Fig. 6

Residual plots of predicted versus experimental QL values for CNN, MLP, and RBFN models in training and testing phases. Residuals of the MLP are narrowly distributed around zero, indicating minimal bias, while CNN shows moderate scatter and RBFN exhibits the widest error spread.