Research Article
Fuzzy-Swarm Intelligence-Based Short-Term Load Forecasting Model as a Solution to Power Quality Issues Existing in Microgrid System
Table 7
Performance evaluation of fuzzy-alone and Fuzzy-PSO load prediction model based on MAPE.
| No. | Event | Methods | Fuzzy | Fuzzy-PSO |
| 1 | Easter | 3.54 | 1.84 | 2 | Epiphany | 7.18 | 5.65 | 3 | Siqilet | 9.05 | 2.48 | 4 | Christmas | 11.59 | 3.05 | 5 | Meskel | 10.56 | 3.04 | 6 | Eidalfetir | 5.78 | 3.54 | 7 | Mewulid | 9.34 | 6.31 | 8 | Eidaldeha | 6.61 | 5.02 | 9 | New Year | 9.56 | 6.10 | 10 | Adwa victory | 11.09 | 3.55 | 11 | Patriots’ day | 9.34 | 3.22 | 12 | May_20 | 5.37 | 3.45 | 13 | Labor Day | 8.65 | 3.61 | 14 | Weekday | 13.89 | 4.17 | 15 | Weekend day | 13.9 | 3.31 | 16 | System load | 8.85 | 3.62 |
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