Neural Network Control for a Batch Distillation Column
The present work deals with studying the dynamic behavior of a batch distillation column and implemented two types of control strategies for the separation different types of binary systems. The model was derived and then simulated using “MATLAB” program. The experimental data of dynamic behavior we...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Tikrit University
2016-03-01
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| Series: | Tikrit Journal of Engineering Sciences |
| Subjects: | |
| Online Access: | http://tj-es.com/vol23no1pa2/ |
| _version_ | 1827836552034648064 |
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| author | Duraid F. Ahmed Ahlam M. Shakoor |
| author_facet | Duraid F. Ahmed Ahlam M. Shakoor |
| author_sort | Duraid F. Ahmed |
| collection | DOAJ |
| description | The present work deals with studying the dynamic behavior of a batch distillation column and implemented two types of control strategies for the separation different types of binary systems. The model was derived and then simulated using “MATLAB” program. The experimental data of dynamic behavior were to tune the parameters of PID controller and developed the training of neural networks controller by using supervised learning algorithms. The simulation results show a qualitatively acceptable behavior. This study shows also that the response of PID controller was oscillatory behavior with high offset value while neural network controller gave less offset value and less time to reach the steady state. In general, a good improvement is achieved when the neural network controller is used compared with PID control. |
| first_indexed | 2024-03-12T06:29:24Z |
| format | Article |
| id | doaj.art-cf87a1c0758f4e31acf141063e766437 |
| institution | Directory Open Access Journal |
| issn | 1813-162X |
| language | English |
| last_indexed | 2024-03-12T06:29:24Z |
| publishDate | 2016-03-01 |
| publisher | Tikrit University |
| record_format | Article |
| series | Tikrit Journal of Engineering Sciences |
| spelling | doaj.art-cf87a1c0758f4e31acf141063e7664372023-09-03T01:45:42ZengTikrit UniversityTikrit Journal of Engineering Sciences1813-162X2016-03-012311019Neural Network Control for a Batch Distillation ColumnDuraid F. Ahmed0Ahlam M. Shakoor1Chemical Eng. Dept., Tikrit University, IraqChemical Eng. Dept., Tikrit University, IraqThe present work deals with studying the dynamic behavior of a batch distillation column and implemented two types of control strategies for the separation different types of binary systems. The model was derived and then simulated using “MATLAB” program. The experimental data of dynamic behavior were to tune the parameters of PID controller and developed the training of neural networks controller by using supervised learning algorithms. The simulation results show a qualitatively acceptable behavior. This study shows also that the response of PID controller was oscillatory behavior with high offset value while neural network controller gave less offset value and less time to reach the steady state. In general, a good improvement is achieved when the neural network controller is used compared with PID control.http://tj-es.com/vol23no1pa2/Mathematical modelingbatch distillation columnNeural network controller“MATLAB” simulation |
| spellingShingle | Duraid F. Ahmed Ahlam M. Shakoor Neural Network Control for a Batch Distillation Column Tikrit Journal of Engineering Sciences Mathematical modeling batch distillation column Neural network controller “MATLAB” simulation |
| title | Neural Network Control for a Batch Distillation Column |
| title_full | Neural Network Control for a Batch Distillation Column |
| title_fullStr | Neural Network Control for a Batch Distillation Column |
| title_full_unstemmed | Neural Network Control for a Batch Distillation Column |
| title_short | Neural Network Control for a Batch Distillation Column |
| title_sort | neural network control for a batch distillation column |
| topic | Mathematical modeling batch distillation column Neural network controller “MATLAB” simulation |
| url | http://tj-es.com/vol23no1pa2/ |
| work_keys_str_mv | AT duraidfahmed neuralnetworkcontrolforabatchdistillationcolumn AT ahlammshakoor neuralnetworkcontrolforabatchdistillationcolumn |