Research Article

Short-Time Wind Speed Forecast Using Artificial Learning-Based Algorithms

Table 6

Optimized internal parameters for the forecasting methods.

MethodSets of parameters

LSTM5 min: 17 hidden neurons
30 min: 20 hidden neurons
1 hour: 8 hidden neurons

CNN5 min: 15 hidden neurons
30 min: 5 hidden neurons
1 hour: 15 hidden neurons

ConvLSTM5 min: 15 hidden neurons
30 min: 8 hidden neurons
1 hour: 20 hidden neurons

ANN5 min: 15 hidden neurons
30 min: 15 hidden neurons
1 hour: 20 hidden neurons

SVR5 min: C = 7, ε = 0.1, γ = 0.2.
30 min: C = 1, ε = 0.25, γ = 0.15.
1 hour: C = 1, ε = 0.1, γ = 0.05.