[HTML][HTML] Machine learning-based assessment of storm surge in the New York metropolitan area

M Ayyad, MR Hajj, R Marsooli - Scientific Reports, 2022 - nature.com
Storm surge generated from low-probability high-consequence tropical cyclones is a major
flood hazard to the New York metropolitan area and its assessment requires a large number …

Using neural networks to predict hurricane storm surge and to assess the sensitivity of surge to storm characteristics

JW Lockwood, N Lin, M Oppenheimer… - Journal of Geophysical …, 2022 - Wiley Online Library
Hurricane storm surge represents a significant threat to coastal communities around the
world. Here, we use artificial neural network (ANN) models to predict storm surge levels …

Artificial intelligence for hurricane storm surge hazard assessment

M Ayyad, MR Hajj, R Marsooli - Ocean Engineering, 2022 - Elsevier
Risk-informed coastal management requires assessment of extreme flood hazards from a
large number of storm scenarios. To account for impact of climate change based on potential …

[HTML][HTML] Ensemble forecast for storm tide and resurgence from Tropical Cyclone Isaias

M Ayyad, PM Orton, H El Safty, Z Chen… - Weather and Climate …, 2022 - Elsevier
Ensemble-based probabilistic forecasting of storm surge is increasingly being used to
provide metrics for emergency management decisions such as the near-worst case …

Global sensitivity and uncertainty analysis of a coastal morphodynamic model using Polynomial Chaos Expansions

M Jamous, R Marsooli, M Ayyad - Environmental Modelling & Software, 2023 - Elsevier
Predicting coastal erosion requires an accurate morphodynamic model. XBeach has been
widely adopted to simulate storm-induced coastal erosion. Because of the large number of …

[HTML][HTML] Efficient probabilistic prediction and uncertainty quantification of tropical cyclone–driven storm tides and inundation

WJ Pringle, Z Burnett, K Sargsyan… - … Intelligence for the …, 2023 - journals.ametsoc.org
This study proposes and assesses a methodology to obtain high-quality probabilistic
predictions and uncertainty information of near-landfall tropical cyclone–driven (TC-driven) …

Exploring the sensitivity of probabilistic surge estimates to forecast errors

WH Jung, AP Kyprioti, E Adeli, AA Taflanidis - Natural Hazards, 2023 - Springer
Statistical predictions of storm surge are critical for guiding evacuation and emergency
response/preparedness decisions during landfalling storms. The probabilistic characteristics …

Variability in surge levels in communities adjacent to the Houston Ship Channel industrial Corridor to changes in Hurricane characteristics

S Han, JM Kaihatu - Coastal Engineering Journal, 2024 - Taylor & Francis
The sensitivity of hurricane-driven storm surge in the Houston Ship Channel Industrial
Corridor to variations in storm characteristics is studied. Hurricane surge from Hurricane Ike …