“…Among other purposes, ANNs are used to model experimental data of atmospheric corrosion. To apply this methodology, some steps should be followed: preprocessing the original dataset; dividing the preprocessed dataset into training, validation, and test datasets, establishing, training and testing the architecture of the model, and implementation [ 79 , 80 ]. However, in corrosion field tests, the sample size is generally not big enough to guarantee a high prediction accuracy when an ANN model is used [ 42 ].…”