Exact(1)
Among the MLP-based models, the LSTAR-LST-GARCH-MLP model has the highest forecast accuracy (RMSE = 0.00000134).
Similar(59)
While CSEP tests can determine which models have the highest forecasting accuracy, the availability of multiple models presents the possibility to design mixtures of different models that potentially could be more informative than any of the individual forecast models taken alone.
FNN and RBF network were trained with particle swarm optimization (PSO) for higher forecast accuracy.
As a result, high forecast accuracy is required for multiple time horizons that are associated with regulation, dispatching, scheduling and unit commitment of power grid.
Compared with GA and PCA, MGA improves the quality and efficiency of feature selection, with less selected features to get higher forecast accuracy.
According to the simulation example of measured data in an office building, it is proved that the proposed prediction method with high forecast accuracy can select similar days with a high degree of similarity under non-catastrophic weather conditions, and offer promise for wider engineering application.
Also, the larger the management portfolio the lower the costs of balancing energy will be, because larger portfolios are associated with higher forecast accuracy [6].
The testing results demonstrate that the SVM-KNN method provide a higher forecasting accuracy in contrast to the SVM.
Our findings reveal that the hybrid optimization strategy proposed here may be used as a promising alternative forecasting tool for higher forecasting accuracy and better generalization ability.
This approach combines the advantages of the square root loss function and nonconvex penalty to obtain an interpretable model with high forecasting accuracy.
The high forecasting accuracy seems to be preserved with increasing forecasting horizon.
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