Machine learning in coastal bridge hydrodynamics: a state-of-the-art review
Coastal bridges are vulnerable to complicated hydrodynamics induced by hostile natural
hazards, relevant research is thus required to ensure the safe operation of these critical …
hazards, relevant research is thus required to ensure the safe operation of these critical …
A review of application of machine learning in storm surge problems
Y Qin, C Su, D Chu, J Zhang, J Song - Journal of Marine Science and …, 2023 - mdpi.com
The rise of machine learning (ML) has significantly advanced the field of coastal
oceanography. This review aims to examine the existing deficiencies in numerical …
oceanography. This review aims to examine the existing deficiencies in numerical …
Spatiotemporal-aware machine learning approaches for dissolved oxygen prediction in coastal waters
Coastal waters face increasing threats from hypoxia, which can have severe consequences
for marine life and fisheries. This study aims to develop a machine learning approach for …
for marine life and fisheries. This study aims to develop a machine learning approach for …
Climate change impact on hurricane storm surge hazards in New York/New Jersey Coastlines using machine-learning
M Ayyad, MR Hajj, R Marsooli - npj Climate and Atmospheric Science, 2023 - nature.com
Recent hurricane losses in the New York Metropolitan area demonstrate its vulnerability to
flood hazards. Long-term development and planning require predictions of low-probability …
flood hazards. Long-term development and planning require predictions of low-probability …
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 …
flood hazard to the New York metropolitan area and its assessment requires a large number …
Developing a deep learning-based storm surge forecasting model
W Xie, G Xu, H Zhang, C Dong - Ocean Modelling, 2023 - Elsevier
Storm surge is the anomalous rising of the sea surface induced by intense atmospheric
disturbances. The storm surge caused by tropical cyclones often causes great socio …
disturbances. The storm surge caused by tropical cyclones often causes great socio …
Mapping Compound Flooding Risks for Urban Resilience in Coastal Zones: A Comprehensive Methodological Review
H Sun, X Zhang, X Ruan, H Jiang, W Shou - Remote Sensing, 2024 - mdpi.com
Coastal regions, increasingly threatened by floods due to climate-change-driven extreme
weather, lack a comprehensive study that integrates coastal and riverine flood dynamics. In …
weather, lack a comprehensive study that integrates coastal and riverine flood dynamics. In …
A local weighted linear regression (LWLR) ensemble of surrogate models based on stacking strategy: application to hydrodynamic response prediction for submerged …
Ensemble of metamodels/surrogate models (EM), built based on individual ones, is favoured
as an approximation for expensive physical and high-fidelity numerical experiments where …
as an approximation for expensive physical and high-fidelity numerical experiments where …
Storm surge forecast using an encoder–decoder recurrent neural network model
Z Wei, HC Nguyen - Journal of Marine Science and Engineering, 2022 - mdpi.com
This study presents an encoder–decoder neural network model to forecast storm surges on
the US North Atlantic Coast. The proposed multivariate time-series forecast model consists …
the US North Atlantic Coast. The proposed multivariate time-series forecast model consists …
Model of storm surge maximum water level increase in a coastal area using ensemble machine learning and explicable algorithm
K Sun, J Pan - Earth and Space Science, 2023 - Wiley Online Library
This study proposes a novel, new ensemble model (NEM) designed to simulate the
maximum water level increases caused by storm surges in a frequently cyclone‐affected …
maximum water level increases caused by storm surges in a frequently cyclone‐affected …