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: | |
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Format: | Theses |
Language: | Indonesia |
Online Access: | https://digilib.itb.ac.id/gdl/view/38933 |
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Institution: | Institut Teknologi Bandung |
Language: | Indonesia |
Summary: | 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. |
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