Shu-Ming Liu

Towards autonomous urban drainage modelling: evaluating AI agent architectures for automated SWMM calibration

Urban drainage model calibration requires coordinating data preparation, parameter screening, simulation, validation and interpretation, and remains slow and expertise-intensive. AI agents, which use large language models to plan and execute multi-step tasks, could automate it, yet how an agent should be organised is...