PERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH

Fermentation process is a very well known process in the human history specifically in producing food such as tempe, yoghurt, and cheese, etc. However, until now there is still lack of in-depth research about how to control the result of the process. One thing that makes the control of the fermentat...

Full description

Saved in:
Bibliographic Details
Main Author: MERRY SARTIKA, ERWANI
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/2067
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:2067
spelling id-itb.:20672004-10-22T15:13:05ZPERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH MERRY SARTIKA, ERWANI Indonesia Theses INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/2067 Fermentation process is a very well known process in the human history specifically in producing food such as tempe, yoghurt, and cheese, etc. However, until now there is still lack of in-depth research about how to control the result of the process. One thing that makes the control of the fermentation is not developed properly is because this process has a <br /> complicated characteristic which involves many process variables, physically and chemistry variables. An approach to solve this problem is by using Iterative Learning Control (ILC). ILC is a technique to improve the performance of a system or a process which is operated either in the batch, fedbatch, or continuous mode. ILC will provide significant improvement when the system is subjected to several kinds of inputs and model uncertainties in both design and model. ILC is a design of a controller which will ensure a desired trajectory with an acceptable accuracy. The aim of this thesis is to design a controller for a fed-batch process which enables the growth of yeast known as Saccharomyces cerevisiae with the ILC method. Based on the growth profile determined, ILC method is used to get a progress pattern of glucose which enables the growth of Saccharomyces cerevisiae like a growth profile determined. In particular, in this research, a control is designed for a fedbatch fermentation process by using two types of ILC methods, i.e. Finite Horizon Learning Control (FHLC) and Non Linear Learning Control ( NLC). In FHLC, it is assumed that the system is linear, in which case, a stair-case function input with a tight progress is needed to get a better result. For example for a stair-case with 8 stairs resulted in integral error 0.05. On the other hand, NLC is undertaken by using 3 kinds of stream velocity in the form of sinusoid, staircase and step. There are 5 to 8 learning iteration needed by NLC for sinusoid with integral error 0.0016 and staircase with integral error 0.003; for step there are 20 iteration needed with integral error 0.0111. 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 Fermentation process is a very well known process in the human history specifically in producing food such as tempe, yoghurt, and cheese, etc. However, until now there is still lack of in-depth research about how to control the result of the process. One thing that makes the control of the fermentation is not developed properly is because this process has a <br /> complicated characteristic which involves many process variables, physically and chemistry variables. An approach to solve this problem is by using Iterative Learning Control (ILC). ILC is a technique to improve the performance of a system or a process which is operated either in the batch, fedbatch, or continuous mode. ILC will provide significant improvement when the system is subjected to several kinds of inputs and model uncertainties in both design and model. ILC is a design of a controller which will ensure a desired trajectory with an acceptable accuracy. The aim of this thesis is to design a controller for a fed-batch process which enables the growth of yeast known as Saccharomyces cerevisiae with the ILC method. Based on the growth profile determined, ILC method is used to get a progress pattern of glucose which enables the growth of Saccharomyces cerevisiae like a growth profile determined. In particular, in this research, a control is designed for a fedbatch fermentation process by using two types of ILC methods, i.e. Finite Horizon Learning Control (FHLC) and Non Linear Learning Control ( NLC). In FHLC, it is assumed that the system is linear, in which case, a stair-case function input with a tight progress is needed to get a better result. For example for a stair-case with 8 stairs resulted in integral error 0.05. On the other hand, NLC is undertaken by using 3 kinds of stream velocity in the form of sinusoid, staircase and step. There are 5 to 8 learning iteration needed by NLC for sinusoid with integral error 0.0016 and staircase with integral error 0.003; for step there are 20 iteration needed with integral error 0.0111.
format Theses
author MERRY SARTIKA, ERWANI
spellingShingle MERRY SARTIKA, ERWANI
PERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH
author_facet MERRY SARTIKA, ERWANI
author_sort MERRY SARTIKA, ERWANI
title PERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH
title_short PERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH
title_full PERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH
title_fullStr PERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH
title_full_unstemmed PERANCANGAN PENGONTROL ITERATIVE LEARNING CONTROL (ILC) UNTUK PERTUMBUHAN SACCHAROMYCES CEREVISIAE DALAM PROSES FERMENTASI UMPAN CURAH
title_sort perancangan pengontrol iterative learning control (ilc) untuk pertumbuhan saccharomyces cerevisiae dalam proses fermentasi umpan curah
url https://digilib.itb.ac.id/gdl/view/2067
_version_ 1820663146015096832