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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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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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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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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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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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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Fixed-Time and Preassigned-Time Synchronization of Delayed Inertial Neural Networks

2021 36th Youth Academic Annual Conference of Chinese Association of Automation (YAC) ◽

10.1109/yac53711.2021.9486531 ◽

2021 ◽

Author(s):

Kan Zeng ◽

Leimin Wang ◽

Jiajun Cheng

Keyword(s):

Neural Networks ◽

Time Synchronization ◽

Inertial Neural Networks

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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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New fixed‐time synchronization control of discontinuous inertial neural networks via indefinite Lyapunov‐Krasovskii functional method

International Journal of Robust and Nonlinear Control ◽

10.1002/rnc.5297 ◽

2020 ◽

Vol 31 (2) ◽

pp. 471-495

Author(s):

Fanchao Kong ◽

Quanxin Zhu

Keyword(s):

Neural Networks ◽

Time Synchronization ◽

Functional Method ◽

Synchronization Control ◽

Inertial Neural Networks

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Fixed-time synchronization for competitive neural networks with Gaussian-wavelet-type activation functions and discrete delays

Journal of Applied Mathematics and Computing ◽

10.1007/s12190-020-01346-3 ◽

2020 ◽

Vol 64 (1-2) ◽

pp. 103-118

Author(s):

Jie Zhou ◽

Haibo Bao

Keyword(s):

Neural Networks ◽

Time Synchronization ◽

Activation Functions ◽

Discrete Delays

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