Adaptive synchronization of complicated chaotic systems with uncertainties via fuzzy modeling-based control strategy

Abstract In this paper, adaptive control of complicated chaotic systems with unknown parameters is discussed via a set of fuzzy modeling-based adaptive strategy. The proposed fuzzy model theory aims to adjust the inner-weighting of each linear sub-equation, simplize the complicated modeling process, and to reveal the similar behaviors of complicated nonlinear dynamic system. Further, based on the modeling concept, a set of fuzzy model-based adaptive control scheme and its creative fuzzy update laws of parameters are proposed to achieve the goal of adaptive synchronization. Two identical complicated dynamic systems, Mathieu-Van der pol system (M-V system) with uncertainties, are designed and illustrated for numerical simulation example to show the effectiveness and feasibility of the proposed novel adaptive control strategy.

[1]  Zheng-Ming Ge,et al.  Pragmatical asymptotical stability theorem with application to satellite system (vol 38, pg 6178, 1999) , 1999 .

[2]  Peter Xiaoping Liu,et al.  Robust adaptive fuzzy fault-tolerant control for a class of non-lower-triangular nonlinear systems with actuator failures , 2016, Inf. Sci..

[3]  Shih-Yu Li,et al.  Generalized synchronization of chaotic systems with different orders by fuzzy logic constant controller , 2011, Expert Syst. Appl..

[4]  Zheng-Ming Ge,et al.  Pragmatical Asymptotical Stability Theorems on Partial Region and for Partial Variables with Applications to Gyroscopic Systems , 2000 .

[5]  Ligang Wu,et al.  Reliable Filtering With Strict Dissipativity for T-S Fuzzy Time-Delay Systems , 2014, IEEE Transactions on Cybernetics.

[6]  Yumei Sun,et al.  Adaptive neural control for a class of stochastic nonlinear systems by backstepping approach , 2016, Inf. Sci..

[7]  Jiahui Wang,et al.  Output-Feedback Based Sliding Mode Control for Fuzzy Systems With Actuator Saturation , 2016, IEEE Transactions on Fuzzy Systems.

[8]  Carroll,et al.  Synchronization in chaotic systems. , 1990, Physical review letters.

[9]  Li-Wei Ko,et al.  Adaptive synchronization of chaotic systems with unknown parameters via new backstepping strategy , 2012, Nonlinear Dynamics.

[10]  Hak-Keung Lam,et al.  Adaptive Sliding Mode Control for Interval Type-2 Fuzzy Systems , 2016, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[11]  Chin-Teng Lin,et al.  Chaotic Motions in the Real Fuzzy Electronic Circuits (Preprint) , 2012 .

[12]  Manuel A. Duarte-Mermoud,et al.  Adaptive synchronization of fractional Lorenz systems using a reduced number of control signals and parameters , 2016 .

[13]  Shih-Yu Li,et al.  Pragmatical adaptive synchronization of different orders chaotic systems with all uncertain parameters via nonlinear control , 2011 .

[14]  Hairong Dong,et al.  Modeling and simulation of pedestrian dynamical behavior based on a fuzzy logic approach , 2016, Inf. Sci..

[15]  Wen-Jer Chang,et al.  Sliding mode fuzzy control for Takagi-Sugeno fuzzy systems with bilinear consequent part subject to multiple constraints , 2016, Inf. Sci..

[16]  Juntao Fei,et al.  Robust adaptive sliding mode control of MEMS gyroscope using T–S fuzzy model , 2014, Nonlinear Dynamics.

[17]  Shun-Feng Su,et al.  Decomposed Fuzzy Systems and Their Application in Direct Adaptive Fuzzy Control , 2014, IEEE Transactions on Cybernetics.

[18]  Shih-Yu Li Chaos control of new Mathieu-van der Pol systems by fuzzy logic constant controllers , 2011, Appl. Soft Comput..

[19]  Xinghuo Yu,et al.  Asynchronous impulsive containment control in switched multi-agent systems , 2016, Inf. Sci..

[20]  Yuanyuan Zhang,et al.  An analysis of the stability and chattering reduction of high-order sliding mode tracking control for a hypersonic vehicle , 2016, Inf. Sci..

[21]  Shih-Yu Li,et al.  Fuzzy Modeling and Synchronization of Two Totally Different Chaotic Systems via Novel Fuzzy Model , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[22]  Guanglu Zhou,et al.  Dynamics, Control, and Optimization with Applications , 2013 .

[23]  Huang Huang,et al.  Prescribed performance-based backstepping design for synchronization of cross-strict feedback hyperchaotic systems with uncertainties , 2014 .

[24]  Shih-Yu Li,et al.  Chaos control of new Mathieu-Van der Pol systems with new Mathieu-Duffing systems as functional system by GYC partial region stability theory , 2009 .

[25]  Chong Lai,et al.  Remarks on the Blow-Up Solutions for the Critical Gross-Pitaevskii Equation , 2013 .

[26]  Dong Yue,et al.  Fuzzy control design of nonlinear systems under unreliable communication links: A systematic homogenous polynomial approach , 2016, Inf. Sci..

[27]  Yan Shi,et al.  Adaptive output-feedback neural tracking control for a class of nonstrict-feedback nonlinear systems , 2016, Inf. Sci..

[28]  Michio Sugeno,et al.  Fuzzy identification of systems and its applications to modeling and control , 1985, IEEE Transactions on Systems, Man, and Cybernetics.

[29]  Sang-Yun Lee,et al.  Robust adaptive synchronization of a class of chaotic systems via fuzzy bilinear observer using projection operator , 2017, Inf. Sci..

[30]  Hsien-Keng Chen,et al.  IMPULSIVE SYNCHRONIZATION AND ITS IMPLEMENTATION IN CHEN–LEE SYSTEMS , 2011 .

[31]  Peng Shi,et al.  Observer-based adaptive fuzzy tracking control of nonlinear systems with time delay and input saturation , 2017, Fuzzy Sets Syst..

[32]  Shih-Yu Li,et al.  Novel Fuzzy Modeling and Synchronization of Chaotic Systems With Multinonlinear Terms by Advanced Ge-Li Fuzzy Model , 2016, IEEE Transactions on Cybernetics.

[33]  Cheng Hu,et al.  Generalized intermittent control and its adaptive strategy on stabilization and synchronization of chaotic systems , 2016 .

[34]  Hongjing Liang,et al.  Stability and Stabilization of Nonlinear Switched Systems Under Average Dwell Time , 2017, Appl. Math. Comput..

[35]  Jianbin Qiu,et al.  Sliding mode control for non-linear systems by Takagi-Sugeno fuzzy model and delta operator approaches , 2017 .