This infographic is adapted from Energies 2024, 17(17), 4518; https://doi.org/10.3390/en17174518
This study predicts household energy self-sufficiency using LightGBM, SHAP, and heatmaps, identifying key factors like housing type, appliances, and energy bills. The model achieved an F1 score of 0.90.