Research Article
A Novel Ensemble Wind Speed Forecasting Model in the Longdong Area of Loess Plateau in China
Table 7
The MSE, MAE, and MAPE of experiment III for wind turbine I, wind turbine II, and wind turbine III in year 2015.
| Model | Wind turbine I | Wind turbine II | Wind turbine III | MSE(m/s) | MAE(m/s) | MAPE(%) | MSE(m/s) | MAE(m/s) | MAPE(%) | MSE(m/s) | MAE(m/s) | MAPE(%) |
| BPNN | 0.5037 | 0.5369 | 27.39% | 0.3574 | 0.4676 | 31.10% | 0.3597 | 0.4726 | 24.99% | SVM | 0.5174 | 0.5301 | 25.84% | 0.3459 | 0.4557 | 29.77% | 0.3606 | 0.4698 | 23.99% | ELM | 0.5026 | 0.5370 | 27.46% | 0.3599 | 0.4654 | 30.98% | 0.3632 | 0.4781 | 25.35% | EEMD-BPNN | 0.2870 | 0.4172 | 21.25% | 0.1990 | 0.3575 | 21.55% | 0.3406 | 0.4519 | 22.93% | EEMD-SVM | 0.2920 | 0.4248 | 21.58% | 0.1920 | 0.3547 | 21.53% | 0.3509 | 0.4566 | 22.54% | EEMD-ELM | 0.2867 | 0.4142 | 21.24% | 0.1942 | 0.3551 | 21.55% | 0.3456 | 0.4554 | 23.03% | TCM | 0.2875 | 0.4194 | 21.68% | 0.1941 | 0.3564 | 21.60% | 0.3272 | 0.4534 | 23.70% | GA-NNCT | 0.2846 | 0.4083 | 20.56% | 0.1788 | 0.3211 | 19.94% | 0.3266 | 0.4521 | 21.98% |
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