LAPSE:2023.5896
Published Article
LAPSE:2023.5896
Actuator Saturated Fuzzy Controller Design for Interval Type-2 Takagi-Sugeno Fuzzy Models with Multiplicative Noises
Wen-Jer Chang, Yu-Wei Lin, Yann-Horng Lin, Chin-Lin Pen, Ming-Hsuan Tsai
February 23, 2023
Abstract
In many practical systems, stochastic behaviors usually occur and need to be considered in the controller design. To ensure the system performance under the effect of stochastic behaviors, the controller may become bigger even beyond the capacity of practical applications. Therefore, the actuator saturation problem also must be considered in the controller design. The type-2 Takagi-Sugeno (T-S) fuzzy model can describe the parameter uncertainties more completely than the type-1 T-S fuzzy model for a class of nonlinear systems. A fuzzy controller design method is proposed in this paper based on the Interval Type-2 (IT2) T-S fuzzy model for stochastic nonlinear systems subject to actuator saturation. The stability analysis and some corresponding sufficient conditions for the IT2 T-S fuzzy model are developed using Lyapunov theory. Via transferring the stability and control problem into Linear Matrix Inequality (LMI) problem, the proposed fuzzy control problem can be solved by the convex optimization algorithm. Finally, a nonlinear ship steering system is considered in the simulations to verify the feasibility and efficiency of the proposed fuzzy controller design method.
Keywords
actuator saturation constraint, fuzzy control, interval type-2 T-S fuzzy model, multiplicative noises
Suggested Citation
Chang WJ, Lin YW, Lin YH, Pen CL, Tsai MH. Actuator Saturated Fuzzy Controller Design for Interval Type-2 Takagi-Sugeno Fuzzy Models with Multiplicative Noises. (2023). LAPSE:2023.5896
Author Affiliations
Chang WJ: Department of Marine Engineering, National Taiwan Ocean University, Keelung 202, Taiwan [ORCID]
Lin YW: Department of Marine Engineering, National Taiwan Ocean University, Keelung 202, Taiwan
Lin YH: Department of Marine Engineering, National Taiwan Ocean University, Keelung 202, Taiwan
Pen CL: Department of Marine Engineering, National Taiwan Ocean University, Keelung 202, Taiwan
Tsai MH: Department of Marine Engineering, National Taiwan Ocean University, Keelung 202, Taiwan
Journal Name
Processes
Volume
9
Issue
5
First Page
823
Year
2021
Publication Date
2021-05-08
ISSN
2227-9717
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Original Submission
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PII: pr9050823, Publication Type: Journal Article
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https://doi.org/10.3390/pr9050823
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