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Open access Sep 2026

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...

Jian Wang, Shu-Ming Liu, Guang-Tao Fu et al. · 0 citations
Open access Aug 2026

Automating SWMM-based stormwater modelling and analysis through a tool-augmented single-agent system.

Urban stormwater modelling plays a critical role in assessing interventions for flood risk and water quality management in response to ageing infrastructure and future uncertainties. However, modelling workflows in practice remain highly manual, and key steps in model configuration, execution, and interpretation often...

Jian Wang, Chenyue Sun, Dragan A. Savić et al. · 0 citations

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