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Table 2

Details of neural network training algorithm and transfer function

Cascade-forward backpropagation neural network (C)
Training algorithm
Activation function
Abbreviation
NameMATLAB functionNameMATLAB function
Conjugate gradient Fletcher–Reeves updates (CGFtraincgf Hyperbolic tangent sigmoid tansig (TCCGFT 
One-step secant (OSStrainoss COSST 
Gradient descent with adaptive learning (GDAtraingda Sigmoid logsig (LCGDAL 
Resilient (RPtrainrp CRPL 
Conjugate gradient Powell–Beale restarts (CGPtraincgp CCGPL 
Cascade-forward backpropagation neural network (C)
Training algorithm
Activation function
Abbreviation
NameMATLAB functionNameMATLAB function
Conjugate gradient Fletcher–Reeves updates (CGFtraincgf Hyperbolic tangent sigmoid tansig (TCCGFT 
One-step secant (OSStrainoss COSST 
Gradient descent with adaptive learning (GDAtraingda Sigmoid logsig (LCGDAL 
Resilient (RPtrainrp CRPL 
Conjugate gradient Powell–Beale restarts (CGPtraincgp CCGPL 
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