Table 9 Prediction accuracy of the DNN models that do not incorporate CNN.

From: Deep learning-based framework for time-dependent reliability analysis of a cable-stayed bridge with corroded PSC box girders under gravity loads

DNN Models

Dataset

MSE

MAE

Relative error (%)

R2

DNN 1

Training

0.035

0.074

9.61

0.996

Test

0.035

0.075

9.59

0.996

DNN 2

Training

0.031

0.087

9.56

0.995

Test

0.031

0.087

9.54

0.995

DNN 3

Training

0.019

0.051

5.86

0.997

Test

0.020

0.051

5.93

0.997

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