Automated modelling of urban runoff based on domain knowledge and equation discovery

•A knowledge library for automated urban runoff modelling was developed.•Three alternative infiltration methods were encoded in the knowledge library.•Process Based Modelling Tool was used to find the optimal rainfall-runoff model.•Nine models were automatically generated with very good performance.•Models that used a combination of infiltration methods performed best.