Enhancement of Performance for Steam Turbine in Thermal Power Plants Using Artificial Neural Network and Electric Circuit Design
Joint Authors
Salim, Hosham
Faisal, Khalid
Jawad, Raheel
Source
Applied Computational Intelligence and Soft Computing
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-12-02
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Information Technology and Computer Science
Abstract EN
Design and implantation of electric circuit for enhanced performance of steam power plant and artificial neural networks technique are used to control turbine.
Artificial neural networks technique is used to control a lot of industrial models practically.
Artificial neural network has been applied to control the important variables of turbine in AL–Dura power plant in Baghdad such as pressure, temperature, speed, and humidity.
In this study Simulink model was applied in MATLAB program (v 2014 a) by using artificial neural network (ANN).
The method of controlling model is by using NARMA to generate data and train network.
ANN is offline.
ANN requires data to obtain results and for comparison with actual power plant.
The values of the input variables have a large effect on the number of nodes and epochs and in hidden layer of the artificial neural network they also affect performance of ANN.
The electric circuit of sensors consists of transformer, DC bridge, and voltage regulator.
Comparing the results from modeling by ANN and electric circuit with experimental data reveals a good agreement and the maximum deviation between the experimental data and predicted results from ANN and circuit design is less than 1%.
The novelty in this paper is applying NARMA controller for the purpose of enhancement of turbine performance.
American Psychological Association (APA)
Salim, Hosham& Faisal, Khalid& Jawad, Raheel. 2018. Enhancement of Performance for Steam Turbine in Thermal Power Plants Using Artificial Neural Network and Electric Circuit Design. Applied Computational Intelligence and Soft Computing،Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1117060
Modern Language Association (MLA)
Salim, Hosham…[et al.]. Enhancement of Performance for Steam Turbine in Thermal Power Plants Using Artificial Neural Network and Electric Circuit Design. Applied Computational Intelligence and Soft Computing No. 2018 (2018), pp.1-9.
https://search.emarefa.net/detail/BIM-1117060
American Medical Association (AMA)
Salim, Hosham& Faisal, Khalid& Jawad, Raheel. Enhancement of Performance for Steam Turbine in Thermal Power Plants Using Artificial Neural Network and Electric Circuit Design. Applied Computational Intelligence and Soft Computing. 2018. Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1117060
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1117060