Research Article

Application of Deep Learning to the Prediction of Solar Irradiance through Missing Data

Table 3

The results of AIGRU, IGRU, and GRU.

Evaluation techniqueMean absolute errorMasked root mean squared errorRegressionRoot mean square error
GRUIGRUAIGRUGRUIGRUAIGRUGRUIGRUAIGRUGRUIGRUAIGRU

0.30158.60132.15125.72257.24220.53209.970.250.450.49254.97223.91227.63
0.50139.88132.28138.81230.31220.63231.030.400.440.39235.32228.38236.40
0.70128.22117.81124.70211.09199.74208.020.490.540.51212.40201.58228.89
0.90140.45121.46126.27234.33200.13213.660.370.540.48241.16208.15231.03