Correcting physics-based global tide and storm water level forecasts with the temporal fusion transformer

Cerrone, A. R.; Westerink, L. G.; Ling, G.; Blakely, C. P.; Wirasaet, D.; Dawson, C.; Westerink, J. J.

doi:10.1016/j.ocemod.2025.102509

Title: Correcting physics-based global tide and storm water level forecasts with the temporal fusion transformer

Journal Article · 31 May 2025 · Ocean Modelling

DOI: https://doi.org/10.1016/j.ocemod.2025.102509 · OSTI ID:2519284

; Westerink, L. G.; Ling, G.; Blakely, C. P.; Wirasaet, D.; Dawson, C.; Westerink, J. J.

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Sponsoring Organization:: USDOE

OSTI ID:: 2519284

Journal Information:: Ocean Modelling, Journal Name: Ocean Modelling Journal Issue: C Vol. 195; ISSN 1463-5003

Publisher:: ElsevierCopyright Statement

Country of Publication:: United Kingdom

Language:: English

References (31)

Accuracy assessment of global barotropic ocean tide models Stammer, D.; Ray, R. D.; Andersen, O. B. Reviews of Geophysics, Vol. 52, Issue 3 https://doi.org/10.1002/2014RG000450	journal	August 2014
The scope of the Kalman filter for spatio‐temporal applications in environmental science Rougier, Jonathan; Brady, Aoibheann; Bamber, Jonathan Environmetrics, Vol. 34, Issue 1 https://doi.org/10.1002/env.2773	journal	November 2022
U.S. IOOS coastal and ocean modeling testbed: Evaluation of tide, wave, and hurricane surge response sensitivities to mesh resolution and friction in the Gulf of Mexico: IOOS TESTBED-RESOLUTION AND FRICTION Kerr, P. C.; Martyr, R. C.; Donahue, A. S. Journal of Geophysical Research: Oceans, Vol. 118, Issue 9 https://doi.org/10.1002/jgrc.20305	journal	September 2013
Hindcast and validation of Hurricane Ike (2008) waves, forerunner, and storm surge: HINDCAST AND VALIDATION OF HURRICANE IKE Hope, M. E.; Westerink, J. J.; Kennedy, A. B. Journal of Geophysical Research: Oceans, Vol. 118, Issue 9 https://doi.org/10.1002/jgrc.20314	journal	September 2013
U.S. IOOS coastal and ocean modeling testbed: Inter-model evaluation of tides, waves, and hurricane surge in the Gulf of Mexico: IOOS TESTBED: INTER-MODEL EVALUATION Kerr, P. C.; Donahue, A. S.; Westerink, J. J. Journal of Geophysical Research: Oceans, Vol. 118, Issue 10 https://doi.org/10.1002/jgrc.20376	journal	October 2013
Extratropical storm inundation testbed: Intermodel comparisons in Scituate, Massachusetts: EXTRATROPICAL STORM INUNDATION TESTBED Chen, Changsheng; Beardsley, Robert C.; Luettich, Richard A. Journal of Geophysical Research: Oceans, Vol. 118, Issue 10 https://doi.org/10.1002/jgrc.20397	journal	October 2013
Model evaluation experiments in the North Atlantic Basin: simulations in nonlinear terrain-following coordinates Haidvogel, Dale B.; Arango, Hernan G.; Hedstrom, Kate Dynamics of Atmospheres and Oceans, Vol. 32, Issue 3-4 https://doi.org/10.1016/S0377-0265(00)00049-X	journal	August 2000
Definition and solution of a stochastic inverse problem for the Manning’s n parameter field in hydrodynamic models Butler, T.; Graham, L.; Estep, D. Advances in Water Resources, Vol. 78 https://doi.org/10.1016/j.advwatres.2015.01.011	journal	April 2015
A framework for flexible peak storm surge prediction Pachev, Benjamin; Arora, Prateek; del-Castillo-Negrete, Carlos Coastal Engineering, Vol. 186 https://doi.org/10.1016/j.coastaleng.2023.104406	journal	December 2023
Correspondence between de Saint-Venant and Boussinesq. 1: Birth of the Shallow–Water Equations Hager, Willi H.; Castro-Orgaz, Oscar; Hutter, Kolumban Comptes Rendus. Mécanique, Vol. 347, Issue 9 https://doi.org/10.1016/j.crme.2019.08.004	journal	September 2019
Temporal Fusion Transformers for interpretable multi-horizon time series forecasting Lim, Bryan; Arık, Sercan Ö.; Loeff, Nicolas International Journal of Forecasting, Vol. 37, Issue 4 https://doi.org/10.1016/j.ijforecast.2021.03.012	journal	October 2021
Finite-Element barotropic model for the Indian and Western Pacific Oceans: Tidal model-data comparisons and sensitivities Pringle, William J.; Wirasaet, Damrongsak; Suhardjo, Andika Ocean Modelling, Vol. 129 https://doi.org/10.1016/j.ocemod.2018.07.003	journal	September 2018
High resolution modeling of western Alaskan tides and storm surge under varying sea ice conditions Joyce, Brian R.; Pringle, William J.; Wirasaet, Damrongsak Ocean Modelling, Vol. 141 https://doi.org/10.1016/j.ocemod.2019.101421	journal	September 2019
Evaluation of a global total water level model in the presence of radiational S2 tide Wang, Pengcheng; Bernier, Natacha B.; Thompson, Keith R. Ocean Modelling, Vol. 168 https://doi.org/10.1016/j.ocemod.2021.101893	journal	December 2021
Developing a deep learning-based storm surge forecasting model Xie, Wenhong; Xu, Guangjun; Zhang, Hongchun Ocean Modelling, Vol. 182 https://doi.org/10.1016/j.ocemod.2023.102179	journal	April 2023
U.S. IOOS Coastal and Ocean Modeling Testbed: Hurricane‐Induced Winds, Waves, and Surge for Deep Ocean, Reef‐Fringed Islands in the Caribbean Joyce, B. R.; Gonzalez‐Lopez, J.; Van der Westhuysen, A. J. Journal of Geophysical Research: Oceans, Vol. 124, Issue 4 https://doi.org/10.1029/2018JC014687	journal	April 2019
Applications of Deep Learning to Ocean Data Inference and Subgrid Parameterization Bolton, Thomas; Zanna, Laure Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 1 https://doi.org/10.1029/2018MS001472	journal	January 2019
Machine Learning for Model Error Inference and Correction Bonavita, Massimo; Laloyaux, Patrick Journal of Advances in Modeling Earth Systems, Vol. 12, Issue 12 https://doi.org/10.1029/2020MS002232	journal	November 2020
Exploring deep learning capabilities for surge predictions in coastal areas Tiggeloven, Timothy; Couasnon, Anaïs; van Straaten, Chiem Scientific Reports, Vol. 11, Issue 1 https://doi.org/10.1038/s41598-021-96674-0	journal	August 2021
Machine learning-based assessment of storm surge in the New York metropolitan area Ayyad, Mahmoud; Hajj, Muhammad R.; Marsooli, Reza Scientific Reports, Vol. 12, Issue 1 https://doi.org/10.1038/s41598-022-23627-6	journal	November 2022
On the Validation of Models Willmott, Cort J. Physical Geography, Vol. 2, Issue 2 https://doi.org/10.1080/02723646.1981.10642213	journal	July 1981
A Basin- to Channel-Scale Unstructured Grid Hurricane Storm Surge Model Applied to Southern Louisiana Westerink, Joannes J.; Luettich, Richard A.; Feyen, Jesse C. Monthly Weather Review, Vol. 136, Issue 3 https://doi.org/10.1175/2007MWR1946.1	journal	March 2008
Neural Network Model to Predict a Storm Surge de Oliveira, Marilia M. F.; Ebecken, Nelson Francisco F.; de Oliveira, Jorge Luiz Fernandes Journal of Applied Meteorology and Climatology, Vol. 48, Issue 1 https://doi.org/10.1175/2008JAMC1907.1	journal	January 2009
A High-Resolution Coupled Riverine Flow, Tide, Wind, Wind Wave, and Storm Surge Model for Southern Louisiana and Mississippi. Part I: Model Development and Validation Bunya, S.; Dietrich, J. C.; Westerink, J. J. Monthly Weather Review, Vol. 138, Issue 2 https://doi.org/10.1175/2009MWR2906.1	journal	February 2010
Hurricane Gustav (2008) Waves and Storm Surge: Hindcast, Synoptic Analysis, and Validation in Southern Louisiana Dietrich, J. C.; Westerink, J. J.; Kennedy, A. B. Monthly Weather Review, Vol. 139, Issue 8 https://doi.org/10.1175/2011MWR3611.1	journal	August 2011
Data Assimilation within the Advanced Circulation (ADCIRC) Modeling Framework for Hurricane Storm Surge Forecasting Butler, T.; Altaf, M. U.; Dawson, C. Monthly Weather Review, Vol. 140, Issue 7 https://doi.org/10.1175/MWR-D-11-00118.1	journal	July 2012
A Machine Learning Correction Model of the Winter Clear-Sky Temperature Bias over the Arctic Sea Ice in Atmospheric Reanalyses Zampieri, Lorenzo; Arduini, Gabriele; Holland, Marika Monthly Weather Review, Vol. 151, Issue 6 https://doi.org/10.1175/MWR-D-22-0130.1	journal	June 2023
Particle Filters: A Hands-On Tutorial Elfring, Jos; Torta, Elena; van de Molengraft, René Sensors, Vol. 21, Issue 2 https://doi.org/10.3390/s21020438	journal	January 2021
A global, high-resolution data set of ice sheet topography, cavity geometry, and ocean bathymetry Schaffer, Janin; Timmermann, Ralph; Arndt, Jan Erik Earth System Science Data, Vol. 8, Issue 2 https://doi.org/10.5194/essd-8-543-2016	journal	January 2016
Global storm tide modeling with ADCIRC v55: unstructured mesh design and performance Pringle, William J.; Wirasaet, Damrongsak; Roberts, Keith J. Geoscientific Model Development, Vol. 14, Issue 2 https://doi.org/10.5194/gmd-14-1125-2021	journal	January 2021
Adding sea ice effects to a global operational model (NEMO v3.6) for forecasting total water level: approach and impact Wang, Pengcheng; Bernier, Natacha B. Geoscientific Model Development, Vol. 16, Issue 11 https://doi.org/10.5194/gmd-16-3335-2023	journal	June 2023

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