scholarly journals NetCausality: A time-delayed neural network tool for causality detection and analysis

SoftwareX ◽  
2021 ◽  
Vol 15 ◽  
pp. 100773
Author(s):  
Riccardo Rossi ◽  
Andrea Murari ◽  
Luca Martellucci ◽  
Pasquale Gaudio
Keyword(s):  
Neural Network ◽  
Delayed Neural Network ◽  
Time Delayed Neural Network

scholarly journals Boundedness and Stability for Discrete-Time Delayed Neural Network with Complex-Valued Linear Threshold Neurons

2010 ◽  
Vol 2010 ◽  
pp. 1-19 ◽  
Author(s):  
Chengjun Duan ◽  
Qiankun Song
Keyword(s):  
Neural Network ◽  
Discrete Time ◽  
Linear Matrix ◽  
Linear Threshold ◽  
Inequality Technique ◽  
Delayed Neural Network ◽  
Linear Threshold Neurons ◽  
Delay Dependent ◽  
Time Delayed Neural Network ◽  
Complex Valued

The discrete-time delayed neural network with complex-valued linear threshold neurons is considered. By constructing appropriate Lyapunov-Krasovskii functionals and employing linear matrix inequality technique and analysis method, several new delay-dependent criteria for checking the boundedness and global exponential stability are established. Illustrated examples are also given to show the effectiveness and less conservatism of the proposed criteria.

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