This paper studies the distributed synchronization control problem of a class of stochastic dynamical systems with time-varying delays and random noise via randomly occurring control. The activation of the distributed adaptive controller and the update of the control gain designed in this paper all happen randomly. Based on the Lyapunov stability theory, LaSalle invariance principle, combined with the use of the properties of the matrix Kronecker product, stochastic differential equation theory and other related tools, by constructing the appropriate Lyapunov functional, the criterion for the distributed synchronization of this type of stochastic complex networks in mean square is obtained.
KeywordsStochastic Dynamical SystemTime-Varying DelayDistributed SynchronizationRandomly Occurring Control
Strogatz, S.H. (2004) Sync: How Order Emerges from Chaos in the Universe, Nature, and Daily Life. Hyperion, New York.
Ott, E. (2002) Chaos in Dynamical Systems. 2nd Edition, Cambridge University Press, Cambridge. https://doi.org/10.1017/CBO9780511803260
Tang, Y., Gao, H., Zou, W. and Kurths, J. (2012) Identifying Controlling Nodes in Neuronal Networks in Different Scales. PLoS ONE, 7, e41375. https://doi.org/10.1371/journal.pone.0041375
Zhou, L. and Tan, F. (2019) A Chaotic Secure Communication Scheme Based on Synchronization of Double-Layered and Multiple Complex Networks. Nonlinear Dynamics, 96, 869-883. https://doi.org/10.1007/s11071-019-04828-7
Liang, J., Wang, Z. and Liu, X. (2009) State Estimation for Coupled Uncertain Stochastic Networks with Missing Measurements and Time-Varying Delays: The Discrete-Time Case. IEEE Transactions on Neural Networks, 20, 781-793. https://doi.org/10.1109/TNN.2009.2013240
Ma, L., Wang, Z., Hu, J., Bo, Y. and Zhi, G. (2010) Robust Variance-Constrained Filtering for a Class of Nonlinear Stochastic Systems with Missing Measurements. Signal Processing, 90, 2060-2071. https://doi.org/10.1016/j.sigpro.2010.01.010
Gao, H.J., Meng, X.Y. and Chen, T.W. (2010) Stabilization of Networked Control Systems via Dynamic Output-Feedback Controllers. SIAM Journal on Control and Optimization, 48, 3643-3658. https://doi.org/10.1137/070679132
Hunt, D., Korniss, G. and Szymanski, B. (2010) Network Synchronization in a Noisy Environment with Time Delays: Fundamental Limits and Trade-Offs. Physical Review Letters, 105, Article ID: 068701. https://doi.org/10.1103/PhysRevLett.105.068701
Wang, Z., Wang, Y. and Liu, Y. (2010) Global Synchronization for Discrete-Time Stochastic Complex Networks with Randomly Occurred Nonlinearities and Mixed Time-Delays. IEEE Transactions on Neural Networks, 21, 11-25. https://doi.org/10.1109/TNN.2009.2033599
Guo, L. (2009) Control and Synchronization of Complex Networks with stochastic and Uncertain Factors. Thesis, Huazhong University of Science and Technology, Wuhan.
Bei, Z., Zhuang, J., Liu, H., Cao, J. and Xia, Y. (2018) Master-Slave Synchronization of a Class of Fractional-Order Takagi-Sugeno Fuzzy Neural Networks. Advances in Difference Equations, 2018, Article No. 473. https://doi.org/10.1186/s13662-018-1918-y
Tang, Y. and Wong, W.K. (2013) Distributed Synchronization of Coupled Neural Networks via Randomly Occurring Control. IEEE Transactions on Neural Networks and Learning Systems, 24, 435-447. https://doi.org/10.1109/TNNLS.2012.2236355
Liu, X. (2020) Distributed Synchronization of Coupled Time-Delay Neural Networks Based on Randomly Occurring Control. Applied Mathematics, 11, 698-711. https://doi.org/10.4236/am.2020.117047
Yang, X., Lu, J., Ho, D. and Song, Q. (2018) Synchronization of Uncertain Hybrid Switching and Impulsive Complex Networks. Applied Mathematical Modelling, 59, 379-392. https://doi.org/10.1016/j.apm.2018.01.046
Song, Y. and Jian, X. (2012) Inphase and Antiphase Synchronization in a Delay-Coupled System with Applications to a Delay-Coupled Fitzhugh-Nagumo System. IEEE Transactions on Neural Networks & Learning Systems, 23, 1659-1670. https://doi.org/10.1109/TNNLS.2012.2209459
Liu, X., Su, H. and Chen, M.Z. (2016) A Switching Approach to Designing Finite-Time Synchronization Controllers of Coupled Neural Networks. IEEE Transactions on Neural Networks & Learning Systems, 27, 471-482. https://doi.org/10.1109/TNNLS.2015.2448549
Guo, B., Wu, Y., Xiao, Y. and Zhang, C. (2018) Graph-Theoretic Approach to Synchronizing Stochastic Coupled Systems with Time-Varying Delays on Networks via Periodically Intermittent Control. Applied Mathematics and Computation, 331, 341-357. https://doi.org/10.1016/j.amc.2018.03.020
Li, Y., Lou, J., Wang, Z. and Alsaadi, F.E. (2018) Synchronization of Dynamical Networks with Nonlinearly Coupling Function under Hybrid Pinning Impulsive Controllers. Journal of the Franklin Institute, 355, 6520-6530. https://doi.org/10.1016/j.jfranklin.2018.06.021
Hespanha, J., Naghshtabrizi, P. and Xu, Y. (2007) A Survey of Recent Results in Networked Control Systems. Proceedings of the IEEE, 95, 138-162. https://doi.org/10.1109/JPROC.2006.887288
Sun, X., Liu, G., Rees, D. and Wang, W. (2008) Stability of Systems with Controller Failure and Time-Varying Delay. IEEE Transactions on Automatic Control, 53, 2391-2396. https://doi.org/10.1109/TAC.2008.2007528
Dai, A.D. (2014) Synchronization Analysis and Control for Switching Complex Networks Based on M-Matrix Approach. Ph.D. Thesis, DongHua University, Shanghai.
Sun, D.W. (2017) Research on Quantitative Feedback and Event-Triggering Control of Networked Control Systems. Master Thesis, Dalian Maritime University, Dalian.
Yang, X. and Cao, J. (2009) Stochastic Synchronization of Coupled Neural Networks with Intermittent Control. Physics Letters A, 373, 3259-3272. https://doi.org/10.1016/j.physleta.2009.07.013
Shi, L., Yang, X., Li, Y. and Feng, Z. (2016) Finite-Time Synchronization of Nonidentical Chaotic Systems with Multiple Time-Varying Delays and Bounded Perturbations. Nonlinear Dynamics, 83, 75-87. https://doi.org/10.1007/s11071-015-2310-z
Zhu, Q. and Cao, J. (2011) Adaptive Synchronization under almost Every Initial Data for Stochastic Neural Networks with Time-Varying Delays and Distributed Delays. Communications in Nonlinear Science and Numerical Simulation, 16, 2139-2159. https://doi.org/10.1016/j.cnsns.2010.08.037
Mao, X. (2002) A Note on the Lasalle-Type Theorems for Stochastic Differential Delay Equations. Journal of Mathematical Analysis and Applications, 268, 125-142. https://doi.org/10.1006/jmaa.2001.7803