4.7 Article

Secure communication on fractional-order chaotic systems via adaptive sliding mode control with teaching-learning-feedback-based optimization

Journal

NONLINEAR DYNAMICS
Volume 95, Issue 2, Pages 1221-1243

Publisher

SPRINGER
DOI: 10.1007/s11071-018-4625-z

Keywords

Fractional-order chaotic systems; Adaptive sliding mode control; Optimization strategy; Teaching-learning-feedback-based optimization (TLFBO)algorithm; Secure communication

Funding

  1. National Natural Science Foundation of China (NNSFC) [61522302]

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Due to the significance of secure communication, we do a research about this problem based on fractional-order chaotic systems, where a communication scheme is presented for encryption and decryption of the signal. Through applying Lyapunov stability theory and property of fractional calculus, an adaptive sliding mode controller is designed to achieve the synchronization phase between encryption system with encryption source and decryption system, which offers a tool to the decryption process. To improve the precision and speed of the decryption, we further put forward an optimization strategy for some parameters of the developed controller based on root mean square error of certain variable as a performance indicator. Meanwhile, as an improved teaching-learning-based optimization algorithm, teaching-learning-feedback-based optimization (TLFBO) algorithm is proposed to optimize the parameters more excellently. Subsequently, the simulation experiments, which contain performance test for TLFBO algorithm and secure communication of the signal, are, respectively, conducted on the benchmark functions as well as fractional-order Lorenz system with encryption source and fractional-order Lu system. At last, the experiment results illustrate the feasibility and practicability of the provided method by comparing with some other ones.

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