In this section, we present results demonstrating the ability of the CNN model to accurately predict cation diffusivity values. The performance of the CNN model is compared with other deep learning models based on physics-inspired approaches. The accuracy of a model is reported using the mean squared error (MSE) and mean absolute percentage error (MAPE) which are defined as: