
3-D dynamic modeling and validation of human arm for torque determination during eating activity using Kane’s method |
title_sort |
3-d dynamic modeling and validation of human arm for torque determination during eating activity using kane’s method |
publisher |
Springer Nature |
publishDate |
2020 |
url |
http://irep.iium.edu.my/85228/7/85228_3-D%20Dynamic%20Modeling%20and%20Validation.pdf http://irep.iium.edu.my/85228/8/85228_3-D%20Dynamic%20Modeling%20and%20Validation_Scopus.pdf http://irep.iium.edu.my/85228/19/85228_3-D%20Dynamic%20Modeling%20and%20Validatio_wos.pdf http://irep.iium.edu.my/85228/ https://link.springer.com/article/10.1007/s40997-019-00299-8 |
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