IDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA

In industrial application, accurate mathematical model is needed to design a good controller. System identification is a method to construct mathematical model from a dynamic process using measured data. In this research, a non-linear closed loop system has been identified using two approaches, dire...

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Main Author: ANGGANA, GIAN
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/10494
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:10494
spelling id-itb.:104942017-09-27T11:05:12ZIDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA ANGGANA, GIAN Indonesia Final Project Closed loop identification, Direct approach, Joint input-output approach, Luus Jaakola algorithm, Ammonia Stripper INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/10494 In industrial application, accurate mathematical model is needed to design a good controller. System identification is a method to construct mathematical model from a dynamic process using measured data. In this research, a non-linear closed loop system has been identified using two approaches, direct approach and joint input-output approach. Closed loop identification needs different methods from open loop identification. In this research, Luus Jaakola algorithm is used for closed loop identification. Luus Jaakola algorithm is usually used for optimization problems, but in this research it is used for system identification. In this research, ARX, Hammerstein and neural network are the models that are used in system identification. Ammonia Stripper which is located in PT. XYZ is a closed loop system that is used in this research. This plant is a part of ammonia plant that is used to separate ammonia and water. The results of closed loop identification using Luus Jaakola algorithm show that this algorithm is a good method for system identification. RMSE from identification and validation phase show a small value, 0.011 for ARX model, 0.015 for Hammerstein model and 0.012 for neural network model. 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 In industrial application, accurate mathematical model is needed to design a good controller. System identification is a method to construct mathematical model from a dynamic process using measured data. In this research, a non-linear closed loop system has been identified using two approaches, direct approach and joint input-output approach. Closed loop identification needs different methods from open loop identification. In this research, Luus Jaakola algorithm is used for closed loop identification. Luus Jaakola algorithm is usually used for optimization problems, but in this research it is used for system identification. In this research, ARX, Hammerstein and neural network are the models that are used in system identification. Ammonia Stripper which is located in PT. XYZ is a closed loop system that is used in this research. This plant is a part of ammonia plant that is used to separate ammonia and water. The results of closed loop identification using Luus Jaakola algorithm show that this algorithm is a good method for system identification. RMSE from identification and validation phase show a small value, 0.011 for ARX model, 0.015 for Hammerstein model and 0.012 for neural network model.
format Final Project
author ANGGANA, GIAN
spellingShingle ANGGANA, GIAN
IDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA
author_facet ANGGANA, GIAN
author_sort ANGGANA, GIAN
title IDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA
title_short IDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA
title_full IDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA
title_fullStr IDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA
title_full_unstemmed IDENTIFIKASI PROSES DALAM LUP TERTUTUP KONTROL TEMPERATUR PRODUK ATAS PADA PLANT AMMONIA STRIPPER DENGAN MENGGUNAKAN ALGORITMA LUUS JAAKOLA
title_sort identifikasi proses dalam lup tertutup kontrol temperatur produk atas pada plant ammonia stripper dengan menggunakan algoritma luus jaakola
url https://digilib.itb.ac.id/gdl/view/10494
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