The integration of the PAML approach employing a fixed number of DEM steps within our innovative hybrid DL-DEM framework significantly enhances predictive accuracy compared to a purely DL-based approach. By incorporating DEM between DL predictions, we leverage fundamental physical principles governing particle interactions, allowing our model to better capture the intricacies of complex systems like granular displacement during the drying process.