INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERS
In this paper, an intelligent control system technique is proposed to model and control of a nonlinear coupled three tank system. Two pumps fed the tank 1 and tank 2 and a fractional flow of these two pumps fed tank 3. The main aim of this paper is to make a set point tracking experiments of the ta...
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| Format: | Article |
| Language: | English |
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Alma Mater Publishing House "Vasile Alecsandri" University of Bacau
2021-06-01
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| Series: | Journal of Engineering Studies and Research |
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| Online Access: | https://jesr.ub.ro/index.php/1/article/view/252 |
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| author | MUSTEFA JIBRIL MESAY TADESSE NURYE HASSEN |
| author_facet | MUSTEFA JIBRIL MESAY TADESSE NURYE HASSEN |
| author_sort | MUSTEFA JIBRIL |
| collection | DOAJ |
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In this paper, an intelligent control system technique is proposed to model and control of a nonlinear coupled three tank system. Two pumps fed the tank 1 and tank 2 and a fractional flow of these two pumps fed tank 3. The main aim of this paper is to make a set point tracking experiments of the tanks level using a nonlinear autoregressive moving average L-2 (NARMA L-2) and neural network predictive controllers. The proposed controllers are designed with the same neural network architecture and algorithm. Comparison of the system with the proposed controllers for tracking a step and random level set points for a fixed and variable flow parameter and some good results have been obtained.
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| format | Article |
| id | doaj-art-212635f89b03482ba6b2cbb8ab398d9a |
| institution | Kabale University |
| issn | 2068-7559 2344-4932 |
| language | English |
| publishDate | 2021-06-01 |
| publisher | Alma Mater Publishing House "Vasile Alecsandri" University of Bacau |
| record_format | Article |
| series | Journal of Engineering Studies and Research |
| spelling | doaj-art-212635f89b03482ba6b2cbb8ab398d9a2025-02-11T11:40:21ZengAlma Mater Publishing House "Vasile Alecsandri" University of BacauJournal of Engineering Studies and Research2068-75592344-49322021-06-0127110.29081/jesr.v27i1.252INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERSMUSTEFA JIBRILMESAY TADESSENURYE HASSEN In this paper, an intelligent control system technique is proposed to model and control of a nonlinear coupled three tank system. Two pumps fed the tank 1 and tank 2 and a fractional flow of these two pumps fed tank 3. The main aim of this paper is to make a set point tracking experiments of the tanks level using a nonlinear autoregressive moving average L-2 (NARMA L-2) and neural network predictive controllers. The proposed controllers are designed with the same neural network architecture and algorithm. Comparison of the system with the proposed controllers for tracking a step and random level set points for a fixed and variable flow parameter and some good results have been obtained. https://jesr.ub.ro/index.php/1/article/view/252Neural network, NARMA L-2, NN Predictive Controller |
| spellingShingle | MUSTEFA JIBRIL MESAY TADESSE NURYE HASSEN INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERS Journal of Engineering Studies and Research Neural network, NARMA L-2, NN Predictive Controller |
| title | INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERS |
| title_full | INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERS |
| title_fullStr | INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERS |
| title_full_unstemmed | INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERS |
| title_short | INTELLIGENT LIQUID LEVEL CONTROL OF A COUPLED NONLINEAR THREE TANK SYSTEM SUBJECTED TO VARIABLE FLOW PARAMETERS |
| title_sort | intelligent liquid level control of a coupled nonlinear three tank system subjected to variable flow parameters |
| topic | Neural network, NARMA L-2, NN Predictive Controller |
| url | https://jesr.ub.ro/index.php/1/article/view/252 |
| work_keys_str_mv | AT mustefajibril intelligentliquidlevelcontrolofacouplednonlinearthreetanksystemsubjectedtovariableflowparameters AT mesaytadesse intelligentliquidlevelcontrolofacouplednonlinearthreetanksystemsubjectedtovariableflowparameters AT nuryehassen intelligentliquidlevelcontrolofacouplednonlinearthreetanksystemsubjectedtovariableflowparameters |