A new index called MCVI measures maritime connectivity vulnerability and is shown to predict trade losses during supply shocks like COVID-19.
Port vulnerability assessment from a supply chain perspective.Ocean & Coastal Management, 213:105851
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A spatio-temporal GNN model reduces storm surge water-level forecast RMSE by more than 70% for 48-hour horizons and over 50% for 72-hour horizons on U.S. Gulf Coast hurricane data.
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Maritime Connectivity Vulnerability Index: Construction, Patterns, and Validation Across 185 Economies, 2006-2025
A new index called MCVI measures maritime connectivity vulnerability and is shown to predict trade losses during supply shocks like COVID-19.
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StormNet: Improving storm surge predictions with a GNN-based spatio-temporal offset forecasting model
A spatio-temporal GNN model reduces storm surge water-level forecast RMSE by more than 70% for 48-hour horizons and over 50% for 72-hour horizons on U.S. Gulf Coast hurricane data.