PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System
The prominent performance of electro-hydraulic servo (EHS) system has received a positive admission in the industrial field. EHS system is well known to be disclosed to the parameter variations, disturbances and uncertainties which are affects by the changes in the operating conditions such as frict...
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2015
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Online Access: | http://eprints.utem.edu.my/id/eprint/20983/2/20150930_JT_Chong.pdf http://eprints.utem.edu.my/id/eprint/20983/ https://jurnalteknologi.utm.my/index.php/jurnalteknologi/article/view/6605 https://doi.org/10.11113/jt.v77.6605 |
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my.utem.eprints.209832021-07-12T18:05:28Z http://eprints.utem.edu.my/id/eprint/20983/ PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System Chong, Chee Soon Ghazali, Rozaimi Jaafar, Hazriq Izzuan Syed Hussien, Sharifah Yuslinda The prominent performance of electro-hydraulic servo (EHS) system has received a positive admission in the industrial field. EHS system is well known to be disclosed to the parameter variations, disturbances and uncertainties which are affects by the changes in the operating conditions such as friction, internal and external leakage. The complexity and nonlinear characteristic of the EHS system leads to a great challenge in controller development and system modelling. The performance of the utilized controller can be improved in order to achieve its best capability. In this paper, the basic knowledge in optimization of the proportional-integral-derivative (PID) controller through Gradient Descent (GD) method was discussed. The PID parameters obtained through Ziegler-Nichols (ZN) tuning method has been optimized using the GD method via MATLAB/Simulink software. The findings illustrate significant improvement in the positioning tracking performance by applying the developed optimization technique. Therefore,the issues that were degraded the EHS system performance have been reduced. Penerbit UTM Press 2015 Article PeerReviewed text en http://eprints.utem.edu.my/id/eprint/20983/2/20150930_JT_Chong.pdf Chong, Chee Soon and Ghazali, Rozaimi and Jaafar, Hazriq Izzuan and Syed Hussien, Sharifah Yuslinda (2015) PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System. Jurnal Teknologi, 77 (21). pp. 33-39. ISSN 2180-3722 https://jurnalteknologi.utm.my/index.php/jurnalteknologi/article/view/6605 https://doi.org/10.11113/jt.v77.6605 |
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The prominent performance of electro-hydraulic servo (EHS) system has received a positive admission in the industrial field. EHS system is well known to be disclosed to the parameter variations, disturbances and uncertainties which are affects by the changes in the operating conditions such as friction, internal and external leakage. The complexity and nonlinear characteristic of the EHS system leads to a great challenge in controller development and system modelling. The performance of the utilized controller can be improved in order to achieve its best capability. In this paper, the basic knowledge in optimization of the proportional-integral-derivative (PID) controller through Gradient Descent (GD) method was discussed. The PID parameters obtained through Ziegler-Nichols (ZN) tuning method has been optimized using the GD method via MATLAB/Simulink software. The findings illustrate significant
improvement in the positioning tracking performance by applying the developed optimization technique. Therefore,the issues that were degraded the EHS system performance have been reduced. |
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author |
Chong, Chee Soon Ghazali, Rozaimi Jaafar, Hazriq Izzuan Syed Hussien, Sharifah Yuslinda |
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Chong, Chee Soon Ghazali, Rozaimi Jaafar, Hazriq Izzuan Syed Hussien, Sharifah Yuslinda PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System |
author_facet |
Chong, Chee Soon Ghazali, Rozaimi Jaafar, Hazriq Izzuan Syed Hussien, Sharifah Yuslinda |
author_sort |
Chong, Chee Soon |
title |
PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System |
title_short |
PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System |
title_full |
PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System |
title_fullStr |
PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System |
title_full_unstemmed |
PID Controller Tuning Optimization Using Gradient Descent Technique For An Electro-Hydraulic Servo System |
title_sort |
pid controller tuning optimization using gradient descent technique for an electro-hydraulic servo system |
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Penerbit UTM Press |
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2015 |
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http://eprints.utem.edu.my/id/eprint/20983/2/20150930_JT_Chong.pdf http://eprints.utem.edu.my/id/eprint/20983/ https://jurnalteknologi.utm.my/index.php/jurnalteknologi/article/view/6605 https://doi.org/10.11113/jt.v77.6605 |
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