MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER

Servomotors are used in a variety of industrial applications, which required reliable and precise control of the servo motors on the mechanism’s joints. The conventional feedback (FB) controller, which the Proportional-Integral-Derivative (PID) controller has good performances, while is not robust e...

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Main Author: TAN YEK, WHA
Format: Final Year Project
Language:English
Published: Universiti Teknologi PETRONAS 2012
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Online Access:http://utpedia.utp.edu.my/3940/1/14002_FinRep.pdf
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spelling my-utp-utpedia.39402017-01-25T09:41:02Z http://utpedia.utp.edu.my/3940/ MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER TAN YEK, WHA TK Electrical engineering. Electronics Nuclear engineering Servomotors are used in a variety of industrial applications, which required reliable and precise control of the servo motors on the mechanism’s joints. The conventional feedback (FB) controller, which the Proportional-Integral-Derivative (PID) controller has good performances, while is not robust enough for non-linear system such as a motor. A feedforward (FF) compensator is added to the PID controller for the purpose of load disturbance rejection, and it had successfully increased the control performance by decreased the overshoot (O.S.) value when a load distribution is added. However, in order to obtain better control result, Proportional (P), Integral (I), and Derivative (D) parameters need to re-tune by every attempt of load changes. Thus, intelligent control algorithms (IA) are indeed to compensate the lacking of an ordinary controller. The servomotor is mathematically modelled into MATLAB/SIMULINK to obtain a virtual model of a servomotor for simulation use. The model is used for the servomotor’s position control simulation, and the control performances are compared among of the relevant conventional, fuzzy, and hybrid controllers. The PD controller gives the best result when no load is applied on MS150. Meanwhile, when a load disturbance is applied on MS150, PID controller performs the best, with the Integral (I) element brings the control performance to zero steady-state error (SSE). The Mamdani FLC with 7x7 MFs results in a better control performance compared to 5x5 and 9x9 MFs’ FLC that it is able to produce smallest SSE. Yet, FLC has its drawbacks too. The SSE for FLC is hardly to eliminate and gives a slower response compare to PID controller. There still a 0.001 rad of SSE for the 7x7 MFs FLC, when a load is applied on the servomotor. Consequently, the idea of the hybrid of Fuzzy-PID was present to use each other’s strengths to make up for each other’s weaken points, and this control architecture was robust enough to the load changes and performed better with zero O.S. and SSE compare to the conventional controller and the ordinary FLC. Universiti Teknologi PETRONAS 2012-05 Final Year Project NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/3940/1/14002_FinRep.pdf TAN YEK, WHA (2012) MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER. Universiti Teknologi PETRONAS.
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Electronic and Digitized Intellectual Asset
url_provider http://utpedia.utp.edu.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
TAN YEK, WHA
MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER
description Servomotors are used in a variety of industrial applications, which required reliable and precise control of the servo motors on the mechanism’s joints. The conventional feedback (FB) controller, which the Proportional-Integral-Derivative (PID) controller has good performances, while is not robust enough for non-linear system such as a motor. A feedforward (FF) compensator is added to the PID controller for the purpose of load disturbance rejection, and it had successfully increased the control performance by decreased the overshoot (O.S.) value when a load distribution is added. However, in order to obtain better control result, Proportional (P), Integral (I), and Derivative (D) parameters need to re-tune by every attempt of load changes. Thus, intelligent control algorithms (IA) are indeed to compensate the lacking of an ordinary controller. The servomotor is mathematically modelled into MATLAB/SIMULINK to obtain a virtual model of a servomotor for simulation use. The model is used for the servomotor’s position control simulation, and the control performances are compared among of the relevant conventional, fuzzy, and hybrid controllers. The PD controller gives the best result when no load is applied on MS150. Meanwhile, when a load disturbance is applied on MS150, PID controller performs the best, with the Integral (I) element brings the control performance to zero steady-state error (SSE). The Mamdani FLC with 7x7 MFs results in a better control performance compared to 5x5 and 9x9 MFs’ FLC that it is able to produce smallest SSE. Yet, FLC has its drawbacks too. The SSE for FLC is hardly to eliminate and gives a slower response compare to PID controller. There still a 0.001 rad of SSE for the 7x7 MFs FLC, when a load is applied on the servomotor. Consequently, the idea of the hybrid of Fuzzy-PID was present to use each other’s strengths to make up for each other’s weaken points, and this control architecture was robust enough to the load changes and performed better with zero O.S. and SSE compare to the conventional controller and the ordinary FLC.
format Final Year Project
author TAN YEK, WHA
author_facet TAN YEK, WHA
author_sort TAN YEK, WHA
title MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER
title_short MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER
title_full MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER
title_fullStr MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER
title_full_unstemmed MODELLING AND POSITION CONTROL OF MS150 DC SERVOMOTOR USING FUZZY-PID HYBRID CONTROLLER
title_sort modelling and position control of ms150 dc servomotor using fuzzy-pid hybrid controller
publisher Universiti Teknologi PETRONAS
publishDate 2012
url http://utpedia.utp.edu.my/3940/1/14002_FinRep.pdf
http://utpedia.utp.edu.my/3940/
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score 13.160551