Modelling and angle control of fiber braided bending actuator for finger rehabilitation
Stroke is a prominent cause of disability on a global scale, often resulting in hand impairment that significantly hinders a person's ability to carry out daily activities. Soft actuators present a promising technology for addressing hand impairment in stroke patients, offering a more versatile...
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my-uthm-ep.109792024-05-20T01:26:43Z Modelling and angle control of fiber braided bending actuator for finger rehabilitation 2023-09 Muhammad Nasir Annadurai, Mohd Nizar TJ Mechanical engineering and machinery Stroke is a prominent cause of disability on a global scale, often resulting in hand impairment that significantly hinders a person's ability to carry out daily activities. Soft actuators present a promising technology for addressing hand impairment in stroke patients, offering a more versatile and adaptable approach to actuation. Despite the benefits of soft actuators, their nonlinearity presents a challenge when it comes to modeling, controlling, and achieving swift response times. Due to the nonlinearity of the system, open-loop systems are not suitable for soft actuator applications. Open-loop controlled pneumatic actuator muscles often struggle with high precision control. The drawbacks can be addressed by implementing a closed-loop control system. The objective of a closed-loop control approach is to perform a dynamic task while enhancing precision, robustness, and actuator conformance to the environment. In this study, one approach to implementing closed-loop control is through system identification (SI), using a transfer function that simulates the actual actuator. The auto-regressive model structure was selected for this study. Pseudo-random binary sequences were employed as the input signal for the SI process. The implementation of a proportional-integral-derivative (PID) controller enabled the control of the angle of the Fiber Braided Bending Actuator (FBBA). Additionally, two tuning techniques were proposed for the PID controller, namely the auto-tuning method and the genetic algorithm method. Both controllers' real-time experiments and simulations are analyzed. The results indicate that, compared to PID tuned using the auto-tuning method, PID tuned using GA demonstrates a significant improvement in both simulation and real-time experiments 2023-09 Thesis http://eprints.uthm.edu.my/10979/ http://eprints.uthm.edu.my/10979/1/24p%20MOHD%20NIZAR%20MUHAMMAD%20NASIR%20ANNADURAI.pdf text en public http://eprints.uthm.edu.my/10979/2/MOHD%20NIZAR%20MUHAMMAD%20NASIR%20ANNADURAI%20COPYRIGHT%20DECLARATION.pdf text en staffonly http://eprints.uthm.edu.my/10979/3/MOHD%20NIZAR%20MUHAMMAD%20NASIR%20ANNADURAI%20WATERMARK.pdf text en validuser mphil masters Universiti Tun Hussein Onn Malaysia Fakulti Teknologi Kejuruteraan |
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Universiti Tun Hussein Onn Malaysia |
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TJ Mechanical engineering and machinery |
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TJ Mechanical engineering and machinery Muhammad Nasir Annadurai, Mohd Nizar Modelling and angle control of fiber braided bending actuator for finger rehabilitation |
description |
Stroke is a prominent cause of disability on a global scale, often resulting in hand impairment that significantly hinders a person's ability to carry out daily activities. Soft actuators present a promising technology for addressing hand impairment in stroke patients, offering a more versatile and adaptable approach to actuation. Despite the benefits of soft actuators, their nonlinearity presents a challenge when it comes to modeling, controlling, and achieving swift response times. Due to the nonlinearity of the system, open-loop systems are not suitable for soft actuator applications. Open-loop controlled pneumatic actuator muscles often struggle with high precision control. The drawbacks can be addressed by implementing a closed-loop control system. The objective of a closed-loop control approach is to perform a dynamic task while enhancing precision, robustness, and actuator conformance to the environment. In this study, one approach to implementing closed-loop control is through system identification (SI), using a transfer function that simulates the actual actuator. The auto-regressive model structure was selected for this study. Pseudo-random binary sequences were employed as the input signal for the SI process. The implementation of a proportional-integral-derivative (PID) controller enabled the control of the angle of the Fiber Braided Bending Actuator (FBBA). Additionally, two tuning techniques were proposed for the PID controller, namely the auto-tuning method and the genetic algorithm method. Both controllers' real-time experiments and simulations are analyzed. The results indicate that, compared to PID tuned using the auto-tuning method, PID tuned using GA demonstrates a significant improvement in both simulation and real-time experiments |
format |
Thesis |
qualification_name |
Master of Philosophy (M.Phil.) |
qualification_level |
Master's degree |
author |
Muhammad Nasir Annadurai, Mohd Nizar |
author_facet |
Muhammad Nasir Annadurai, Mohd Nizar |
author_sort |
Muhammad Nasir Annadurai, Mohd Nizar |
title |
Modelling and angle control of fiber braided bending actuator for finger rehabilitation |
title_short |
Modelling and angle control of fiber braided bending actuator for finger rehabilitation |
title_full |
Modelling and angle control of fiber braided bending actuator for finger rehabilitation |
title_fullStr |
Modelling and angle control of fiber braided bending actuator for finger rehabilitation |
title_full_unstemmed |
Modelling and angle control of fiber braided bending actuator for finger rehabilitation |
title_sort |
modelling and angle control of fiber braided bending actuator for finger rehabilitation |
granting_institution |
Universiti Tun Hussein Onn Malaysia |
granting_department |
Fakulti Teknologi Kejuruteraan |
publishDate |
2023 |
url |
http://eprints.uthm.edu.my/10979/1/24p%20MOHD%20NIZAR%20MUHAMMAD%20NASIR%20ANNADURAI.pdf http://eprints.uthm.edu.my/10979/2/MOHD%20NIZAR%20MUHAMMAD%20NASIR%20ANNADURAI%20COPYRIGHT%20DECLARATION.pdf http://eprints.uthm.edu.my/10979/3/MOHD%20NIZAR%20MUHAMMAD%20NASIR%20ANNADURAI%20WATERMARK.pdf |
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1804890130131976192 |