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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Main Authors: Chong, Chee Soon, Ghazali, Rozaimi, Jaafar, Hazriq Izzuan, Syed Hussien, Sharifah Yuslinda
Format: Article
Language:English
Published: Penerbit UTM Press 2015
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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spelling 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
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
description 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.
format Article
author Chong, Chee Soon
Ghazali, Rozaimi
Jaafar, Hazriq Izzuan
Syed Hussien, Sharifah Yuslinda
spellingShingle 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
publisher Penerbit UTM Press
publishDate 2015
url 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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score 13.211869