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Table 6 Training time (s) of CNN and S-CNN ( \(\alpha\) = 0.57) in all scenarios

From: Time-series analysis with smoothed Convolutional Neural Network

Number of Hidden Layers

Scenario 1

Scenario 2

CNN

S-CNN

CNN

S-CNN

3

1401

1221

1901

1671

4

1451

1391

2021

1722

7

1551

1421

2121

1941

11

1650

1470

2380

2120

18

1810

1711

2630

2420

29

2120

1950

2840

2631

47

2601

2451

3241

2941

76

3521

3410

3641

3351

Average

2013

1878

2597

2350