Research Article
Short-Term Wind Speed Forecasting Study and Its Application Using a Hybrid Model Optimized by Cuckoo Search
Table 3
Optimized results of PSVR in three cases.
| Site | Month | Forecasted results | | PSVR | GA-PSVR | PSO-PSVR | CS-PSVR |
| Jiling Shoal | January | MAE | 0.6551 | 0.6716 | 0.6504 | 0.6597 | MSE | 0.9613 | 0.9578 | 0.9618 | 0.9597 | MAPE (%) | 12.88 | 14.79 | 13.23 | 13.21 | SMPAE (%) | 12.15 | 12.49 | 12.16 | 12.18 | April | MAE | 0.4947 | 0.4963 | 0.4961 | 0.4967 | MSE | 0.6705 | 0.6740 | 0.6742 | 0.6737 | MAPE (%) | 7.79 | 7.85 | 7.86 | 7.84 | SMPAE (%) | 7.96 | 8.02 | 8.03 | 8.02 | July | MAE | 0.7653 | 0.7648 | 0.7653 | 0.7619 | MSE | 1.1431 | 1.1432 | 1.1424 | 1.1430 | MAPE (%) | 11.58 | 11.58 | 11.57 | 11.53 | SMPAE (%) | 11.86 | 11.86 | 11.85 | 11.82 | October | MAE | 0.5128 | 0.5095 | 0.5104 | 0.5062 | MSE | 0.6811 | 0.6791 | 0.6806 | 0.6743 | MAPE (%) | 10.16 | 10.12 | 10.15 | 10.06 | SMPAE (%) | 9.97 | 9.94 | 9.99 | 9.86 |
| Qingtu Lake | January | MAE | 0.6271 | 0.6271 | 0.6315 | 0.6259 | MSE | 0.8969 | 0.8962 | 0.9013 | 0.8967 | MAPE (%) | 15.68 | 15.68 | 15.79 | 15.67 | SMPAE (%) | 14.64 | 14.64 | 14.76 | 14.59 | April | MAE | 0.7455 | 0.7544 | 0.7410 | 0.7447 | MSE | 1.0827 | 1.0893 | 1.0717 | 1.0812 | MAPE (%) | 20.16 | 20.18 | 20.11 | 20.14 | SMPAE (%) | 19.11 | 19.39 | 18.82 | 19.06 | July | MAE | 0.7418 | 0.7431 | 0.7467 | 0.7392 | MSE | 1.1144 | 1.1266 | 1.1291 | 1.1004 | MAPE (%) | 17.60 | 17.72 | 17.93 | 17.50 | SMPAE (%) | 15.69 | 15.71 | 15.84 | 15.70 | October | MAE | 0.5336 | 0.5344 | 0.5299 | 0.5295 | MSE | 0.7436 | 0.7425 | 0.7379 | 0.7360 | MAPE (%) | 12.02 | 12.07 | 11.99 | 11.93 | SMPAE (%) | 11.47 | 11.49 | 11.43 | 11.39 |
| NSW | January | MAE | 1.3921 | 1.4439 | 1.4459 | 1.3001 | MSE | 2.0616 | 2.0178 | 1.9080 | 1.8034 | MAPE (%) | 5.63 | 6.05 | 6.04 | 5.34 | SMPAE (%) | 5.71 | 6.09 | 6.06 | 5.38 |
| | Total | | 7 | 2 | 6 | 21 |
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