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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| Format: | Article |
| Language: | English |
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Sumy State University
2019-06-01
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| Series: | Журнал інженерних наук |
| Subjects: | |
| 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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| _version_ | 1850248204327583744 |
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| author | Salim H. Sultan Kh. F. Jawad R. |
| author_facet | Salim H. Sultan Kh. F. Jawad R. |
| author_sort | Salim H. |
| collection | DOAJ |
| 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. |
| format | Article |
| id | doaj-art-0348291d150b458e9afbe03de8bc770a |
| institution | OA Journals |
| issn | 2312-2498 2414-9381 |
| language | English |
| publishDate | 2019-06-01 |
| publisher | Sumy State University |
| record_format | Article |
| series | Журнал інженерних наук |
| spelling | doaj-art-0348291d150b458e9afbe03de8bc770a2025-08-20T01:58:45ZengSumy 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 |
| 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 |
| title | 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_short | 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 |
| 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/ |
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