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.

SiteMonthForecasted results
PSVRGA-PSVRPSO-PSVRCS-PSVR

Jiling ShoalJanuaryMAE0.6551 0.6716 0.6504 0.6597
MSE0.9613 0.9578 0.9618 0.9597
MAPE (%)12.88 14.79 13.23 13.21
SMPAE (%)12.15 12.49 12.16 12.18
AprilMAE0.4947 0.4963 0.4961 0.4967
MSE0.6705 0.6740 0.6742 0.6737
MAPE (%)7.79 7.85 7.86 7.84
SMPAE (%)7.96 8.02 8.03 8.02
JulyMAE0.7653 0.7648 0.7653 0.7619
MSE1.1431 1.1432 1.1424 1.1430
MAPE (%)11.58 11.58 11.57 11.53
SMPAE (%)11.86 11.86 11.85 11.82
OctoberMAE0.5128 0.5095 0.5104 0.5062
MSE0.6811 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 LakeJanuaryMAE0.6271 0.6271 0.6315 0.6259
MSE0.8969 0.8962 0.9013 0.8967
MAPE (%)15.68 15.68 15.79 15.67
SMPAE (%)14.64 14.64 14.76 14.59
AprilMAE0.7455 0.7544 0.7410 0.7447
MSE1.0827 1.0893 1.0717 1.0812
MAPE (%)20.16 20.18 20.11 20.14
SMPAE (%)19.11 19.39 18.82 19.06
JulyMAE0.7418 0.7431 0.7467 0.7392
MSE1.1144 1.1266 1.1291 1.1004
MAPE (%)17.60 17.72 17.93 17.50
SMPAE (%)15.69 15.71 15.84 15.70
OctoberMAE0.5336 0.5344 0.5299 0.5295
MSE0.7436 0.7425 0.7379 0.7360
MAPE (%)12.02 12.07 11.99 11.93
SMPAE (%)11.47 11.49 11.43 11.39

NSWJanuaryMAE1.3921 1.4439 1.4459 1.3001
MSE2.0616 2.0178 1.9080 1.8034
MAPE (%)5.63 6.05 6.04 5.34
SMPAE (%)5.71 6.09 6.06 5.38

Total7 2 6 21