Title | ||
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Analysis of the performances of type-1, self-tuning type-1 and interval type-2 fuzzy PID controllers on the Magnetic Levitation system |
Abstract | ||
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In this paper, we will compare the closed loop control performance of interval type-2 fuzzy PID controller with the type-1 fuzzy PID and conventional PID controllers counterparts for the Magnetic Levitation Plant. We will also compare the control performance of the interval type-2 fuzzy PID controller with the self-tuning type-1 fuzzy PID controllers. The internal structures of implemented controllers are firstly examined and then the design parameters of each controller are optimized for a given reference trajectory. The paper also show the effect of the extra degree of freedom provided by antecedent membership functions of interval type-2 fuzzy logic controller on the closed loop system performance. The real-time experiments are accomplished on an unstable nonlinear system, QUANSER Magnetic Levitation Plant, in order to show the superiority of the optimized interval type-2 fuzzy PID controller compared to optimized PID and type-1 counterparts. |
Year | DOI | Venue |
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2014 | 10.1109/FUZZ-IEEE.2014.6891615 | Fuzzy Systems |
Keywords | Field | DocType |
closed loop systems,control system synthesis,fuzzy control,magnetic levitation,magnetic variables control,nonlinear control systems,three-term control,QUANSER magnetic levitation plant,antecedent membership functions,closed loop control performance,interval type-2 fuzzy PID controller,interval type-2 fuzzy logic controller,magnetic levitation system,nonlinear system,performance analysis,self-tuning type-1 fuzzy PID controller,Interval type-2 fuzzy PID controllers,magnetic levitation system,self-tuning | Degrees of freedom (statistics),Control theory,Nonlinear system,PID controller,Control theory,Computer science,Fuzzy pid controller,Magnetic levitation,Self-tuning,Trajectory | Conference |
ISSN | Citations | PageRank |
1544-5615 | 15 | 0.71 |
References | Authors | |
12 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Ahmet Sakalli | 1 | 46 | 5.05 |
Tufan Kumbasar | 2 | 214 | 21.08 |
Engin Yesil | 3 | 227 | 18.13 |
Hani Hagras | 4 | 1747 | 129.26 |