Secure communication on fractional-order chaotic systems via adaptive sliding mode control with teaching–learning–feedback-based optimization
Creators
- 1. Beihang University (Beijing University of Aeronautics and Astronautics), Science and Technology on Aircraft Control Laboratory, School of Automation Science and Electrical Engineering (China)
Description
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 Lü system. At last, the experiment results illustrate the feasibility and practicability of the provided method by comparing with some other ones.
Additional details
Identifiers
Publishing Information
- Journal Title
- Nonlinear Dynamics
- Journal Volume
- 95
- Journal Issue
- 2
- Journal Page Range
- p. 1221-1243
- ISSN
- 0924-090X
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 51097068
- Subject category
- S97: MATHEMATICAL METHODS AND COMPUTING;
- Descriptors DEI
- ACCURACY; ALGORITHMS; BENCHMARKS; CHAOS THEORY; COMMUNICATIONS; CRYPTOGRAPHY; ERRORS; EXPERIMENT RESULTS; LEARNING; LYAPUNOV METHOD; MODE CONTROL; OPTIMIZATION; PERFORMANCE; SIGNALS; SIMULATION; SYNCHRONIZATION
- Descriptors DEC
- CALCULATION METHODS; CONTROL; MATHEMATICAL LOGIC; MATHEMATICS
Optional Information
- Copyright
- Copyright (c) 2019 Springer Nature B.V.