The Module-Phase Synchronization of Complex-Valued Neural Networks with Time-Varying Delay and Stochastic Perturbations  

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作  者:NIAN Fuzhong LI Jia 

机构地区:[1]School of Computer Sz Communication,Lanzhou University of Technology,Lanzhou 730050,China

出  处:《Journal of Systems Science & Complexity》2021年第6期2139-2154,共16页系统科学与复杂性学报(英文版)

基  金:supported by the National Natural Science Foundation of China under Grant No.61863025;International S&T Cooperation Projects of Gansu province under Grant No.144WCGA166;Longyuan Young Innovation Talents and the Doctoral Foundation of LUT。

摘  要:The problem of exponential module-phase synchronization of complex-valued neural networks(CVNNs)with time-varying delay and stochastic perturbations was investigated.The model of CVNNs with time-varying delay and stochastic perturbations was considered.The error system was deduced and the module-phase synchronization was defined.Based on the principle of Lyapunov stability theory,the appropriate controller was designed to control the CVNNs.Finally,the effectiveness and reliability of the method were verified by the numerical simulations.

关 键 词:Complex-valued neural networks exponential module-phase synchronization Lyapunov function time-varying delay 

分 类 号:TP183[自动化与计算机技术—控制理论与控制工程] O231[自动化与计算机技术—控制科学与工程]

 

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