Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm

A powered transfemoral prosthesis is needed as people with transfemoral amputation show 60 percent extra metabolic cost when compared to people with no amputation. Recently, as illustrated in the literature, the most high-torque robotic knee prosthesis utilize harmonic reducers. Despite the advantag...

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Main Authors: Al Kouzbary, Mouaz, Al Kouzbary, Hamza, Liu, Jingjing, Khamis, Taha, Al-Hashimi, Zaina, Shasmin, Hanie Nadia, Arifin, Nooranida, Abu Osman, Noor Azuan
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Published: MDPI 2022
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Online Access:http://eprints.um.edu.my/41126/
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spelling my.um.eprints.411262023-09-07T04:25:45Z http://eprints.um.edu.my/41126/ Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm Al Kouzbary, Mouaz Al Kouzbary, Hamza Liu, Jingjing Khamis, Taha Al-Hashimi, Zaina Shasmin, Hanie Nadia Arifin, Nooranida Abu Osman, Noor Azuan TJ Mechanical engineering and machinery A powered transfemoral prosthesis is needed as people with transfemoral amputation show 60 percent extra metabolic cost when compared to people with no amputation. Recently, as illustrated in the literature, the most high-torque robotic knee prosthesis utilize harmonic reducers. Despite the advantage of high reduction ratio and efficiency, the harmonic drive cannot be back-driven. Therefore, the harmonic drive is not an optimal solution for prosthetic systems with direct and indirect contact with the environment. In this paper, we outline an initial design of robotic knee prosthesis. The proposed robotic knee prosthesis consists of BLDC motor, cycloidal gear with reduction ratio 13:1, four-bar mechanism, and timing belt transmission with 4:1 reduction ratio. To optimize the torque transmission and range of motion (RoM), a multiobjective optimization problem must be undertaken. The end-effector motion depends on each bar length in the four-bar mechanism. The four-bar mechanism was optimized using particle swarm optimization (PSO). To complete the optimization, a set of 50 steps was collected using wearable sensors. Then, the data of sagittal plan were processed to identify the target profile for PSO. The prototype's computer-aided manufacturing (CAM) was completed using a MarkTwo 3D printer with carbon fiber composite. The overall design can achieve a maximum torque of 84 N.m. However, the current design lacks the elastic component (no spring is added on the actuator output), which is necessary for a functional prosthesis; this limitation will be addressed in future study. MDPI 2022-09 Article PeerReviewed Al Kouzbary, Mouaz and Al Kouzbary, Hamza and Liu, Jingjing and Khamis, Taha and Al-Hashimi, Zaina and Shasmin, Hanie Nadia and Arifin, Nooranida and Abu Osman, Noor Azuan (2022) Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm. Actuators, 11 (9). ISSN 2076-0825, DOI https://doi.org/10.3390/act11090253 <https://doi.org/10.3390/act11090253>. 10.3390/act11090253
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Al Kouzbary, Mouaz
Al Kouzbary, Hamza
Liu, Jingjing
Khamis, Taha
Al-Hashimi, Zaina
Shasmin, Hanie Nadia
Arifin, Nooranida
Abu Osman, Noor Azuan
Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm
description A powered transfemoral prosthesis is needed as people with transfemoral amputation show 60 percent extra metabolic cost when compared to people with no amputation. Recently, as illustrated in the literature, the most high-torque robotic knee prosthesis utilize harmonic reducers. Despite the advantage of high reduction ratio and efficiency, the harmonic drive cannot be back-driven. Therefore, the harmonic drive is not an optimal solution for prosthetic systems with direct and indirect contact with the environment. In this paper, we outline an initial design of robotic knee prosthesis. The proposed robotic knee prosthesis consists of BLDC motor, cycloidal gear with reduction ratio 13:1, four-bar mechanism, and timing belt transmission with 4:1 reduction ratio. To optimize the torque transmission and range of motion (RoM), a multiobjective optimization problem must be undertaken. The end-effector motion depends on each bar length in the four-bar mechanism. The four-bar mechanism was optimized using particle swarm optimization (PSO). To complete the optimization, a set of 50 steps was collected using wearable sensors. Then, the data of sagittal plan were processed to identify the target profile for PSO. The prototype's computer-aided manufacturing (CAM) was completed using a MarkTwo 3D printer with carbon fiber composite. The overall design can achieve a maximum torque of 84 N.m. However, the current design lacks the elastic component (no spring is added on the actuator output), which is necessary for a functional prosthesis; this limitation will be addressed in future study.
format Article
author Al Kouzbary, Mouaz
Al Kouzbary, Hamza
Liu, Jingjing
Khamis, Taha
Al-Hashimi, Zaina
Shasmin, Hanie Nadia
Arifin, Nooranida
Abu Osman, Noor Azuan
author_facet Al Kouzbary, Mouaz
Al Kouzbary, Hamza
Liu, Jingjing
Khamis, Taha
Al-Hashimi, Zaina
Shasmin, Hanie Nadia
Arifin, Nooranida
Abu Osman, Noor Azuan
author_sort Al Kouzbary, Mouaz
title Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm
title_short Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm
title_full Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm
title_fullStr Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm
title_full_unstemmed Robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm
title_sort robotic knee prosthesis with cycloidal gear and four-bar mechanism optimized using particle swarm algorithm
publisher MDPI
publishDate 2022
url http://eprints.um.edu.my/41126/
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score 13.18916