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

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.

[1]  David J. Hill,et al.  Global Asymptotical Synchronization of Chaotic Lur'e Systems Using Sampled Data: A Linear Matrix Inequality Approach , 2008, IEEE Transactions on Circuits and Systems II: Express Briefs.

[2]  Parimal Acharjee,et al.  Multiple Solutions of Optimal PMU Placement Using Exponential Binary PSO Algorithm for Smart Grid Applications , 2017, IEEE Transactions on Industry Applications.

[3]  Xiaohong Zhang,et al.  Design of an assemble-type fractional-order unit circuit and its application in Lorenz system , 2017, IET Circuits Devices Syst..

[4]  P. Balasubramaniam,et al.  Sliding mode control design for synchronization of fractional order chaotic systems and its application to a new cryptosystem , 2017 .

[5]  Aihua Hu,et al.  Exponential synchronization of fractional-order complex networks via pinning impulsive control , 2015 .

[6]  Jianjun Hu,et al.  Adaptive Synchronization of the Fractional-Order Chaotic Arch Micro-Electro-Mechanical System via Chebyshev Neural Network , 2018, IEEE Sensors Journal.

[7]  Tsung-Chih Lin,et al.  Chaos Synchronization of Uncertain Fractional-Order Chaotic Systems With Time Delay Based on Adaptive Fuzzy Sliding Mode Control , 2011, IEEE Transactions on Fuzzy Systems.

[8]  Xingpeng Zhang,et al.  Adaptive impulsive synchronization of fractional order chaotic system with uncertain and unknown parameters , 2015, Neurocomputing.

[9]  Holger Voos,et al.  Observer-Based Approach for Fractional-Order Chaotic Synchronization and Secure Communication , 2013, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[10]  Zijiang Yang,et al.  Lag Synchronization of Unknown Chaotic Delayed Yang–Yang-Type Fuzzy Neural Networks With Noise Perturbation Based on Adaptive Control and Parameter Identification , 2009, IEEE Transactions on Neural Networks.

[11]  Xiang Li,et al.  Teaching-Learning-Feedback-Based Optimization , 2017, ICSI.

[12]  Hsien-Pin Hsu,et al.  Solving Feeder Assignment and Component Sequencing Problems for Printed Circuit Board Assembly Using Particle Swarm Optimization , 2017, IEEE Transactions on Automation Science and Engineering.

[13]  Olfa Boubaker,et al.  Hybrid synchronization of multiple fractional-order chaotic systems with ring connection , 2016, 2016 8th International Conference on Modelling, Identification and Control (ICMIC).

[14]  Ping Zhou,et al.  A practical synchronization approach for fractional-order chaotic systems , 2017 .

[15]  Andrew Y. T. Leung,et al.  Anti-synchronization between identical and non-identical fractional-order chaotic systems using active control method , 2014 .

[16]  Elsayed Ahmed,et al.  On chaos control and synchronization of the commensurate fractional order Liu system , 2013, Commun. Nonlinear Sci. Numer. Simul..

[17]  Tiedong Ma,et al.  Modified sliding mode synchronization of typical three-dimensional fractional-order chaotic systems , 2015, Neurocomputing.

[18]  Miguel Bernal,et al.  A Way to Exploit the Fractional Stability Domain for Robust Chaos Suppression and Synchronization via LMIs , 2016, IEEE Transactions on Automatic Control.

[19]  Min Wu,et al.  Improved Global Asymptotical Synchronization of Chaotic Lur'e Systems With Sampled-Data Control , 2009, IEEE Transactions on Circuits and Systems II: Express Briefs.

[20]  Longge Zhang,et al.  Robust synchronization of two different uncertain fractional-order chaotic systems via adaptive sliding mode control , 2014 .

[21]  Deliang Liang,et al.  Nonlinear state-observer control for projective synchronization of a fractional-order hyperchaotic system , 2012 .

[22]  Yuanqing Xia,et al.  Finite-Time Synchronization for Chaotic Gyros Systems With Terminal Sliding Mode Control , 2019, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[23]  Fuad E. Alsaadi,et al.  Finite-Time Synchronization of Networks via Quantized Intermittent Pinning Control , 2018, IEEE Transactions on Cybernetics.

[24]  Kehui Sun,et al.  Dynamics of the Fractional-order Lorenz System Based on Adomian Decomposition Method and Its DSP Implementation , 2017 .

[25]  Young-Hun Lim,et al.  Stability and Stabilization of Fractional-Order Linear Systems Subject to Input Saturation , 2013, IEEE Transactions on Automatic Control.

[26]  Milad Mohadeszadeh,et al.  Robust finite-time synchronization of non-identical fractional-order hyperchaotic systems and its application in secure communication , 2019, IEEE/CAA Journal of Automatica Sinica.

[27]  MengChu Zhou,et al.  Multiobjective Optimization Models for Locating Vehicle Inspection Stations Subject to Stochastic Demand, Varying Velocity and Regional Constraints , 2016, IEEE Transactions on Intelligent Transportation Systems.

[28]  Yan Shi,et al.  Disturbance-Observer-Based Robust Synchronization Control for a Class of Fractional-Order Chaotic Systems , 2017, IEEE Transactions on Circuits and Systems II: Express Briefs.

[29]  Sanjoy Debbarma,et al.  Utilizing Electric Vehicles for LFC in Restructured Power Systems Using Fractional Order Controller , 2017, IEEE Transactions on Smart Grid.

[30]  Rui Wang,et al.  Synchronization of fractional-order PMSM chaotic model based on backstepping control method , 2017, 2017 9th International Conference on Modelling, Identification and Control (ICMIC).

[31]  Shaobo Li,et al.  Observer-based adaptive stabilization of the fractional-order chaotic MEMS resonator , 2018 .

[32]  Kehui Sun,et al.  Chaos synchronization between two different fractional-order hyperchaotic systems , 2011 .

[33]  Donglian Qi,et al.  Synchronization for fractional order chaotic systems with uncertain parameters , 2016 .

[34]  Weihua Deng,et al.  Remarks on fractional derivatives , 2007, Appl. Math. Comput..

[35]  Shaobo Li,et al.  Adaptive chaos control of the fractional-order arch MEMS resonator , 2017 .

[36]  Yigang He,et al.  Finite-Time Synchronization of a Class of Second-Order Nonlinear Multi-Agent Systems Using Output Feedback Control , 2014, IEEE Transactions on Circuits and Systems I: Regular Papers.

[37]  Nooshin Bigdeli,et al.  Design of fractional robust adaptive intelligent controller for uncertain fractional-order chaotic systems based on active control technique , 2016, Nonlinear Dynamics.

[38]  Hua Wang,et al.  Image encryption based on synchronization of fractional chaotic systems , 2014, Commun. Nonlinear Sci. Numer. Simul..

[39]  N. Arifin,et al.  Synchronization of two different fractional-order chaotic systems with unknown parameters using a robust adaptive nonlinear controller , 2016 .

[40]  Her-Terng Yau,et al.  Fractional-Order Chaotic Self-Synchronization-Based Tracking Faults Diagnosis of Ball Bearing Systems , 2016, IEEE Transactions on Industrial Electronics.

[41]  Z. Q. Chen,et al.  Chaotic Characteristics Analysis and Circuit Implementation for a Fractional-Order System , 2014, IEEE Transactions on Circuits and Systems I: Regular Papers.

[42]  Huai-Ning Wu,et al.  Adaptive synchronization control based on QPSO algorithm with interval estimation for fractional-order chaotic systems and its application in secret communication , 2018, Nonlinear Dynamics.

[43]  Zhen Wang,et al.  Analysis of nonlinear dynamics and chaos in a fractional order financial system with time delay , 2011, Comput. Math. Appl..

[44]  Ivo Petráš,et al.  Chaos in the fractional-order Volta’s system: modeling and simulation , 2009 .

[45]  Bo Yu,et al.  Analog Circuit Implementation of Fractional-Order Memristor: Arbitrary-Order Lattice Scaling Fracmemristor , 2018, IEEE Transactions on Circuits and Systems I: Regular Papers.

[46]  Kamel Ben Saad,et al.  Synchronization of the Liu chaotic system and its application in secure communication , 2017, 2017 International Conference on Control, Automation and Diagnosis (ICCAD).

[47]  Xing-yuan Wang,et al.  Synchronization of the fractional order hyperchaos Lorenz systems with activation feedback control , 2009 .

[48]  Jinde Cao,et al.  Global stability of a multiple infected compartments model for waterborne diseases , 2014, Commun. Nonlinear Sci. Numer. Simul..

[49]  Weiping Li,et al.  Applied Nonlinear Control , 1991 .

[50]  Tanmoy Dasgupta,et al.  Fractional order sliding mode control based chaos synchronization and secure communication , 2015, 2015 International Conference on Computer Communication and Informatics (ICCCI).

[51]  YangQuan Chen,et al.  Fractional-order systems and control : fundamentals and applications , 2010 .

[52]  A. Balamurali Gunji,et al.  An Optimal Robotic Assembly Sequence Planning by Assembly Subsets Detection Method Using Teaching Learning-Based Optimization Algorithm , 2018, IEEE Transactions on Automation Science and Engineering.

[53]  P Balasubramaniam,et al.  Sliding mode control for generalized robust synchronization of mismatched fractional order dynamical systems and its application to secure transmission of voice messages. , 2017, ISA transactions.