A fast and robust simulation-optimization methodology for stormwater quality management

•A new framework was proposed for the simulation and optimization of urban LIDs practices.•The MOSFLA-based method showed advantages in robustness and provides more cost-effective LIDs.•Markov-based routing within a pipe network is more efficient with good performance.