[HTML][HTML] A novel hybrid machine learning model for rapid assessment of wave and storm surge responses over an extended coastal region
Storm surge and waves are responsible for a substantial portion of tropical and extratropical
cyclones-related damages. While high-fidelity numerical models have significantly …
cyclones-related damages. While high-fidelity numerical models have significantly …
Spatio-temporal storm surge emulation using Gaussian Process techniques
AP Kyprioti, C Irwin, AA Taflanidis… - Coastal …, 2023 - Elsevier
Surrogate models (also referenced as metamodels) are recognized as powerful, data-
driven, predictive tools for the approximation (emulation) of storm surge. For this application …
driven, predictive tools for the approximation (emulation) of storm surge. For this application …
Using surrogate modeling to predict storm surge on evolving landscapes under climate change
MA Gharehtoragh, DR Johnson - npj Natural Hazards, 2024 - nature.com
Planners managing coastal flood risk under a constrained computational budget face a
tradeoff. Simulating many time periods or scenarios limits how many storm simulations can …
tradeoff. Simulating many time periods or scenarios limits how many storm simulations can …
Regional storm surge hazard quantification using Gaussian process metamodeling techniques
The recent, very active hurricane seasons, as well as emerging concerns related to the
future effects of sea-level rise, hurricane intensification, and increased storm recurrence …
future effects of sea-level rise, hurricane intensification, and increased storm recurrence …
Improved metamodels for predicting high-dimensional outputs by accounting for the dependence structure of the latent variables: application to marine flooding
Metamodelling techniques (also referred to as surrogate modelling) have shown high
performance to overcome the computational burden of numerical hydrodynamic models for …
performance to overcome the computational burden of numerical hydrodynamic models for …
Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline Adaptations
A Karapetyan, ACH Chow, S Madanat - arXiv preprint arXiv:2406.15451, 2024 - arxiv.org
In light of growing threats posed by climate change in general and sea level rise (SLR) in
particular, the necessity for computationally efficient means to estimate and analyze …
particular, the necessity for computationally efficient means to estimate and analyze …
Prediction of storm surge on evolving landscapes under climate change
DR Johnson, MA Gharehtoragh - arXiv preprint arXiv:2401.00862, 2023 - arxiv.org
Planners who wish to manage coastal flood risk with long-lived infrastructure (eg, levees,
floodwalls) under a constrained computational budget face a tradeoff. Simulating a large …
floodwalls) under a constrained computational budget face a tradeoff. Simulating a large …