Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power Plant

This paper presents is to develop and compare neural network and conventional based controllers for a boiler of steam power plant. Designs of two different controllers for pressure and temperature are presented for keeping the boiler working in normal condition and improve efficiency. These controll...

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Main Authors: Salim H., Sultan Kh. F., Jawad R.
Format: Article
Language:English
Published: Sumy State University 2019-06-01
Series:Журнал інженерних наук
Subjects:
PID
Online Access:http://jes.sumdu.edu.ua/comparison-between-pid-and-artificial-neural-networks-to-control-of-boiler-for-steam-power-plant/
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spelling doaj-0348291d150b458e9afbe03de8bc770a2020-11-25T00:56:30ZengSumy State UniversityЖурнал інженерних наук2312-24982414-93812019-06-0161E10E1510.21272/jes.2019.6(1).e2Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power PlantSalim H.0Sultan Kh. F.1Jawad R.2University of Technology, Al-Sinaa St., 10066 Baghdad, IraqUniversity of Technology, Al-Sinaa St., 10066 Baghdad, IraqUniversity of Technology, Al-Sinaa St., 10066 Baghdad, IraqThis paper presents is to develop and compare neural network and conventional based controllers for a boiler of steam power plant. Designs of two different controllers for pressure and temperature are presented for keeping the boiler working in normal condition and improve efficiency. These controllers consist of NARMA controller of ANN and a conventional proportional-integrator-derivative (PID) controller. These parameters are adjusted by built a model and implementation in MATLAB program according to the requisite of the steam power plant and the control objectives. The results show a neural network is best controlled and superior performances of power plant from PID controller artificial neural network and PID have been applied in Al–Dura power plant in Baghdad. Therefore, neural networks have been extensively utilized in many industrial applications.http://jes.sumdu.edu.ua/comparison-between-pid-and-artificial-neural-networks-to-control-of-boiler-for-steam-power-plant/Artificial Neural NetworkcontrolPIDNARMA controller
collection DOAJ
language English
format Article
sources DOAJ
author Salim H.
Sultan Kh. F.
Jawad R.
spellingShingle Salim H.
Sultan Kh. F.
Jawad R.
Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power Plant
Журнал інженерних наук
Artificial Neural Network
control
PID
NARMA controller
author_facet Salim H.
Sultan Kh. F.
Jawad R.
author_sort Salim H.
title Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power Plant
title_short Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power Plant
title_full Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power Plant
title_fullStr Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power Plant
title_full_unstemmed Comparison between PID and Artificial Neural Networks to Control of Boiler for Steam Power Plant
title_sort comparison between pid and artificial neural networks to control of boiler for steam power plant
publisher Sumy State University
series Журнал інженерних наук
issn 2312-2498
2414-9381
publishDate 2019-06-01
description This paper presents is to develop and compare neural network and conventional based controllers for a boiler of steam power plant. Designs of two different controllers for pressure and temperature are presented for keeping the boiler working in normal condition and improve efficiency. These controllers consist of NARMA controller of ANN and a conventional proportional-integrator-derivative (PID) controller. These parameters are adjusted by built a model and implementation in MATLAB program according to the requisite of the steam power plant and the control objectives. The results show a neural network is best controlled and superior performances of power plant from PID controller artificial neural network and PID have been applied in Al–Dura power plant in Baghdad. Therefore, neural networks have been extensively utilized in many industrial applications.
topic Artificial Neural Network
control
PID
NARMA controller
url http://jes.sumdu.edu.ua/comparison-between-pid-and-artificial-neural-networks-to-control-of-boiler-for-steam-power-plant/
work_keys_str_mv AT salimh comparisonbetweenpidandartificialneuralnetworkstocontrolofboilerforsteampowerplant
AT sultankhf comparisonbetweenpidandartificialneuralnetworkstocontrolofboilerforsteampowerplant
AT jawadr comparisonbetweenpidandartificialneuralnetworkstocontrolofboilerforsteampowerplant
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