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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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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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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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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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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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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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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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 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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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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