DATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN

A mini distillation column is used to separate two different mixtures from its’ liquid phase by using separation principle based on the different boiling point. However, a distillation column posed high complexity and difficult to be controlled to achieve a desirable performance. Non-linearity an...

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Main Author: Made Aswin Nahrendra, I
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/38933
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:38933
spelling id-itb.:389332019-06-20T10:58:32ZDATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN Made Aswin Nahrendra, I Indonesia Theses mini distillation column, adaptive control, metaheuristics algorithm, Cyber-Physical Distillation Column INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/38933 A mini distillation column is used to separate two different mixtures from its’ liquid phase by using separation principle based on the different boiling point. However, a distillation column posed high complexity and difficult to be controlled to achieve a desirable performance. Non-linearity and time varying characteristics are the main problems which are caused by the variation of the raw material’s quantity and composition. To compensate such condition, one of the simplest approach is to regularly tune and maintain the controller to adapt with the input’s variations, however, it would be not efficient if implemented manually, i.e. by using a human operator. Therefore, a data driven adaptive control scheme which enabled the controller to identify the system’s model based on previous measurements data to tune the controller was proposed in this thesis research. There are three major steps for the controller, i.e. model estimation, controller Pengaturan using metaheuristics algorithm, and control signal computation. The results achieved in this research show the ability of the proposed adaptive controller to change its control gain to with subject to the system’s condition. The controller was implemented on a Cyber- Physical Distillation Column (CPDC) system which was connected to a database server and able to perform data mining, storage, and processing for the physical system to achieve a desirable performance. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description A mini distillation column is used to separate two different mixtures from its’ liquid phase by using separation principle based on the different boiling point. However, a distillation column posed high complexity and difficult to be controlled to achieve a desirable performance. Non-linearity and time varying characteristics are the main problems which are caused by the variation of the raw material’s quantity and composition. To compensate such condition, one of the simplest approach is to regularly tune and maintain the controller to adapt with the input’s variations, however, it would be not efficient if implemented manually, i.e. by using a human operator. Therefore, a data driven adaptive control scheme which enabled the controller to identify the system’s model based on previous measurements data to tune the controller was proposed in this thesis research. There are three major steps for the controller, i.e. model estimation, controller Pengaturan using metaheuristics algorithm, and control signal computation. The results achieved in this research show the ability of the proposed adaptive controller to change its control gain to with subject to the system’s condition. The controller was implemented on a Cyber- Physical Distillation Column (CPDC) system which was connected to a database server and able to perform data mining, storage, and processing for the physical system to achieve a desirable performance.
format Theses
author Made Aswin Nahrendra, I
spellingShingle Made Aswin Nahrendra, I
DATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN
author_facet Made Aswin Nahrendra, I
author_sort Made Aswin Nahrendra, I
title DATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN
title_short DATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN
title_full DATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN
title_fullStr DATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN
title_full_unstemmed DATA DRIVEN ADAPTIVE CONTROL SYSTEM FOR CYBERPHYSICAL DISTILLATION COLUMN
title_sort data driven adaptive control system for cyberphysical distillation column
url https://digilib.itb.ac.id/gdl/view/38933
_version_ 1822925152544882688