Fig. 3: Effect of temperature and solar radiation on grid demand. Scatter plots show SHAP values and actual values for each variable.
From: Unveiling and estimating behind-the-meter rooftop solar self-consumption using explainable AI
x axis: value of each variable. y axis: SHAP value of each variable (baseline y = 0 is the mean predicted value; positive indicates higher grid demand, negative indicates lower grid demand). a, b SHAP values including interaction effects; c, d individual SHAP values (no interaction). a, c x axis: temperature; y axis: SHAP or SHAP interaction value of temperature. b, d x axis: radiation; y axis: SHAP or SHAP interaction value of radiation. c color: radiation; d color: temperature.
