http://scholars.ntou.edu.tw/handle/123456789/17362
Title: | Actuator Saturated Fuzzy Controller Design for Interval Type-2 Takagi-Sugeno Fuzzy Models with Multiplicative Noises | Authors: | Chang, Wen-Jer Lin, Yu-Wei Lin, Yann-Horng Pen, Chin-Lin Tsai, Ming-Hsuan |
Keywords: | interval type-2 T-S fuzzy model;fuzzy control;multiplicative noises;actuator saturation constraint | Issue Date: | 1-May-2021 | Publisher: | MDPI | Journal Volume: | 9 | Journal Issue: | 5 | Source: | PROCESSES | 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. |
URI: | http://scholars.ntou.edu.tw/handle/123456789/17362 | DOI: | 10.3390/pr9050823 |
Appears in Collections: | 輪機工程學系 |
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