Fig. 8

Error metrics (RMSE, MAE, MSE, and MAPE) for CNN, MLP, and RBFN models in both training and testing datasets. The MLP consistently records the lowest error values, CNN maintains intermediate performance, and RBFN produces the largest errors, confirming weaker predictive reliability.