Sediment transport in sewers has been extensively studied the past. This paper aims to propose a new method for predicting self-cleansing velocity required avoid permanent deposition of material sewer pipes. The Random Forest (RF) based model was implemented using experimental data collected from literature. accuracy developed evaluated and compared with ten promising literature models multiple...