Solving discrete time-varying complex division using recurrent neural network with disturbance suppression

2021 ◽  
Author(s):  
Yang Shi ◽  
Wenhan Zhao ◽  
Jie Wang ◽  
Jian Li ◽  
Dimitrios K. Gerontitis
Keyword(s):  
Neural Network ◽  
Discrete Time ◽  
Recurrent Neural Network ◽  
Time Varying ◽  
Disturbance Suppression

A power-type varying gain discrete-time recurrent neural network for solving time-varying linear system

2020 ◽  
Vol 388 ◽  
pp. 24-33
Author(s):  
Zhijun Zhang ◽  
Wenwei Lin ◽  
Lunan Zheng ◽  
Pengchao Zhang ◽  
Xilong Qu ◽  
...  
Keyword(s):  
Neural Network ◽  
Linear System ◽  
Discrete Time ◽  
Recurrent Neural Network ◽  
Time Varying ◽  
Power Type

Convergence Theory for Unified Discrete-Time RNNs with Quasi-Symmetric Connection

2014 ◽  
Vol 538 ◽  
pp. 167-170
Author(s):  
Hui Zhong Mao ◽  
Chen Qiao ◽  
Wen Feng Jing ◽  
Xi Chen ◽  
Jin Qin Mao
Keyword(s):  
Neural Network ◽  
Global Convergence ◽  
Discrete Time ◽  
Recurrent Neural Network ◽  
Symmetric Matrix ◽  
Network Models ◽  
Convergence Theory ◽  
Connection Matrix ◽  
Neural Network Models ◽  
Symmetric Connection

This paper presents the global convergence theory of the discrete-time uniform pseudo projection anti-monotone network with the quasi–symmetric matrix, which removes the connection matrix constraints. The theory widens the range of applications of the discrete–time uniform pseudo projection anti–monotone network and is valid for many kinds of discrete recurrent neural network models.

A New Varying-Parameter Recurrent Neural-Network for Online Solution of Time-Varying Sylvester Equation

2018 ◽  
Vol 48 (11) ◽  
pp. 3135-3148 ◽  
Author(s):  
Zhijun Zhang ◽  
Lunan Zheng ◽  
Jian Weng ◽  
Yijun Mao ◽  
Wei Lu ◽  
...  
Keyword(s):  
Neural Network ◽  
Recurrent Neural Network ◽  
Sylvester Equation ◽  
Time Varying

scholarly journals An Improved Complex-Valued Recurrent Neural Network Model for Time-Varying Complex-Valued Sylvester Equation

IEEE Access ◽  
2019 ◽  
Vol 7 ◽  
pp. 19291-19302 ◽  
Author(s):  
Lei Ding ◽  
Lin Xiao ◽  
Kaiqing Zhou ◽  
Yonghong Lan ◽  
Yongsheng Zhang ◽  
...  
Keyword(s):  
Neural Network ◽  
Network Model ◽  
Recurrent Neural Network ◽  
Neural Network Model ◽  
Sylvester Equation ◽  
Time Varying ◽  
Complex Valued
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