Structure Analysis of General Type-2 Fuzzy Controller and Its Application
Jianzhong Shi
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Jianzhong Shi: School of Energy and Power Engineering, Nanjing Institute of Technology, China
International Journal of Fuzzy System Applications (IJFSA), 2023, vol. 12, issue 1, 1-20
Abstract:
In this paper, a general type-2 fuzzy controller is proposed. The proposed general type-2 fuzzy controller is based on α-plane representation, which converts the centroid of general type-2 fuzzy sets to centroids of several interval type-2 fuzzy sets. Also, the mathematical expression of general type-2 fuzzy controller is derived by fuzzy product operate and NT type reduction. By the mathematical expression, the relation between general type-2 fuzzy controller output with parameter of triangular secondary membership function is discussed. Finally, the control performances of proposed general type-2 fuzzy controller are compared with conventional PID controller, tradition type-1 fuzzy controller, and interval type-2 fuzzy controller. Furthermore, to show the effective and practical of the proposed controller, a nonlinear inverted pendulum system is tested. The simulation results show that general type-2 fuzzy controller achieves better control efforts than other compared controllers.
Date: 2023
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Persistent link: https://EconPapers.repec.org/RePEc:igg:jfsa00:v:12:y:2023:i:1:p:1-20
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