Neural Network Model predictive control for diary Falling Film Evaporators
A nonlinear neural network model predictive control (NNMPC) is proposed for an industrial evaporator system. This research is conducted in the Abo-Greeb state enterprise of dairy products. Evaporation process and its prediction model is used in the controller design. In this paper, a nonlinear model...
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| Format: | Article |
| Language: | English |
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Unviversity of Technology- Iraq
2017-01-01
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| Series: | Engineering and Technology Journal |
| Subjects: | |
| Online Access: | https://etj.uotechnology.edu.iq/article_127315_8ba9bfaf1c7879d112d4bfd55ce30206.pdf |
| _version_ | 1827358819141812224 |
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| author | S.A. Ahmed G.A. Ahmed N.H. Kadhum |
| author_facet | S.A. Ahmed G.A. Ahmed N.H. Kadhum |
| author_sort | S.A. Ahmed |
| collection | DOAJ |
| description | A nonlinear neural network model predictive control (NNMPC) is proposed for an industrial evaporator system. This research is conducted in the Abo-Greeb state enterprise of dairy products. Evaporation process and its prediction model is used in the controller design. In this paper, a nonlinear model of the evaporator system components are described, thepresentedmodel of the evaporator system is done with MatLab Simulink 2014b.NNMPC based technique for developing nonlinear dynamic models is carried out from empirical data. Results shows that MPC can be used efficiently in control such systems. |
| first_indexed | 2024-03-08T06:17:42Z |
| format | Article |
| id | doaj.art-a58afdd5604843419b6d05fea57e4775 |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T06:17:42Z |
| publishDate | 2017-01-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-a58afdd5604843419b6d05fea57e47752024-02-04T17:19:00ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582017-01-01351A919610.30684/etj.2017.127315127315Neural Network Model predictive control for diary Falling Film EvaporatorsS.A. AhmedG.A. AhmedN.H. KadhumA nonlinear neural network model predictive control (NNMPC) is proposed for an industrial evaporator system. This research is conducted in the Abo-Greeb state enterprise of dairy products. Evaporation process and its prediction model is used in the controller design. In this paper, a nonlinear model of the evaporator system components are described, thepresentedmodel of the evaporator system is done with MatLab Simulink 2014b.NNMPC based technique for developing nonlinear dynamic models is carried out from empirical data. Results shows that MPC can be used efficiently in control such systems.https://etj.uotechnology.edu.iq/article_127315_8ba9bfaf1c7879d112d4bfd55ce30206.pdfevaporator systemfalling filmevaporatormodelnnmpc predictive controlmodellingprocess control |
| spellingShingle | S.A. Ahmed G.A. Ahmed N.H. Kadhum Neural Network Model predictive control for diary Falling Film Evaporators Engineering and Technology Journal evaporator system falling film evaporator model nnmpc predictive control modelling process control |
| title | Neural Network Model predictive control for diary Falling Film Evaporators |
| title_full | Neural Network Model predictive control for diary Falling Film Evaporators |
| title_fullStr | Neural Network Model predictive control for diary Falling Film Evaporators |
| title_full_unstemmed | Neural Network Model predictive control for diary Falling Film Evaporators |
| title_short | Neural Network Model predictive control for diary Falling Film Evaporators |
| title_sort | neural network model predictive control for diary falling film evaporators |
| topic | evaporator system falling film evaporator model nnmpc predictive control modelling process control |
| url | https://etj.uotechnology.edu.iq/article_127315_8ba9bfaf1c7879d112d4bfd55ce30206.pdf |
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