SOLUTIONS
Solutions
Across planning, design and operation, we quantitatively assess the disaster-resilience of green infrastructure.
Urban Thermal Diagnosis (CFD · GNN)
OpenFOAM micro-meteorology and GATv2 surrogate models evaluate UTCI, PET and SVF — and derive optimal street-tree and green-roof layouts.
Stormwater Risk Analysis (SWMM · Neural ODE)
EPA-SWMM coupled with Green-Ampt + Neural ODE to capture continuous soil-moisture dynamics, overcoming the limitations of static AMC.
Spatial Optimization of Green Infrastructure
XGBoost surrogate (R²=0.79) + NSGA-II multi-objective optimization produce cost-effective Pareto fronts for permeable pavement and LID.
Advisory · Policy Reports · Education
Technical advisory, policy reports, and training programs for public, private, and rural-sector practitioners.
Street-Tree Safety · Fatigue Diagnosis
Cumulative fatigue life of street trees under wind loading and decay progression, assessed by ABAQUS dynamic FE and Monte Carlo with species- and regional thresholds.
Rural Climate-Crisis AI · IoT Response
LSTM-based 6-hour rainfall–runoff forecasting for farm catchments, LID verification, and IoT/Kakao-talk alerts — protecting irrigation infrastructure and farmland against flooding.