Table 5 Irradiance evaluation parameters of models.

From: Modeling freshwater yield: deep learning applications in seawater greenhouses in Iran

Model

MAE

\(\:{\mathbf{R}}^{2}\)

RMSE

MSE

NRMSE

Train

Test

Train

Test

Train

Test

Train

Test

Train

Test

BiGRU

0.0372

0.0381

96.97

96.82

0.0024

0.0025

0.0024

0.0025

0.0024

0.0025

BiLSTM

0.0406

0.0422

96.62

96.32

0.0026

0.0029

0.0026

0.0029

0.0026

0.0029

CNN-GRU

0.0434

0.0465

96.18

95.60

0.0030

0.0034

0.0030

0.0034

0.0030

0.0034

CNN-LSTM

0.0363

0.0381

97.27

96.97

0.0021

0.0023

0.0022

0.0023

0.0020

0.0028

MLP

0.0376

0.0396

97.07

96.78

0.0023

0.0025

0.0031

0.0025

0.0023

0.0025