Model Predictive Control Using Orthonormal Basis Filter

Proportional Integral Derivative (PID) controller is the most common controller that acts as standard tool in a process control industry. However, when interacting with Multiple Input and Multiple Output (MIMO) process, the interaction is difficult to be controlled by PID controller. Therefore, t...

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Main Author: Nik Mohd Nizam, Nik Syairah
Format: Final Year Project
Language:English
Published: IRC 2014
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Online Access:http://utpedia.utp.edu.my/14497/1/Nik%20Syairah%20bt%20Nik%20Mohd%20Nizam%2014358.pdf
http://utpedia.utp.edu.my/14497/
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spelling my-utp-utpedia.144972017-01-25T09:36:48Z http://utpedia.utp.edu.my/14497/ Model Predictive Control Using Orthonormal Basis Filter Nik Mohd Nizam, Nik Syairah TP Chemical technology Proportional Integral Derivative (PID) controller is the most common controller that acts as standard tool in a process control industry. However, when interacting with Multiple Input and Multiple Output (MIMO) process, the interaction is difficult to be controlled by PID controller. Therefore, this project will focus on Model Predictive Control (MPC) that is one of optimization strategy that can control MIMO interaction by predicting the effect of potential control action. In this project, a mathematical model of Orthonormal Basis Filter (OBF) will be developed on the distillation column based on Wood-Berry model with a feedback control (a closed loop system). A simulation of MPC is done by using MATLAB coding while PID is simulated using SIMULINK. Based on the simulation, the performance of MPC and PID controller are evaluated by using the Integral Error Criteria: Integral Absolute Error (IAE), Integral of the Squared Error (ISE) and Integral of the time-weighted absolute error (ITAE) and also with total input variation. Lower integral error criteria and total input variation value indicate a better model accuracy and efficiency of controller for MIMO system. IRC 2014-09 Final Year Project NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/14497/1/Nik%20Syairah%20bt%20Nik%20Mohd%20Nizam%2014358.pdf Nik Mohd Nizam, Nik Syairah (2014) Model Predictive Control Using Orthonormal Basis Filter. IRC, Universiti Teknologi PETRONAS. (Unpublished)
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 TP Chemical technology
spellingShingle TP Chemical technology
Nik Mohd Nizam, Nik Syairah
Model Predictive Control Using Orthonormal Basis Filter
description Proportional Integral Derivative (PID) controller is the most common controller that acts as standard tool in a process control industry. However, when interacting with Multiple Input and Multiple Output (MIMO) process, the interaction is difficult to be controlled by PID controller. Therefore, this project will focus on Model Predictive Control (MPC) that is one of optimization strategy that can control MIMO interaction by predicting the effect of potential control action. In this project, a mathematical model of Orthonormal Basis Filter (OBF) will be developed on the distillation column based on Wood-Berry model with a feedback control (a closed loop system). A simulation of MPC is done by using MATLAB coding while PID is simulated using SIMULINK. Based on the simulation, the performance of MPC and PID controller are evaluated by using the Integral Error Criteria: Integral Absolute Error (IAE), Integral of the Squared Error (ISE) and Integral of the time-weighted absolute error (ITAE) and also with total input variation. Lower integral error criteria and total input variation value indicate a better model accuracy and efficiency of controller for MIMO system.
format Final Year Project
author Nik Mohd Nizam, Nik Syairah
author_facet Nik Mohd Nizam, Nik Syairah
author_sort Nik Mohd Nizam, Nik Syairah
title Model Predictive Control Using Orthonormal Basis Filter
title_short Model Predictive Control Using Orthonormal Basis Filter
title_full Model Predictive Control Using Orthonormal Basis Filter
title_fullStr Model Predictive Control Using Orthonormal Basis Filter
title_full_unstemmed Model Predictive Control Using Orthonormal Basis Filter
title_sort model predictive control using orthonormal basis filter
publisher IRC
publishDate 2014
url http://utpedia.utp.edu.my/14497/1/Nik%20Syairah%20bt%20Nik%20Mohd%20Nizam%2014358.pdf
http://utpedia.utp.edu.my/14497/
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score 13.214268