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Comparative study between Fuzzy-PID and GA-PID for decoupling level and flow rate control of two tank systems for beverage factory with minimum time optimal operation.

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dc.contributor.author Tamiru, Demelash Kassie
dc.date.accessioned 2022-11-22T08:12:34Z
dc.date.available 2022-11-22T08:12:34Z
dc.date.issued 2022-03
dc.identifier.uri http://ir.bdu.edu.et/handle/123456789/14511
dc.description.abstract Due to the nonlinear characteristics of the valves and the interactions between the controlled variables, designing a control system for coupled tanks is a difficult task. This thesis deals with the comparative study between Fuzzy- PID and GA-PID controllers for decoupling level and flow rate control of two tank systems for beverage factories with minimum time optimal operation. In most process control industry, each process requires multiple control variables. Here two input two output (TITO) system are considered which highly interacting multivariable control system. The decoupling control scheme (Pre-compensator (dynamic) decoupling) is used to reduce the correlation between the controlled and manipulated variables by diagonalizing the system. The two independent SISO system are further controlled by different controllers so that the system can trace the set point and yield good time response. Two radically different control approaches are presented and compared for this system's dynamics, motivated by a desire to provide precise liquid-level control and regulate the flow rate. MATLAB /Simulink model and tuning algorithm (GA) are used for simulation. As the simulation result ensured, the GA-PID controller is best one for the specified system which is based on the transient and steady state specifications. Quantitatively; for the GA-PID controller has 39.167ms rise time, 8.50sec settling time, and -0.393% overshoot; whereas FLC-PID has 118.101ms rise time, 8.65sec settling time and -0.033 % overshoot. But in GA with PID controllers, the external disturbance tolerance capability of the proposed scheme, meaning robustness against external disturbance has slight difference and FLC-PID has perfectly achieved the robustness. Depending on the result we got, FLC-PID has best result than GA-PID controller based on the set of specifications. Hence robustness is more important than time performances. Key words: coupled tank, decoupler, FLC, flow rate, Genetic Algorithm, level control, optimal operation,PID. en_US
dc.language.iso en_US en_US
dc.subject ELECTRICAL AND COMPUTER ENGINEERING en_US
dc.title Comparative study between Fuzzy-PID and GA-PID for decoupling level and flow rate control of two tank systems for beverage factory with minimum time optimal operation. en_US
dc.type Thesis en_US


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