Robustness Improvement of Computationally Efficient Cooperative Fuzzy Model Predictive-Integral Sliding Mode Control of Nonlinear Systems

被引:10
|
作者
Farbood, Mohsen [1 ]
Veysi, Mohammad [1 ]
Shasadeghi, Mokhtar [1 ]
Izadian, Afshin [2 ]
Niknam, Taher [1 ]
Aghaei, Jamshid [1 ,3 ]
机构
[1] Shiraz Univ Technol, Dept Elect & Elect Engn, Shiraz 7155713876, Iran
[2] Purdue Sch Engn & Technol, Indianapolis, IN 46202 USA
[3] Lappeenranta Lahti Univ Technol LUT, Sch Energy Syst, Lappeenranta 53850, Finland
关键词
Nonlinear systems; Robustness; Predictive models; Uncertainty; Trajectory; Asymptotic stability; Sliding mode control; T-S fuzzy models (TSFMs); model predictive control (MPC); integral sliding mode control (ISMC); DC-DC buck converter; flexible joint robot; TRACKING CONTROL;
D O I
10.1109/ACCESS.2021.3123513
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces a systematic and comprehensive method to design a constrained fuzzy model predictive control (MPC) cooperated with integral sliding mode control (ISMC) based on the Takagi-Sugeno (T-S) fuzzy model for uncertain continuous-time nonlinear systems subject to external disturbances. The proposed controller benefits from the robustness, optimality, and practical constraints considerations. The robustness against the uncertainties and matched external disturbances is achieved by the proposed ISMC without iterative calculation for obtaining the robust invariant set. The MPC schemes are designed separately based on the both quadratic and non-quadratic Lyapunov functions. By the proposed MPC, the states of the system reach the desired values in the optimal, constrained, and robust manner against the unmatched external disturbances. New linear matrix inequalities (LMIs) conditions are proposed to design both the proposed MPC schemes. Also, the practical constraints on the control signals are guaranteed in the design procedure based on the invariant ellipsoid set. To evaluate the effectiveness of the suggested strategy, some simulation and experimental tests were run.
引用
收藏
页码:147874 / 147887
页数:14
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