Research Article
The Combination Forecasting of Electricity Price Based on Price Spikes Processing: A Case Study in South Australia
Table 2
The forecasting results of three individual models.
| Time |
Actual price value ($/MWh) | ARIMA | BP | Kalman | Forecasting value ($/MWh) | MAPE (%) | Forecasting value ($/MWh) | MAPE (%) | Forecasting value ($/MWh) | MAPE (%) |
| 00:30 | 41.91 | 22.04 | 47.41 | 17.77 | 57.61 | 24.58 | 41.34 | 01:00 | 37.92 | 19.25 | 49.24 | 18.43 | 51.40 | 20.04 | 47.15 | 01:30 | 34.93 | 20.99 | 39.90 | 20.61 | 40.99 | 23.86 | 31.70 | 02:00 | 24.75 | 18.54 | 25.07 | 18.45 | 25.45 | 21.34 | 13.79 | 02:30 | 22.86 | 15.42 | 32.53 | 10.50 | 54.07 | 16.54 | 27.66 | 03:00 | 20.49 | 15.33 | 25.17 | 17.59 | 14.16 | 17.24 | 15.87 | 03:30 | 18.55 | 15.33 | 17.35 | 17.59 | 5.18 | 17.24 | 7.07 | 04:00 | 18.82 | 15.82 | 15.92 | 17.82 | 5.31 | 16.95 | 9.92 | 04:30 | 19.59 | 18.44 | 5.86 | 18.32 | 6.46 | 19.09 | 2.57 | 05:00 | 19.57 | 20.31 | 3.80 | 19.27 | 1.52 | 20.55 | 5.00 | 05:30 | 21.61 | 22.51 | 4.15 | 19.77 | 8.50 | 22.70 | 5.03 | 06:00 | 21.14 | 24.63 | 16.50 | 26.05 | 23.24 | 24.41 | 15.47 | 06:30 | 21.63 | 20.51 | 5.16 | 34.76 | 60.72 | 30.35 | 40.33 | 07:00 | 21.63 | 47.05 | 117.54 | 26.16 | 20.94 | 36.19 | 67.31 | 07:30 | 19.85 | 25.52 | 28.54 | 26.72 | 34.60 | 28.81 | 45.12 | 08:00 | 21.66 | 27.48 | 26.88 | 32.36 | 49.38 | 30.00 | 38.50 | 08:30 | 30.75 | 30.15 | 1.94 | 34.72 | 12.91 | 32.48 | 5.61 | 09:00 | 31.95 | 29.32 | 8.23 | 30.23 | 5.39 | 38.02 | 19.00 | 09:30 | 32.57 | 27.89 | 14.37 | 28.75 | 11.74 | 37.98 | 16.62 | 10:00 | 40.81 | 28.76 | 29.52 | 28.44 | 30.31 | 40.39 | 1.03 | 10:30 | 44.21 | 28.91 | 34.61 | 32.05 | 27.51 | 38.72 | 12.42 | 11:00 | 43.97 | 26.24 | 40.32 | 32.49 | 26.10 | 39.26 | 10.71 | 11:30 | 44.66 | 31.46 | 29.55 | 35.30 | 20.97 | 36.95 | 17.26 | 12:00 | 43.25 | 40.80 | 5.66 | 37.51 | 13.27 | 38.74 | 10.42 |
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