Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application

Pneumatic actuator is widely used in the automation industry and in the field of automatic control due to its advantages such as high power to weight ratio, costeffective and uses air as a clean medium to drive it. However, pneumatic actuator also has some drawback in control due to the nonlinear fa...

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Main Author: Azman, Muhammad Asyraf
Format: Thesis
Language:English
Published: 2014
Subjects:
Online Access:http://eprints.utm.my/id/eprint/48721/25/MuhammadAsyrafAzmanMFKE2014.pdf
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spelling my.utm.487212020-06-18T05:56:45Z http://eprints.utm.my/id/eprint/48721/ Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application Azman, Muhammad Asyraf TK Electrical engineering. Electronics Nuclear engineering Pneumatic actuator is widely used in the automation industry and in the field of automatic control due to its advantages such as high power to weight ratio, costeffective and uses air as a clean medium to drive it. However, pneumatic actuator also has some drawback in control due to the nonlinear factors such as air compressibility and friction. Therefore, the purpose of this research is to design a controller that will control the position of the cylinder pneumatic stroke. Fuzzy Logic Control is proposed because of its simplicity in terms of less mathematical equation and also its performance in controlling the nonlinearities. Three different types of Fuzzy Logic controller were designed and compared to observe the performance of the controller in controlling the pneumatic actuator. An optimization method of the Particle Swarm Optimization (PSO) algorithm is used in tuning the fuzzy control parameter. PSO is used to find the best value of the parameter involved in the controller design. Both controllers and optimization method are designed using MATLAB/Simulink platform from position transfer function obtained by System Identification (SI) technique. Then, the simulation results are analyzed and validated with real-time experiment using the Data Acquisition (DAQ) card. The experiment has been done to the pneumatic actuator with different loads and positions target. A Pneumatic Ball and Beam System (PABBS) is proposed as the application of the position controller. The mathematical model of the system is developed and tested with simulation and experiments for its fast response and stability in controlling the ball movement. Results show that Proportional-Derivative Fuzzy Logic Controller (PD-Fuzzy) offers better control compared to other controllers in terms of stability and robustness for the pneumatic actuator and cascaded PD-Fuzzy controller gives better control compared with position and rate feedback controller for the PABBS application. 2014-08 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/id/eprint/48721/25/MuhammadAsyrafAzmanMFKE2014.pdf Azman, Muhammad Asyraf (2014) Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application. Masters thesis, Universiti Teknologi Malaysia, Faculty of Electrical Engineering. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:92585
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Azman, Muhammad Asyraf
Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application
description Pneumatic actuator is widely used in the automation industry and in the field of automatic control due to its advantages such as high power to weight ratio, costeffective and uses air as a clean medium to drive it. However, pneumatic actuator also has some drawback in control due to the nonlinear factors such as air compressibility and friction. Therefore, the purpose of this research is to design a controller that will control the position of the cylinder pneumatic stroke. Fuzzy Logic Control is proposed because of its simplicity in terms of less mathematical equation and also its performance in controlling the nonlinearities. Three different types of Fuzzy Logic controller were designed and compared to observe the performance of the controller in controlling the pneumatic actuator. An optimization method of the Particle Swarm Optimization (PSO) algorithm is used in tuning the fuzzy control parameter. PSO is used to find the best value of the parameter involved in the controller design. Both controllers and optimization method are designed using MATLAB/Simulink platform from position transfer function obtained by System Identification (SI) technique. Then, the simulation results are analyzed and validated with real-time experiment using the Data Acquisition (DAQ) card. The experiment has been done to the pneumatic actuator with different loads and positions target. A Pneumatic Ball and Beam System (PABBS) is proposed as the application of the position controller. The mathematical model of the system is developed and tested with simulation and experiments for its fast response and stability in controlling the ball movement. Results show that Proportional-Derivative Fuzzy Logic Controller (PD-Fuzzy) offers better control compared to other controllers in terms of stability and robustness for the pneumatic actuator and cascaded PD-Fuzzy controller gives better control compared with position and rate feedback controller for the PABBS application.
format Thesis
author Azman, Muhammad Asyraf
author_facet Azman, Muhammad Asyraf
author_sort Azman, Muhammad Asyraf
title Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application
title_short Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application
title_full Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application
title_fullStr Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application
title_full_unstemmed Position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application
title_sort position control using fuzzy-based controller for pneumatic-servo cylinder in ball and beam application
publishDate 2014
url http://eprints.utm.my/id/eprint/48721/25/MuhammadAsyrafAzmanMFKE2014.pdf
http://eprints.utm.my/id/eprint/48721/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:92585
_version_ 1672610460401139712
score 13.160551