Identification of a coupled-tank plant and Takagi-Sugeno model optimization using a whale optimizer
Abstract
The process industries have continually combated
the problem concerning liquid level control. Effective control
of a system depends largely on the accuracy of the
mathematical model that predicts its dynamic behavior. In
this paper the Takagi-Sugeno fuzzy model for the coupledtank system was acquired based on empirical technique.
Furthermore, a metaheuristic algorithm was used as an
optimizer on the coupled-tank model. Then, a juxtaposition
was made when comparing models which were identified
and optimized, leading to satisfactory results. Experimental
results obtained on the coupled-tank system are provided.
Keywords:
coupled-tank system / Takagi-Sugeno / metaheuristic optimization algorithm / identification / discrete-time systemsSource:
THE FIFTH INTERNATIONAL CONFERENCE “MECHANICAL ENGINEERING IN XXI CENTURY” Masing 2020 : Proceedings, Niš, December 09-10, 2020, 2020Publisher:
- Niš : Faculty of Mechanical Engineering
Funding / projects:
- MISSION4.0 - Deep Machine Learning and Swarm Intelligence-Based Optimization Algorithms for Control and Scheduling of Cyber-Physical Systems in Industry 4.0 (RS-ScienceFundRS-AI-6523109)
- Ministry of Science, Technological Development and Innovation of the Republic of Serbia, institutional funding - 200105 (University of Belgrade, Faculty of Mechanical Engineering) (RS-MESTD-inst-2020-200105)
- Development of Methodology for Improvement of Operational Performance, Reliability and Energy Efficiency of Machine Systems used in the Resource Industry (RS-MESTD-Technological Development (TD or TR)-35029)
Collections
Institution/Community
Mašinski fakultetTY - CONF AU - Zarić, Vladimir AU - Jovanović, Radiša AU - Laban, Lara PY - 2020 UR - https://machinery.mas.bg.ac.rs/handle/123456789/4548 AB - The process industries have continually combated the problem concerning liquid level control. Effective control of a system depends largely on the accuracy of the mathematical model that predicts its dynamic behavior. In this paper the Takagi-Sugeno fuzzy model for the coupledtank system was acquired based on empirical technique. Furthermore, a metaheuristic algorithm was used as an optimizer on the coupled-tank model. Then, a juxtaposition was made when comparing models which were identified and optimized, leading to satisfactory results. Experimental results obtained on the coupled-tank system are provided. PB - Niš : Faculty of Mechanical Engineering C3 - THE FIFTH INTERNATIONAL CONFERENCE “MECHANICAL ENGINEERING IN XXI CENTURY” Masing 2020 : Proceedings, Niš, December 09-10, 2020 T1 - Identification of a coupled-tank plant and Takagi-Sugeno model optimization using a whale optimizer UR - https://hdl.handle.net/21.15107/rcub_machinery_4548 ER -
@conference{ author = "Zarić, Vladimir and Jovanović, Radiša and Laban, Lara", year = "2020", abstract = "The process industries have continually combated the problem concerning liquid level control. Effective control of a system depends largely on the accuracy of the mathematical model that predicts its dynamic behavior. In this paper the Takagi-Sugeno fuzzy model for the coupledtank system was acquired based on empirical technique. Furthermore, a metaheuristic algorithm was used as an optimizer on the coupled-tank model. Then, a juxtaposition was made when comparing models which were identified and optimized, leading to satisfactory results. Experimental results obtained on the coupled-tank system are provided.", publisher = "Niš : Faculty of Mechanical Engineering", journal = "THE FIFTH INTERNATIONAL CONFERENCE “MECHANICAL ENGINEERING IN XXI CENTURY” Masing 2020 : Proceedings, Niš, December 09-10, 2020", title = "Identification of a coupled-tank plant and Takagi-Sugeno model optimization using a whale optimizer", url = "https://hdl.handle.net/21.15107/rcub_machinery_4548" }
Zarić, V., Jovanović, R.,& Laban, L.. (2020). Identification of a coupled-tank plant and Takagi-Sugeno model optimization using a whale optimizer. in THE FIFTH INTERNATIONAL CONFERENCE “MECHANICAL ENGINEERING IN XXI CENTURY” Masing 2020 : Proceedings, Niš, December 09-10, 2020 Niš : Faculty of Mechanical Engineering.. https://hdl.handle.net/21.15107/rcub_machinery_4548
Zarić V, Jovanović R, Laban L. Identification of a coupled-tank plant and Takagi-Sugeno model optimization using a whale optimizer. in THE FIFTH INTERNATIONAL CONFERENCE “MECHANICAL ENGINEERING IN XXI CENTURY” Masing 2020 : Proceedings, Niš, December 09-10, 2020. 2020;. https://hdl.handle.net/21.15107/rcub_machinery_4548 .
Zarić, Vladimir, Jovanović, Radiša, Laban, Lara, "Identification of a coupled-tank plant and Takagi-Sugeno model optimization using a whale optimizer" in THE FIFTH INTERNATIONAL CONFERENCE “MECHANICAL ENGINEERING IN XXI CENTURY” Masing 2020 : Proceedings, Niš, December 09-10, 2020 (2020), https://hdl.handle.net/21.15107/rcub_machinery_4548 .