Mathematical Problems in Engineering

Research Article

Prediction of North Atlantic Oscillation Index Associated with the Sea Level Pressure Using DWT-LSTM and DWT-ConvLSTM Networks

Table 2

The structure (layer, shape, and parameter numbers) of the DWT-ConvLSTM.
LayerShapeNumber of parameters
ConvLSTM(None, none, 12, 26, 40)59200
BatchNormalization(None, none, 12, 26, 40)160
MaxPooling(None, none, 6, 13, 40)0
ConvLSTM(None, none, 6, 13, 40)115360
BatchNormalization(None, none, 6, 13, 40)160
Dropout(None, none, 6, 13, 40)0
ConvLSTM(None, none, 6, 13, 40)115360
BatchNormalization(None, none, 6, 13, 40)160
Dropout(None, none, 6, 13, 40)0
ConvLSTM(None, none, 6, 13, 40)115360
BatchNormalization(None, none, 6, 13, 40)160
Dropout(None, none, 6, 13, 40)0
UnSampling(None, none, 12, 26, 40)0
Conv3D(None, none, 12, 26, 1)1081