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Table 4 Characteristics of the basic models.

From: Failure Mode Detection of Reinforced Concrete Shear Walls Using Ensemble Deep Neural Networks

Sub-model 1 2 3 4 5
Number of neurons
 Layer 1 40 25 40 25 20
 Drop rate 0.02 0.01 0.01
 Layer 2 80 80 60 20 50
 Drop rate 0.01
 Layer 3 20 60 80 30
 Layer 4 15 80 60
 Layer 5 40 80
 Layer 6 25
Activation Tanh Tanh Tanh Tanh Tanh
Optimizer Adam Adam Adam Adam Adam
Learning rate 0.01 0.01 0.01 0.01 0.01
R2 score (test set) 0.83 0.81 0.82 0.84 0.81