Research Article
Deep Learning Enhanced Solar Energy Forecasting with AI-Driven IoT
Table 4
Predicting MAE results for one year of data.
| | | 2017.10 | 2017.11 | 2017.12 | 2018.1 | 2018.2 | 2018.3 | 2018.4 | 2018.5 | 2018.6 | 2018.7 | 2018.8 | 2018.9 | Overall |
| 7.5 min | MLP | 0.829 | 0.88 | 1.15 | 1.36 | 0.70 | 0.61 | 0.39 | 0.42 | 0.39 | 0.72 | 0.67 | 0.83 | 0.72 | LSTM | 0.89 | 0.95 | 1.21 | 1.47 | 0.74 | 0.67 | 0.35 | 0.52 | 0.53 | 0.74 | 0.69 | 0.91 | 0.78 | ALSTM | 1.049 | 1.12 | 1.22 | 1.56 | 0.84 | 0.62 | 0.39 | 0.45 | 0.44 | 0.83 | 0.77 | 1.05 | 0.83 | Prop. | 0.85 | 0.84 | 1.25 | 1.55 | 0.78 | 0.57 | 0.32 | 0.40 | 0.33 | 0.81 | 0.80 | 0.88 | 0.70 |
| 15 min | MLP | 0.91 | 0.92 | 1.17 | 1.38 | 0.69 | 0.73 | 0.58 | 0.58 | 0.61 | 0.84 | 0.75 | 0.91 | 0.82 | LSTM | 1.05 | 1.25 | 1.61 | 1.61 | 0.97 | 0.67 | 0.41 | 0.49 | 0.42 | 0.97 | 0.70 | 1.02 | 0.90 | ALSTM | 0.95 | 1.24 | 1.42 | 1.65 | 1.25 | 0.76 | 0.47 | 0.44 | 0.78 | 1.16 | 0.82 | 1.12 | 0.95 | Prop. | 1.022 | 1.20 | 1.53 | 1.55 | 1.16 | 0.74 | 0.49 | 0.54 | 0.42 | 0.81 | 0.83 | 0.91 | 0.85 |
| 30 min | MLP | 1.58 | 2.02 | 2.09 | 2.29 | 1.35 | 1.03 | 0.55 | 0.73 | 0.57 | 1.26 | 1.30 | 1.47 | 1.32 | LSTM | 2.18 | 2.98 | 3.00 | 2.73 | 2.78 | 1.27 | 0.86 | 0.97 | 0.67 | 1.51 | 1.73 | 2.60 | 1.90 | ALSTM | 1.19 | 2.24 | 2.99 | 3.16 | 2.23 | 0.76 | 0.77 | 0.66 | 0.46 | 1.39 | 1.12 | 2.43 | 1.47 | Prop. | 1.64 | 1.66 | 2.07 | 2.29 | 1.30 | 1.39 | 0.67 | 0.64 | 0.68 | 1.10 | 1.23 | 2.13 | 1.38 |
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