Adaptive Synchronization of the Fractional-Order Chaotic Arch Micro-Electro-Mechanical System via Chebyshev Neural Network

Aimed at the synchronization issue between the drive system and response system of the fractional-order chaotic arch micro-electro-mechanical system under distributed electrostatic actuation, we propose an adaptive synchronization scheme which combines the best of the Chebyshev neural network, extended state tracking differentiator and adaptive backstepping. To compensate uncertainties and time delay existing in the control system, a Chebyshev neural network with a weight is applied to approximate uncertain item in the synchronization error vector while its weight is tuned by a fractional-order adaptive law online. Introducing an extended state tracking differentiator avoids repeated derivative of the virtual control. Based on the fractional-order Lyapunov stability criterion, the stability of the closed fractional-order arch micro-electromechanical system is guaranteed. Finally, the effectiveness of the proposed adaptive synchronization scheme for the fractional-order chaotic arch micro-electro-mechanical system is demonstrated through simulation results.

[1]  Sun Yan,et al.  Performance Enhancement of MEMS-Based INS/UWB Integration for Indoor Navigation Applications , 2017 .

[2]  Khaled N. Salama,et al.  The fractional-order modeling and synchronization of electrically coupled neuron systems , 2012, Comput. Math. Appl..

[3]  Hongxing Wang,et al.  Adaptive Controller Design for a Class of Uncertain Fractional-Order Nonlinear Systems: An Adaptive Fuzzy Approach , 2017, International Journal of Fuzzy Systems.

[4]  Farid Tajaddodianfar,et al.  On the Chaotic Vibrations of Electrostatically Actuated Arch Micro/Nano Resonators: A Parametric Study , 2015, Int. J. Bifurc. Chaos.

[5]  Zhiliang Zhu,et al.  Modified Function Projective Synchronization of Fractional Order Chaotic Systems with Different Dimensions , 2013 .

[6]  Ercília Sousa Numerical solution of a Model for turbulent Diffusion , 2013, Int. J. Bifurc. Chaos.

[7]  Junhai Luo,et al.  Adaptive Synchronization for a Class of Uncertain Fractional-Order Neural Networks , 2015, Entropy.

[8]  Yongping Pan,et al.  Adaptive Fuzzy Backstepping Control of Fractional-Order Nonlinear Systems , 2017, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[9]  Zahra Nasiri-Gheidari,et al.  Analysis of Winding Configurations and Slot-Pole Combinations in Fractional-Slots Resolvers , 2017, IEEE Sensors Journal.

[10]  Changpin Li,et al.  On Finite Part Integrals and Hadamard-Type Fractional Derivatives , 2018, Journal of Computational and Nonlinear Dynamics.

[11]  Anatoly A. Alikhanov Boundary value problems for the diffusion equation of the variable order in differential and difference settings , 2012, Appl. Math. Comput..

[12]  A. Yousefi-Koma,et al.  Chaos prediction in MEMS-NEMS resonators , 2014 .

[13]  Suwat Kuntanapreeda,et al.  Robust synchronization of fractional-order unified chaotic systems via linear control , 2012, Comput. Math. Appl..

[14]  Xingyuan Wang,et al.  Chaos in the fractional-order complex Lorenz system and its synchronization , 2013 .

[15]  H. Ouakad,et al.  Nonlinear dynamics of a resonant gas sensor , 2010 .

[16]  Udaya K. Madawala,et al.  A Synchronization Technique for Bidirectional IPT Systems , 2013, IEEE Transactions on Industrial Electronics.

[17]  Yongduan Song,et al.  Chaos Analysis-Based Adaptive Backstepping Control of the Microelectromechanical Resonators With Constrained Output and Uncertain Time Delay , 2016, IEEE Transactions on Industrial Electronics.

[18]  Changpin Li,et al.  ON HADAMARD FRACTIONAL CALCULUS , 2017 .

[19]  Hadi Taghvafard,et al.  Phase and anti-phase synchronization of fractional order chaotic systems via active control , 2011 .

[20]  Paul Woafo,et al.  Dynamics of Electrostatically Actuated Micro-Electro-Mechanical Systems: Single Device and Arrays of Devices , 2009, Int. J. Bifurc. Chaos.

[21]  Pierfrancesco Lombardo,et al.  Passive Radar Array With Low-Power Satellite Illuminators Based on Fractional Fourier Transform , 2017, IEEE Sensors Journal.

[22]  Hamid Reza Momeni,et al.  Non-fragile nonlinear fractional order observer design for a class of nonlinear fractional order systems , 2012, Signal Process..

[23]  Mohammad I. Younis,et al.  An Imperfect microbeam under an axial Load and Electric excitation: nonlinear Phenomena and Dynamical Integrity , 2013, Int. J. Bifurc. Chaos.

[24]  Guoguang Wen,et al.  Hybrid projective synchronization of time-delayed fractional order chaotic systems , 2014 .

[25]  Xing-yuan Wang,et al.  Projective synchronization of fractional order chaotic system based on linear separation , 2008 .

[26]  Maode Ma,et al.  Synchronization of Bio-Nanomachines Based on Molecular Diffusion , 2016, IEEE Sensors Journal.

[27]  Shaobo Li,et al.  Chaos and Adaptive Control of the Fractional-Order Magnetic-Field Electromechanical Transducer , 2017, Int. J. Bifurc. Chaos.

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

[29]  Farid Tajaddodianfar,et al.  Size-dependent bistability of an electrostatically actuated arch NEMS based on strain gradient theory , 2015 .

[30]  Mohammad Reza Hairi Yazdi,et al.  Prediction of chaos in electrostatically actuated arch micro-nano resonators: Analytical approach , 2016, Commun. Nonlinear Sci. Numer. Simul..

[31]  Rudra Prakash Maheshwari,et al.  Improved Fault Classification in Series Compensated Transmission Line: Comparative Evaluation of Chebyshev Neural Network Training Algorithms , 2016, IEEE Transactions on Neural Networks and Learning Systems.

[32]  Qigao Fan,et al.  Performance Enhancement of MEMS-Based INS/UWB Integration for Indoor Navigation Applications , 2017, IEEE Sensors Journal.

[33]  Donglian Qi,et al.  Asymptotic pseudo-state stabilization of commensurate fractional-order nonlinear systems with additive disturbance , 2015 .

[34]  A. E. Matouk,et al.  Chaos, feedback control and synchronization of a fractional-order modified Autonomous Van der Pol–Duffing circuit , 2011 .

[35]  Igor Podlubny,et al.  Mittag-Leffler stability of fractional order nonlinear dynamic systems , 2009, Autom..

[36]  Rongxin Cui,et al.  Adaptive backstepping control of wheeled inverted pendulums models , 2015 .

[37]  Luo Runzi,et al.  Combination synchronization of three classic chaotic systems using active backstepping design. , 2011, Chaos.