H210-04
Coastal Probabilistic Flood Hazard Assessment Due to Coincident Occurrence of Tropical Cyclone-Induced Surge and Precipitation
Abstract:
Coastal areas are exposed to simultaneous occurrence of different flooding mechanisms as a result of tropical cyclone (TC) events. In this study, changes in river discharge due to simultaneous occurrences of TC-induced precipitation and surge is analyzed in a coastal area located along the North Atlantic. A Bayesian motivated approach is used to analyze the compound effects of surge and precipitation.
While previous studies have employed copulas and other strategies to estimate joint distributions of parameters associated with compound flooding, they require specific statistical assumptions (e.g., choice of distributions and copulas) and are often limited by the length of observational records. Application of a Bayesian probabilistic approach is an alternate strategy to assess impacts from combinations of flood mechanisms. Bayesian-motivated approaches allow to include physical process through use of expert knowledge and information from numerical and other models. However, these approaches increase the computational demand.
This study explores the potential benefits and challenges in applying Bayesian-motivated approaches to estimate TC-induced compound flooding. It further identifies potential opportunities to reduce computational costs through application of surrogate modeling strategies.