Stability analysis of fractional-order Hopfield neural networks with discontinuous activation functions

Neurocomputing ◽

10.1016/j.neucom.2015.07.077 ◽

2016 ◽

Vol 171 ◽

pp. 1075-1084 ◽

Author(s):

Shuo Zhang ◽

Yongguang Yu ◽

Qing Wang

Keyword(s):

Neural Networks ◽

Stability Analysis ◽

Fractional Order ◽

Hopfield Neural Networks ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions

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Robust stability analysis of delayed Takagi-Sugeno fuzzy Hopfield neural networks with discontinuous activation functions

Cognitive Neurodynamics ◽

10.1007/s11571-010-9123-z ◽

2010 ◽

Vol 4 (4) ◽

pp. 347-354 ◽

Author(s):

Xiru Wu ◽

Yaonan Wang ◽

Lihong Huang ◽

Yi Zuo

Keyword(s):

Neural Networks ◽

Stability Analysis ◽

Robust Stability ◽

Hopfield Neural Networks ◽

Activation Functions ◽

Discontinuous Activation ◽

Robust Stability Analysis ◽

Discontinuous Activation Functions ◽

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Finite-time Mittag–Leffler synchronization of fractional-order delayed memristive neural networks with parameters uncertainty and discontinuous activation functions

Chinese Physics B ◽

10.1088/1674-1056/ab7803 ◽

2020 ◽

Vol 29 (4) ◽

pp. 040202

Author(s):

Chong Chen ◽

Zhixia Ding ◽

Sai Li ◽

Liheng Wang

Keyword(s):

Neural Networks ◽

Fractional Order ◽

Finite Time ◽

Memristive Neural Networks ◽

Activation Functions ◽

Discontinuous Activation ◽

Parameters Uncertainty ◽

Discontinuous Activation Functions

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Dynamical stability analysis of multiple equilibrium points in time-varying delayed recurrent neural networks with discontinuous activation functions

Neurocomputing ◽

10.1016/j.neucom.2012.02.016 ◽

2012 ◽

Vol 91 ◽

pp. 21-28 ◽

Author(s):

Yujiao Huang ◽

Huaguang Zhang ◽

Zhanshan Wang

Keyword(s):

Neural Networks ◽

Stability Analysis ◽

Recurrent Neural Networks ◽

Equilibrium Points ◽

Multiple Equilibrium ◽

Time Varying ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions ◽

Multiple Equilibrium Points

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Coexistence and local Mittag–Leffler stability of fractional-order recurrent neural networks with discontinuous activation functions

Chinese Physics B ◽

10.1088/1674-1056/28/4/040701 ◽

2019 ◽

Vol 28 (4) ◽

pp. 040701 ◽

Author(s):

Yu-Jiao Huang ◽

Shi-Jun Chen ◽

Xu-Hua Yang ◽

Jie Xiao

Keyword(s):

Neural Networks ◽

Fractional Order ◽

Recurrent 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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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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Stability analysis of fractional-order Hopfield neural networks with time delays

Neural Networks ◽

10.1016/j.neunet.2014.03.012 ◽

2014 ◽

Vol 55 ◽

pp. 98-109 ◽

Author(s):

Hu Wang ◽

Yongguang Yu ◽

Guoguang Wen

Keyword(s):

Neural Networks ◽

Stability Analysis ◽

Fractional Order ◽

Time Delays ◽

Hopfield Neural Networks

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Robust fuzzy control of Takagi-Sugeno fuzzy neural networks with discontinuous activation functions and time delays

Journal of Systems Engineering and Electronics ◽

10.3969/j.issn.1004-4132.2011.03.016 ◽

2011 ◽

Vol 22 (3) ◽

pp. 473-481 ◽

Author(s):

Yaonan Wang ◽

Xiru Wu ◽

Yi Zuo

Keyword(s):

Neural Networks ◽

Fuzzy Control ◽

Time Delays ◽

Fuzzy Neural Networks ◽

Activation Functions ◽

Discontinuous Activation ◽

Fuzzy Neural ◽

Discontinuous Activation Functions ◽

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Tradeoff Analysis Between Control Time and Energy Consumption for Delayed Neural Networks With Discontinuous Activation Functions

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2021.3125827 ◽

2021 ◽

pp. 1-12

Author(s):

Chongyang Chen ◽

Song Zhu ◽

Zhigang Zeng

Keyword(s):

Neural Networks ◽

Energy Consumption ◽

Activation Functions ◽

Tradeoff Analysis ◽

Delayed Neural Networks ◽

Discontinuous Activation ◽

Control Time ◽

Discontinuous Activation Functions ◽

Time And Energy

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Global asymptotical stability analysis for a kind of discrete-time recurrent neural network with discontinuous activation functions

Neurocomputing ◽

10.1016/j.neucom.2016.02.017 ◽

2016 ◽

Vol 193 ◽

pp. 242-249 ◽

Author(s):

Gang Bao ◽

Zhigang Zeng

Keyword(s):

Neural Network ◽

Stability Analysis ◽

Discrete Time ◽

Recurrent Neural Network ◽

Asymptotical Stability ◽

Global Asymptotical Stability ◽

Activation Functions ◽

Discontinuous Activation ◽

Discontinuous Activation Functions

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