Robust fixed-time synchronization for uncertain complex-valued neural networks with discontinuous activation functions

Neural Networks ◽

10.1016/j.neunet.2017.03.006 ◽

2017 ◽

Vol 90 ◽

pp. 42-55 ◽

Author(s):

Xiaoshuai Ding ◽

Jinde Cao ◽

Ahmed Alsaedi ◽

Fuad E. Alsaadi ◽

Tasawar Hayat

Keyword(s):

Neural Networks ◽

Time Synchronization ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions ◽

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Sliding mode control for finite-time and fixed-time synchronization of delayed complex-valued recurrent neural networks with discontinuous activation functions and nonidentical parameters

European Journal of Control ◽

10.1016/j.ejcon.2021.01.006 ◽

2021 ◽

Author(s):

Chaouki Aouiti ◽

Mayssa Bessifi

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Finite Time ◽

Time Synchronization ◽

Sliding Mode ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions ◽

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Fixed-time Synchronization of delayed Impulsive Inertial Neural Networks with Discontinuous activation functions via Indefinite LKF method

Journal of the Franklin Institute ◽

10.1016/j.jfranklin.2021.11.040 ◽

2021 ◽

Author(s):

K. Udhayakumar ◽

S. Shanmugasundaram ◽

K. Janani ◽

S. Kathiresan ◽

R. Rakkiyappan

Keyword(s):

Neural Networks ◽

Time Synchronization ◽

Activation Functions ◽

Discontinuous Activation ◽

Inertial Neural Networks ◽

Discontinuous Activation Functions

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Global exponential stability of delayed complex-valued neural networks with discontinuous activation functions

Neurocomputing ◽

10.1016/j.neucom.2020.02.006 ◽

2020 ◽

Vol 416 ◽

pp. 1-11

Author(s):

Jin Hu ◽

Haidong Tan ◽

Chunna Zeng

Keyword(s):

Neural Networks ◽

Exponential Stability ◽

Global Exponential Stability ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions ◽

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Almost periodic dynamics of the delayed complex-valued recurrent neural networks with discontinuous activation functions

Neural Computing and Applications ◽

10.1007/s00521-017-2911-1 ◽

2017 ◽

Vol 30 (11) ◽

pp. 3339-3352 ◽

Author(s):

Mingming Yan ◽

Jianlong Qiu ◽

Xiangyong Chen ◽

Xiao Chen ◽

Chengdong Yang ◽

...

Keyword(s):

Neural Networks ◽

Recurrent Neural Networks ◽

Almost Periodic ◽

Activation Functions ◽

Discontinuous Activation ◽

Periodic Dynamics ◽

Discontinuous Activation Functions ◽

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Finite-time synchronization of memristive neural networks with discontinuous activation functions and mixed time-varying delays

Neurocomputing ◽

10.1016/j.neucom.2019.02.051 ◽

2019 ◽

Vol 340 ◽

pp. 99-109 ◽

Author(s):

Xiaofan Li ◽

Wenbing Zhang ◽

Jian-an Fang ◽

Huiyuan Li

Keyword(s):

Neural Networks ◽

Finite Time ◽

Time Synchronization ◽

Time Varying ◽

Memristive Neural Networks ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions

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Multistability of complex-valued neural networks with discontinuous activation functions

Neural Networks ◽

10.1016/j.neunet.2016.08.008 ◽

2016 ◽

Vol 84 ◽

pp. 125-142 ◽

Author(s):

Jinling Liang ◽

Weiqiang Gong ◽

Tingwen Huang

Keyword(s):

Neural Networks ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions ◽

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Finite-time synchronization of fractional-order memristive recurrent neural networks with discontinuous activation functions

Neurocomputing ◽

10.1016/j.neucom.2018.08.003 ◽

2018 ◽

Vol 316 ◽

pp. 284-293 ◽

Author(s):

Xiaofan Li ◽

Jian-an Fang ◽

Wenbing Zhang ◽

Huiyuan Li

Keyword(s):

Neural Networks ◽

Fractional Order ◽

Recurrent Neural Networks ◽

Finite Time ◽

Time Synchronization ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions

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Finite-time stabilization control of complex-valued neural networks with discontinuous activation functions and time delay

2019 Chinese Control Conference (CCC) ◽

10.23919/chicc.2019.8865680 ◽

2019 ◽

Author(s):

Zengyun Wang ◽

Jinde Cao

Keyword(s):

Neural Networks ◽

Finite Time ◽

Activation Functions ◽

Discontinuous Activation ◽

Stabilization Control ◽

Finite Time Stabilization ◽

Discontinuous Activation Functions ◽

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Dynamical Behavior of Complex-Valued Hopfield Neural Networks with Discontinuous Activation Functions

Neural Processing Letters ◽

10.1007/s11063-016-9563-5 ◽

2016 ◽

Vol 45 (3) ◽

pp. 1039-1061 ◽

Author(s):

Zengyun Wang ◽

Zhenyuan Guo ◽

Lihong Huang ◽

Xinzhi Liu

Keyword(s):

Neural Networks ◽

Dynamical Behavior ◽

Hopfield Neural Networks ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions ◽

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Fixed-time synchronization of inertial complex-valued neural networks with time delays

Nonlinear Dynamics ◽

10.1007/s11071-021-06677-9 ◽

2021 ◽

Author(s):

Runan Guo ◽

Junwei Lu ◽

Yongmin Li ◽

Wenshun Lv

Keyword(s):

Neural Networks ◽

Time Delays ◽

Time Synchronization ◽

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