Robust predictive synchronization of uncertain fractional-order time-delayed chaotic systems

被引:43
|
作者
Mohammadzadeh, Ardashir [1 ]
Ghaemi, Sehraneh [2 ]
Kaynak, Okyay [3 ]
Mohammadi, Sohrab Khan [2 ]
机构
[1] Univ Bonab, Elect Engn Dept, Fac Engn, Bonab, Iran
[2] Univ Tabriz, Fac Elect & Comp Engn, Control Engn Dept, Tabriz, Iran
[3] Bogazici Univ, Istanbul, Turkey
关键词
Non-singleton type-2 fuzzy neural network; Predictive Control; Fractional-order chaotic systems; Robust stability analysis; PROJECTIVE SYNCHRONIZATION; MODEL;
D O I
10.1007/s00500-018-3328-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a novel robust predictive control strategy is proposed for the synchronization of fractional-order time-delay chaotic systems. A recurrent non-singleton type-2 fuzzy neural network (RNT2FNN) is used for the estimation of the unknown functions. Additionally, another RNT2FNN is used for the modeling of the tracking error. A nonlinear model-based predictive controller is then designed based on the proposed fuzzy model. The asymptotic stability of the approach is derived based on the Lyapunov stability theorem. A number of simulation examples are presented to verify the effectiveness of the proposed control method for the synchronization of two uncertain fractional-order time-delay identical and nonidentical chaotic systems. The proposed control strategy is also employed for high-performance position control of a hydraulic actuator. In this example, the nonlinear mechanical model of the hydraulic actuator, instead of a mathematical model, is simulated. The example demonstrates that the proposed control strategy can be applied to a wide class of nonlinear systems.
引用
收藏
页码:6883 / 6898
页数:16
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