Control of a quadruple tank system using two PID controllers
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Tarih
2024
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Institute of Electrical and Electronics Engineers Inc.
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
This work details the mathematical modeling of a nonlinear multi-input multiple-output (MIMO) quadruple tank system (QTS) using the linearization principle and forming a Jacobean matrix to represent the system in a state space model. Using simulation tools in MATLAB software (Matlab /Simulink), a quadruple tank system is designed as well as a proportional-integral-derivative (PID) controller design to control the required liquid (water) level in the quadruple tank system (QTS).Initially, the parameters of the two PID controllers were tuned using a trial and error method, which involved setting the controller parameters manually, and the Automatically Tune the two PID controller method was then employed to tune the gain parameters of each PID controller. Finally, the genetic algorithm was used, which is a research and improvement method used to obtain the optimal values for the PID parameters. In addition, the effect of PID controllers on the steady-state response and transient response of a quadruple tank system was analysed. The results showed that using genetic algorithm-based optimization (GA) is easy to implement for both linear and nonlinear systems and that a response of a system with the presence of the PID controller, which was adjusted using a genetic algorithm (GA) with the size of population 50 and the ISE fitness function, shows the best response compared to other the classical PID controllers’ responses.
Açıklama
Anahtar Kelimeler
Genetic Algorithm, MIMO System, PID Controller, Quadruple Tank System
Kaynak
HORA 2024 - 6th International Congress on Human-Computer Interaction, Optimization and Robotic Applications, Proceedings
WoS Q Değeri
Scopus Q Değeri
N/A
Cilt
Sayı
Künye
Mohammed, A. A., Cansever, G. (2024). Control of a quadruple tank system using two PID controllers. HORA 2024 - 6th International Congress on Human-Computer Interaction, Optimization and Robotic Applications, Proceedings. 10.1109/HORA61326.2024.10550496