Fig. 6: SHAP-based interpretability results for water detection and flow regime classification.

a SHAP summary plot for water presence. b SHAP summary plot for stratified smooth flow. c SHAP summary plot for stratified wavy flow. d SHAP summary plot for plug flow. e SHAP summary plot for dispersed bubble flow.