Table 7 Comparative Performance Analysis of Proposed Wind Power Prediction Models Against Benchmark Results.

From: Integrating data-driven and physics-based approaches for robust wind power prediction: A comprehensive ML-PINN-Simulink framework

Dataset

Model

MAE

MSE

RMSE

R2

Testing

Testing

Testing

Testing

Kaggle dataset

Extra Tree (Abdelsattar, M., et al. (2025))48

-

-

0.1512

0.7231

ANN (Abdelsattar, M., et al. (2025))48

-

-

0.6551

0.7248

Stacking Ensemble (Proposed model)

0.0759

0.0112

0.1058

0.8643

PINN (Proposed model)

0.0872

0.0136

0.1165

0.8356

Real-Time MERRA-2 dataset

Stacking Ensemble (Proposed model)

0.026

0.013

0.11

0.998

PINN (Proposed model)

0.1629

0.0586

0.2420

0.989

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