Articles | Volume 23, issue 9
https://doi.org/10.5194/nhess-23-3125-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/nhess-23-3125-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
27 Sep 2023
Research article |
| 27 Sep 2023
| 27 Sep 2023
Modelling extreme water levels using intertidal topography and bathymetry derived from multispectral satellite images
Wagner L. L. Costa
CORRESPONDING AUTHOR
School of Science, University of Waikato, Hamilton, Aotearoa / New Zealand
Karin R. Bryan
School of Science, University of Waikato, Hamilton, Aotearoa / New Zealand
Giovanni Coco
School of Environment, University of Auckland, Auckland, Aotearoa / New Zealand
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Antonis Chatzipavlis, Daniele Trogu, Andrea Ruju, Juan Montes, Antonio Usai, Marco Porta, Giovanni Coco, Sandro De Muro, and Paolo Ciavola
EGUsphere, https://doi.org/10.5194/egusphere-2025-2292, https://doi.org/10.5194/egusphere-2025-2292, 2025
This preprint is open for discussion and under review for Natural Hazards and Earth System Sciences (NHESS).
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This study evaluates the performance of an early warning system for coastal flooding operating at a beach scale. The system is found to effectively capture total water level exceedances based on predefined morphological thresholds and trigger timely warnings, particularly under energetic sea conditions. Its forecasts are found to align well with selected overwash/flood events of varying magnitude and duration, captured by an on-site coastal video monitoring station.
Eduardo Gomez-de la Peña, Giovanni Coco, Colin Whittaker, and Jennifer Montaño
Earth Surf. Dynam., 11, 1145–1160, https://doi.org/10.5194/esurf-11-1145-2023, https://doi.org/10.5194/esurf-11-1145-2023, 2023
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Predicting how shorelines change over time is a major challenge in coastal research. We here have turned to deep learning (DL), a data-driven modelling approach, to predict the movement of shorelines using observations from a camera system in New Zealand. The DL models here implemented succeeded in capturing the variability and distribution of the observed shoreline data. Overall, these findings indicate that DL has the potential to enhance the accuracy of current shoreline change predictions.
Charline Dalinghaus, Giovanni Coco, and Pablo Higuera
Nat. Hazards Earth Syst. Sci., 23, 2157–2169, https://doi.org/10.5194/nhess-23-2157-2023, https://doi.org/10.5194/nhess-23-2157-2023, 2023
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Wave setup is a critical component of coastal flooding. Consequently, understanding and being able to predict wave setup is vital to protect coastal resources and the population living near the shore. Here, we applied machine learning to improve the accuracy of present predictors of wave setup. The results show that the new predictors outperform existing formulas demonstrating the capability of machine learning models to provide a physically sound description of wave setup.
Yizhang Wei, Yining Chen, Jufei Qiu, Zeng Zhou, Peng Yao, Qin Jiang, Zheng Gong, Giovanni Coco, Ian Townend, and Changkuan Zhang
Earth Surf. Dynam., 10, 65–80, https://doi.org/10.5194/esurf-10-65-2022, https://doi.org/10.5194/esurf-10-65-2022, 2022
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The barrier tidal basin is increasingly altered by human activity and sea-level rise. These environmental changes probably lead to the emergence or disappearance of islands, yet the effect of rocky islands on the evolution of tidal basins remains poorly investigated. Using numerical experiments, we explore the evolution of tidal basins under varying numbers and locations of islands. This work provides insights for predicting the response of barrier tidal basins in a changing environment.
Christo Rautenbach, Julia C. Mullarney, and Karin R. Bryan
Geosci. Model Dev., 14, 4241–4247, https://doi.org/10.5194/gmd-14-4241-2021, https://doi.org/10.5194/gmd-14-4241-2021, 2021
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The simulation of ocean waves is important for various reasons, e.g. ship route safety and coastal vulnerability assessments. SWAN is a popular tool with which ocean waves may be predicted. Simulations using this tool can be computationally expensive. The present study thus aimed to understand which typical parallel-computing SWAN model set-up will be most effective. There thus do exist configurations where these simulations are most time-saving and effective.
Giovanni Coco, Daniel Calvete, Francesca Ribas, Huib E. de Swart, and Albert Falqués
Earth Surf. Dynam., 8, 323–334, https://doi.org/10.5194/esurf-8-323-2020, https://doi.org/10.5194/esurf-8-323-2020, 2020
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Sandbars are ubiquitous features of the surf zone. They are rarely straight and often develop crescentic shapes. Double sandbar systems are also common, but the possibility of feedback between inner and outer sandbars has not been fully explored. The presence of double sandbar systems affects wave transformation and can result in a variety of spatial patterns. Here we model the conditions, waves and initial bathymetry that lead to the emergence of different patterns.
Marinella Passarella, Evan B. Goldstein, Sandro De Muro, and Giovanni Coco
Nat. Hazards Earth Syst. Sci., 18, 599–611, https://doi.org/10.5194/nhess-18-599-2018, https://doi.org/10.5194/nhess-18-599-2018, 2018
Sarik Salim, Charitha Pattiaratchi, Rafael Tinoco, Giovanni Coco, Yasha Hetzel, Sarath Wijeratne, and Ravindra Jayaratne
Earth Surf. Dynam., 5, 399–415, https://doi.org/10.5194/esurf-5-399-2017, https://doi.org/10.5194/esurf-5-399-2017, 2017
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The aim of this paper was to verify the existence of a mean critical velocity concept in terms of turbulent bursting phenomena. Laboratory experiments were undertaken in a unidirectional current flume where an acoustic Doppler velocimeter was used. Results in the laboratory conditions both above and below the measured mean critical velocity highlighted the need to re-evaluate the accuracy of a single time-averaged critical velocity for the initiation of sediment entrainment.
M. Jiménez, S. Castanedo, Z. Zhou, G. Coco, R. Medina, and I. Rodriguez-Iturbe
Adv. Geosci., 39, 69–73, https://doi.org/10.5194/adgeo-39-69-2014, https://doi.org/10.5194/adgeo-39-69-2014, 2014
Z. Zhou, L. Stefanon, M. Olabarrieta, A. D'Alpaos, L. Carniello, and G. Coco
Earth Surf. Dynam., 2, 105–116, https://doi.org/10.5194/esurf-2-105-2014, https://doi.org/10.5194/esurf-2-105-2014, 2014
R. O. Tinoco and G. Coco
Earth Surf. Dynam., 2, 83–96, https://doi.org/10.5194/esurf-2-83-2014, https://doi.org/10.5194/esurf-2-83-2014, 2014
E. B. Goldstein, G. Coco, A. B. Murray, and M. O. Green
Earth Surf. Dynam., 2, 67–82, https://doi.org/10.5194/esurf-2-67-2014, https://doi.org/10.5194/esurf-2-67-2014, 2014
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Kasra Rafiezadeh Shahi, Nivedita Sairam, Lukas Schoppa, Le Thanh Sang, Do Ly Hoai Tan, and Heidi Kreibich
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Bruno Castelle, Jeoffrey Dehez, Jean-Philippe Savy, Sylvain Liquet, and David Carayon
Nat. Hazards Earth Syst. Sci. Discuss., https://doi.org/10.5194/nhess-2024-168, https://doi.org/10.5194/nhess-2024-168, 2024
Revised manuscript accepted for NHESS
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This paper introduces two new, simple, physics-based hazard forecast models of rip current and shore-break waves, which are the two primary natural hazards beachgoers expose themselves to in the surf zone. These models, which depend on a limited number of free parameters, accurately predict rip-current and shore-break wave hazard levels, including their modulation by tide elevation and incident wave conditions, opening new perspectives to forecast multiple surf-zone hazards on sandy beaches.
Benedikt Aschenneller, Roelof Rietbroek, and Daphne van der Wal
Nat. Hazards Earth Syst. Sci., 24, 4145–4177, https://doi.org/10.5194/nhess-24-4145-2024, https://doi.org/10.5194/nhess-24-4145-2024, 2024
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Shorelines retreat or advance in response to sea level changes, subsidence or uplift of the ground, and morphological processes (sedimentation and erosion). We show that the geometrical influence of each of these drivers on shoreline movements can be quantified by combining different remote sensing observations, including radar altimetry, lidar and optical satellite images. The focus here is to illustrate the uncertainties of these observations by comparing datasets that cover similar processes.
Alisée A. Chaigneau, Melisa Menéndez, Marta Ramírez-Pérez, and Alexandra Toimil
Nat. Hazards Earth Syst. Sci., 24, 4109–4131, https://doi.org/10.5194/nhess-24-4109-2024, https://doi.org/10.5194/nhess-24-4109-2024, 2024
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Tropical cyclones drive extreme sea levels, causing large storm surges due to low atmospheric pressure and strong winds. This study explores factors affecting the numerical modelling of storm surges induced by hurricanes in the tropical Atlantic. Two ocean models are compared and used for sensitivity experiments. ERA5 atmospheric reanalysis forcing generally improves surge estimates compared to parametric wind models. Including ocean circulations reduces errors in surge estimates in some areas.
Christopher Stokes, Timothy Poate, Gerd Masselink, Tim Scott, and Steve Instance
Nat. Hazards Earth Syst. Sci., 24, 4049–4074, https://doi.org/10.5194/nhess-24-4049-2024, https://doi.org/10.5194/nhess-24-4049-2024, 2024
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Currents at beaches with an estuary mouth have rarely been studied before. Using field measurements and computer modelling, we show that surfzone currents can be driven by both estuary flow and rip currents. We show that an estuary mouth beach can have flows reaching 1.5 m s−1 and have a high likelihood of taking bathers out of the surfzone. The river channels on the beach direct the flows, and even though they change position over time, it was possible to predict when peak hazards would occur.
Alisée A. Chaigneau, Angélique Melet, Aurore Voldoire, Maialen Irazoqui Apecechea, Guillaume Reffray, Stéphane Law-Chune, and Lotfi Aouf
Nat. Hazards Earth Syst. Sci., 24, 4031–4048, https://doi.org/10.5194/nhess-24-4031-2024, https://doi.org/10.5194/nhess-24-4031-2024, 2024
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Catherine Renae Jeffries, Robert Weiss, Jennifer L. Irish, and Kyle Mandli
EGUsphere, https://doi.org/10.5194/egusphere-2024-2929, https://doi.org/10.5194/egusphere-2024-2929, 2024
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Barrier islands are important to their adjacent mainland coastline. Breaching of barrier islands creates a channel of water between the ocean and bay and increases the storm surge along the mainland coast. To examine how breaching impacts the coast we simulated a hurricane and varied the number, locations, and sizes of different breaches. We learned that total breach area directly impacts coastal flooding, and breach locations are an important predictor of flooding.
Joshua Kiesel, Claudia Wolff, and Marvin Lorenz
Nat. Hazards Earth Syst. Sci., 24, 3841–3849, https://doi.org/10.5194/nhess-24-3841-2024, https://doi.org/10.5194/nhess-24-3841-2024, 2024
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In October 2023, one of the strongest storm surges on record hit the southwestern Baltic Sea coast, causing severe impacts in the German federal state of Schleswig-Holstein, including dike failures. Recent studies on coastal flooding from the same region align well with the October 2023 surge, with differences in peak water levels of less than 30 cm. This rare coincidence is used to assess current capabilities and limitations of coastal flood modelling and derive key areas for future research.
Yujie Liu, Yuncheng He, Pakwai Chan, Aiming Liu, and Qijun Gao
EGUsphere, https://doi.org/10.5194/egusphere-2024-3223, https://doi.org/10.5194/egusphere-2024-3223, 2024
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Offshore wind turbines are sensitive to tropical cyclones (TCs). Wind data from Super Typhoons Mangkhut and Saola, impacting South China, are vital for design and operation. Despite Saola's higher intensity, it caused less damage. Both had concentric eyewall structures, but Saola completed an eyewall replacement before landfall, becoming more compact. Mangkhut decayed but affected a wider area. Their wind characteristics provide insights for turbine maintenance and operation.
Emmie Malika Bonilauri, Catherine Aaron, Matteo Cerminara, Raphaël Paris, Tomaso Esposti Ongaro, Benedetta Calusi, Domenico Mangione, and Andrew John Lang Harris
Nat. Hazards Earth Syst. Sci., 24, 3789–3813, https://doi.org/10.5194/nhess-24-3789-2024, https://doi.org/10.5194/nhess-24-3789-2024, 2024
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Currently on the island of Stromboli, only 4 min of warning time is available for a locally generated tsunami. We combined tsunami simulations and human exposure to complete a risk analysis. We linked the predicted inundation area and the tsunami warning signals to assess the hazard posed by future tsunamis and to design escape routes to reach safe areas and to optimise evacuation times. Such products can be used by civil protection agencies on Stromboli.
Robert McCall, Curt Storlazzi, Floortje Roelvink, Stuart G. Pearson, Roel de Goede, and José A. Á. Antolínez
Nat. Hazards Earth Syst. Sci., 24, 3597–3625, https://doi.org/10.5194/nhess-24-3597-2024, https://doi.org/10.5194/nhess-24-3597-2024, 2024
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Accurate predictions of wave-driven flooding are essential to manage risk on low-lying, reef-lined coasts. Models to provide this information are, however, computationally expensive. We present and validate a modeling system that simulates flood drivers on diverse and complex reef-lined coasts as competently as a full-physics model but at a fraction of the computational cost to run. This development paves the way for application in large-scale early-warning systems and flood risk assessments.
Jean H. M. Roger and Bernard Pelletier
Nat. Hazards Earth Syst. Sci., 24, 3461–3478, https://doi.org/10.5194/nhess-24-3461-2024, https://doi.org/10.5194/nhess-24-3461-2024, 2024
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We present a catalogue of tsunamis that occurred in the Vanuatu Arc. It has been built based on the analysis of existing catalogues, historical documents, and sea-level data from five coastal tide gauges. Since 1863, 100 tsunamis of local, regional, or far-field origins have been listed; 15 of them show maximum wave amplitudes and/or run-up heights of above 1 m, and 8 are between 0.3 and 1 m. Details are provided for particular events, including debated events or events with no known origin(s).
Rashid Haider, Sajid Ali, Gösta Hoffmann, and Klaus Reicherter
Nat. Hazards Earth Syst. Sci., 24, 3279–3290, https://doi.org/10.5194/nhess-24-3279-2024, https://doi.org/10.5194/nhess-24-3279-2024, 2024
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The coastlines bordering the Arabian Sea have yielded various tsunamites reflecting its high hazard potential and recurrences. My PhD project aims at the estimation and zonation of the hazards and risks associated with. This publication is a continuation of the previous publication (Haider et al., 2023), which focused on hazard estimation through a multi-proxy approach. This part of the study estimates the risk potential through integrated tsunami inundation analysis.
Kévin Dubois, Morten Andreas Dahl Larsen, Martin Drews, Erik Nilsson, and Anna Rutgersson
Nat. Hazards Earth Syst. Sci., 24, 3245–3265, https://doi.org/10.5194/nhess-24-3245-2024, https://doi.org/10.5194/nhess-24-3245-2024, 2024
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Both extreme river discharge and storm surges can interact at the coast and lead to flooding. However, it is difficult to predict flood levels during such compound events because they are rare and complex. Here, we focus on the quantification of uncertainties and investigate the sources of limitations while carrying out such analyses at Halmstad, Sweden. Based on a sensitivity analysis, we emphasize that both the choice of data source and statistical methodology influence the results.
Sergio Padilla, Íñigo Aniel-Quiroga, Rachid Omira, Mauricio González, Jihwan Kim, and Maria A. Baptista
Nat. Hazards Earth Syst. Sci., 24, 3095–3113, https://doi.org/10.5194/nhess-24-3095-2024, https://doi.org/10.5194/nhess-24-3095-2024, 2024
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The eruption of the Hunga Tonga–Hunga Ha'apai volcano in January 2022 triggered a global phenomenon, including an atmospheric wave and a volcano-meteorological tsunami (VMT). The tsunami, reaching as far as Callao, Peru, 10 000 km away, caused significant coastal impacts. This study delves into understanding these effects, particularly on vessel mooring safety. The findings underscore the importance of enhancing early warning systems and preparing port authorities for managing such rare events.
Nikolaus Groll, Lidia Gaslikova, and Ralf Weisse
EGUsphere, https://doi.org/10.5194/egusphere-2024-2664, https://doi.org/10.5194/egusphere-2024-2664, 2024
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In recent years, the western Baltic Sea has experienced severe storm surges. By analysing the individual contributions and the total water level, these events can be put into a climate perspective. It was found that individual contributions were not exceptional in all events and no clear trend can be identified, often the combination of the individual contributions leads to the extreme events of recent years. This points to the importance of analysing composite events.
Alice Abbate, José M. González Vida, Manuel J. Castro Díaz, Fabrizio Romano, Hafize Başak Bayraktar, Andrey Babeyko, and Stefano Lorito
Nat. Hazards Earth Syst. Sci., 24, 2773–2791, https://doi.org/10.5194/nhess-24-2773-2024, https://doi.org/10.5194/nhess-24-2773-2024, 2024
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Modelling tsunami generation due to a rapid submarine earthquake is a complex problem. Under a variety of realistic conditions in a subduction zone, we propose and test an efficient solution to this problem: a tool that can compute the generation of any potential tsunami in any ocean in the world. In the future, we will explore solutions that would also allow us to model tsunami generation by slower (time-dependent) seafloor displacement.
Mithun Deb, James J. Benedict, Ning Sun, Zhaoqing Yang, Robert D. Hetland, David Judi, and Taiping Wang
Nat. Hazards Earth Syst. Sci., 24, 2461–2479, https://doi.org/10.5194/nhess-24-2461-2024, https://doi.org/10.5194/nhess-24-2461-2024, 2024
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We coupled earth system, hydrology, and hydrodynamic models to generate plausible and physically consistent ensembles of hurricane events and their associated water levels from the open coast to tidal rivers of Delaware Bay and River. Our results show that the hurricane landfall locations and the estuarine wind can significantly amplify the extreme surge in a shallow and converging system, especially when the wind direction aligns with the surge propagation direction.
Ming-Huei Chang, Yen-Chen Huang, Yu-Hsin Cheng, Chuen-Teyr Terng, Jinyi Chen, and Jyh Cherng Jan
Nat. Hazards Earth Syst. Sci., 24, 2481–2494, https://doi.org/10.5194/nhess-24-2481-2024, https://doi.org/10.5194/nhess-24-2481-2024, 2024
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Monitoring the long-term trends in sea surface warming is crucial for informed decision-making and adaptation. This study offers a comprehensive examination of prevalent trend extraction methods. We identify the least-squares regression as suitable for general tasks yet highlight the need to address seasonal signal-induced bias, i.e., the phase–distance imbalance. Our developed method, evaluated using simulated and real data, is unbiased and better than the conventional SST anomaly method.
Thomas P. Collings, Niall D. Quinn, Ivan D. Haigh, Joshua Green, Izzy Probyn, Hamish Wilkinson, Sanne Muis, William V. Sweet, and Paul D. Bates
Nat. Hazards Earth Syst. Sci., 24, 2403–2423, https://doi.org/10.5194/nhess-24-2403-2024, https://doi.org/10.5194/nhess-24-2403-2024, 2024
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Coastal areas are at risk of flooding from rising sea levels and extreme weather events. This study applies a new approach to estimating the likelihood of coastal flooding around the world. The method uses data from observations and computer models to create a detailed map of where these coastal floods might occur. The approach can predict flooding in areas for which there are few or no data available. The results can be used to help prepare for and prevent this type of flooding.
Guangsheng Zhao and Xiaojing Niu
Nat. Hazards Earth Syst. Sci., 24, 2303–2313, https://doi.org/10.5194/nhess-24-2303-2024, https://doi.org/10.5194/nhess-24-2303-2024, 2024
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The purpose of this study is to estimate the spatial distribution of the tsunami hazard in the South China Sea from the Manila subduction zone. The plate motion data are used to invert the degree of locking on the fault plane. The degree of locking is used to estimate the maximum possible magnitude of earthquakes and describe the slip distribution. A spatial distribution map of the 1000-year return period tsunami wave height in the South China Sea was obtained by tsunami hazard assessment.
Mandana Ghanavati, Ian R. Young, Ebru Kirezci, and Jin Liu
Nat. Hazards Earth Syst. Sci., 24, 2175–2190, https://doi.org/10.5194/nhess-24-2175-2024, https://doi.org/10.5194/nhess-24-2175-2024, 2024
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The paper examines the changes in shoreline position of the coast of south-east Australia over a 26-year period to determine whether changes are consistent with observed changes in ocean wave and storm surge climate. The results show that in regions where there have been significant changes in wave energy flux or wave direction, there have also been changes in shoreline position consistent with non-equilibrium longshore drift.
Ina Teutsch, Ralf Weisse, and Sander Wahls
Nat. Hazards Earth Syst. Sci., 24, 2065–2069, https://doi.org/10.5194/nhess-24-2065-2024, https://doi.org/10.5194/nhess-24-2065-2024, 2024
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We investigate buoy and radar measurement data from shallow depths in the southern North Sea. We analyze the role of solitons for the occurrence of rogue waves. This is done by computing the nonlinear soliton spectrum of each time series. In a previous study that considered a single measurement site, we found a connection between the shape of the soliton spectrum and the occurrence of rogue waves. In this study, results for two additional sites are reported.
Marc Igigabel, Marissa Yates, Michalis Vousdoukas, and Youssef Diab
Nat. Hazards Earth Syst. Sci., 24, 1951–1974, https://doi.org/10.5194/nhess-24-1951-2024, https://doi.org/10.5194/nhess-24-1951-2024, 2024
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Changes in sea levels alone do not determine the evolution of coastal hazards. Coastal hazard changes should be assessed using additional factors describing geomorphological configurations, metocean event types (storms, cyclones, long swells, and tsunamis), and the marine environment (e.g., coral reef state and sea ice extent). The assessment completed here, at regional scale including the coasts of mainland and overseas France, highlights significant differences in hazard changes.
Irene Benito, Jeroen C. J. H. Aerts, Philip J. Ward, Dirk Eilander, and Sanne Muis
EGUsphere, https://doi.org/10.5194/egusphere-2024-1354, https://doi.org/10.5194/egusphere-2024-1354, 2024
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Global flood models are key for mitigating coastal flooding impacts, yet they still have limitations to provide actionable insights locally. We present a multiscale framework that couples dynamic water level and flood models, and bridges between fully global and local modelling approaches. We apply it to three storms to present the merits of a multiscale approach. Our findings reveal that the importance of model refinements varies based on the study area characteristics and the storm’s nature.
Jani Särkkä, Jani Räihä, Mika Rantanen, and Matti Kämäräinen
Nat. Hazards Earth Syst. Sci., 24, 1835–1842, https://doi.org/10.5194/nhess-24-1835-2024, https://doi.org/10.5194/nhess-24-1835-2024, 2024
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We study the relationship between tracks of low-pressure systems and related sea level extremes. We perform the studies by introducing a method to simulate sea levels using synthetic low-pressure systems. We test the method using sites located along the Baltic Sea coast. We find high extremes, where the sea level extreme reaches up to 3.5 m. In addition, we add the maximal value of the mean level of the Baltic Sea (1 m), leading to a sea level of 4.5 m.
Alexey Androsov, Sven Harig, Natalia Zamora, Kim Knauer, and Natalja Rakowsky
Nat. Hazards Earth Syst. Sci., 24, 1635–1656, https://doi.org/10.5194/nhess-24-1635-2024, https://doi.org/10.5194/nhess-24-1635-2024, 2024
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Two numerical codes are used in a comparative analysis of the calculation of the tsunami wave due to an earthquake along the Peruvian coast. The comparison primarily evaluates the flow velocity fields in flooded areas. The relative importance of the various parts of the equations is determined, focusing on the nonlinear terms. The influence of the nonlinearity on the degree and volume of flooding, flow velocity, and small-scale fluctuations is determined.
Eric Mortensen, Timothy Tiggeloven, Toon Haer, Bas van Bemmel, Dewi Le Bars, Sanne Muis, Dirk Eilander, Frederiek Sperna Weiland, Arno Bouwman, Willem Ligtvoet, and Philip J. Ward
Nat. Hazards Earth Syst. Sci., 24, 1381–1400, https://doi.org/10.5194/nhess-24-1381-2024, https://doi.org/10.5194/nhess-24-1381-2024, 2024
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Current levels of coastal flood risk are projected to increase in coming decades due to various reasons, e.g. sea-level rise, land subsidence, and coastal urbanization: action is needed to minimize this future risk. We evaluate dykes and coastal levees, foreshore vegetation, zoning restrictions, and dry-proofing on a global scale to estimate what levels of risk reductions are possible. We demonstrate that there are several potential adaptation pathways forward for certain areas of the world.
Charlotte Lyddon, Nguyen Chien, Grigorios Vasilopoulos, Michael Ridgill, Sogol Moradian, Agnieszka Olbert, Thomas Coulthard, Andrew Barkwith, and Peter Robins
Nat. Hazards Earth Syst. Sci., 24, 973–997, https://doi.org/10.5194/nhess-24-973-2024, https://doi.org/10.5194/nhess-24-973-2024, 2024
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Recent storms in the UK, like Storm Ciara in 2020, show how vulnerable estuaries are to the combined effect of sea level and river discharge. We show the combinations of sea levels and river discharges that cause flooding in the Conwy estuary, N Wales. The results showed flooding was amplified under moderate conditions in the middle estuary and elsewhere sea state or river flow dominated the hazard. Combined sea and river thresholds can improve prediction and early warning of compound flooding.
Shuaib Rasheed, Simon C. Warder, Yves Plancherel, and Matthew D. Piggott
Nat. Hazards Earth Syst. Sci., 24, 737–755, https://doi.org/10.5194/nhess-24-737-2024, https://doi.org/10.5194/nhess-24-737-2024, 2024
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Here we use a high-resolution bathymetry dataset of the Maldives archipelago, as well as corresponding high numerical model resolution, to carry out a scenario-based tsunami hazard assessment for the entire Maldives archipelago to investigate the potential impact of plausible far-field tsunamis across the Indian Ocean at the island scale. The results indicate that several factors contribute to mitigating and amplifying tsunami waves at the island scale.
Niels J. Korsgaard, Kristian Svennevig, Anne S. Søndergaard, Gregor Luetzenburg, Mimmi Oksman, and Nicolaj K. Larsen
Nat. Hazards Earth Syst. Sci., 24, 757–772, https://doi.org/10.5194/nhess-24-757-2024, https://doi.org/10.5194/nhess-24-757-2024, 2024
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A tsunami wave will leave evidence of erosion and deposition in coastal lakes, making it possible to determine the runup height and when it occurred. Here, we use four lakes now located at elevations of 19–91 m a.s.l. close to the settlement of Saqqaq, West Greenland, to show that at least two giant tsunamis occurred 7300–7600 years ago with runup heights larger than 40 m. We infer that any tsunamis from at least nine giga-scale landslides must have happened 8500–10 000 years ago.
Elke Magda Inge Meyer and Lidia Gaslikova
Nat. Hazards Earth Syst. Sci., 24, 481–499, https://doi.org/10.5194/nhess-24-481-2024, https://doi.org/10.5194/nhess-24-481-2024, 2024
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Storm tides for eight extreme historical storms in the German Bight are modelled using sets of slightly varying atmospheric conditions from the century reanalyses. Comparisons with the water level observations from the gauges Norderney, Cuxhaven and Husum show that single members of the reanalyses are suitable for the reconstruction of extreme storms. Storms with more northerly tracks show less variability within a set and have more potential for accurate reconstruction of extreme water levels.
Clare Lewis, Tim Smyth, Jess Neumann, and Hannah Cloke
Nat. Hazards Earth Syst. Sci., 24, 121–131, https://doi.org/10.5194/nhess-24-121-2024, https://doi.org/10.5194/nhess-24-121-2024, 2024
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Meteotsunami are the result of atmospheric disturbances and can impact coastlines causing injury, loss of life, and damage to assets. This paper introduces a novel intensity index to allow for the quantification of these events at the shoreline. This has the potential to assist in the field of natural hazard assessment. It was trialled in the UK but designed for global applicability and to become a widely accepted standard in coastal planning, meteotsunami forecasting, and early warning systems.
Chu-En Hsu, Katherine A. Serafin, Xiao Yu, Christie A. Hegermiller, John C. Warner, and Maitane Olabarrieta
Nat. Hazards Earth Syst. Sci., 23, 3895–3912, https://doi.org/10.5194/nhess-23-3895-2023, https://doi.org/10.5194/nhess-23-3895-2023, 2023
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Total water levels (TWLs) induced by tropical cyclones (TCs) are among the leading hazards faced by coastal communities. Using numerical models, we examined how TWL components (surge and wave runup) along the South Atlantic Bight varied during hurricanes Matthew (2016), Dorian (2019), and Isaias (2020). Peak surge and peak wave runup were dominated by wind speeds and relative positions to TCs. The exceedance time of TWLs was controlled by normalized distances to TC and TC translation speeds.
Maude Biguenet, Eric Chaumillon, Pierre Sabatier, Antoine Bastien, Emeline Geba, Fabien Arnaud, Thibault Coulombier, and Nathalie Feuillet
Nat. Hazards Earth Syst. Sci., 23, 3761–3788, https://doi.org/10.5194/nhess-23-3761-2023, https://doi.org/10.5194/nhess-23-3761-2023, 2023
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This work documents the impact of Hurricane Irma (2017) on the Codrington barrier and lagoon on Barbuda Island. Irma caused two wide breaches in the sandy barrier, which remained unopened for 250 years. The thick and extensive sand sheet at the top of the lagoon fill was attributed to Irma. This unique deposit in a 3700-year record confirms Irma's exceptional character. This case study illustrates the consequences of high-intensity hurricanes in low-lying islands in a global warming context.
Leigh Richard MacPherson, Arne Arns, Svenja Fischer, Fernando Javier Méndez, and Jürgen Jensen
Nat. Hazards Earth Syst. Sci., 23, 3685–3701, https://doi.org/10.5194/nhess-23-3685-2023, https://doi.org/10.5194/nhess-23-3685-2023, 2023
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Efficient adaptation planning for coastal flooding caused by extreme sea levels requires accurate assessments of the underlying hazard. Tide-gauge data alone are often insufficient for providing the desired accuracy but may be supplemented with historical information. We estimate extreme sea levels along the German Baltic coast and show that relying solely on tide-gauge data leads to underestimations. Incorporating historical information leads to improved estimates with reduced uncertainties.
Anne Margaret H. Smiley, Suzanne P. Thompson, Nathan S. Hall, and Michael F. Piehler
Nat. Hazards Earth Syst. Sci., 23, 3635–3649, https://doi.org/10.5194/nhess-23-3635-2023, https://doi.org/10.5194/nhess-23-3635-2023, 2023
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Floodwaters can deliver reactive nitrogen to sensitive aquatic systems and diminish water quality. We assessed the nitrogen removal capabilities of flooded habitats and urban landscapes. Differences in processing rates across land cover treatments and between nutrient treatments suggest that abundance and spatial distributions of habitats, as well as storm characteristics, influence landscape-scale nitrogen removal. Results have important implications for coastal development and climate change.
Marine Le Gal, Tomás Fernández-Montblanc, Enrico Duo, Juan Montes Perez, Paulo Cabrita, Paola Souto Ceccon, Véra Gastal, Paolo Ciavola, and Clara Armaroli
Nat. Hazards Earth Syst. Sci., 23, 3585–3602, https://doi.org/10.5194/nhess-23-3585-2023, https://doi.org/10.5194/nhess-23-3585-2023, 2023
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Assessing coastal hazards is crucial to mitigate flooding disasters. In this regard, coastal flood databases are valuable tools. This paper describes a new coastal flood map catalogue covering the entire European coastline, as well as the methodology to build it and its accuracy. The catalogue focuses on frequent extreme events and relies on synthetic scenarios estimated from local storm conditions. Flood-prone areas and regions sensitive to storm duration and water level peak were identified.
Neng-Ti Yu, Cheng-Hao Lu, I-Chin Yen, Jia-Hong Chen, Jiun-Yee Yen, and Shyh-Jeng Chyi
Nat. Hazards Earth Syst. Sci., 23, 3525–3542, https://doi.org/10.5194/nhess-23-3525-2023, https://doi.org/10.5194/nhess-23-3525-2023, 2023
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A paleotsunami deposit of cliff-top basalt debris was identified on the Penghu Islands in the southern Taiwan Strait and related to the 1661 earthquake in southwest Taiwan. A minimum wave height of 3.2 m is estimated to have rotated the biggest boulder for over 30 m landwards onto the cliff top at 2.5 m a.s.l. The event must have been huge compared to the 1994 M 6.4 earthquake with the ensuing 0.4 m high tsunami in the same area, validating the intimidating tsunami risks in the South China Sea.
Ye Yuan, Huaiwei Yang, Fujiang Yu, Yi Gao, Benxia Li, and Chuang Xing
Nat. Hazards Earth Syst. Sci., 23, 3487–3507, https://doi.org/10.5194/nhess-23-3487-2023, https://doi.org/10.5194/nhess-23-3487-2023, 2023
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Rip currents are narrow jets of offshore-directed flow that originated in the surf zone, which can take swimmers of all ability levels into deeper water unawares. In this study, a 1 m fine-resolution wave-resolving model was configured to study rip current variability and the optimal swimmer escape strategies. Multiple factors contribute to the survival of swimmers. However, for weak-to-moderate rip and longshore currents, swimming onshore consistently seems to be the most successful strategy.
Cited articles
Almeida, L. P., Efraim de Oliveira, I., Lyra, R., Scaranto Dazzi, R. L.,
Martins, V. G., and Klein, A. H. F.: Coastal Analyst System from Space Imagery
Engine (CASSIE): Shoreline management module, Environ. Model. Softw., 140,
105033, https://doi.org/10.1016/j.envsoft.2021.105033, 2021.
Ashphaq, M., Srivastava, P. K., and Mitra, D.: Review of near-shore
satellite-derived bathymetry: Classification and account of five decades of
coastal bathymetry research, J. Ocean Eng. Sci., 6, 340–359,
https://doi.org/10.1016/j.joes.2021.02.006, 2021.
Bay of Plenty Regional Council: Bay of Plenty Environmental Data Portal, https://envdata.boprc.govt.nz/Data (last access: 19 September 2023), 2023.
Bertin, X., Li, K., Roland, A., Bidlot, J. R.: The contribution of
short-waves in storm surges: Two case studies in the Bay of Biscay, Cont.
Shelf Res., 96, 1–15,
https://doi.org/10.1016/j.csr.2015.01.005, 2015.
Bertin, X., Mendes, D., Martins, K., Fortunato, A. B., and Lavaud, L.: The
Closure of a Shallow Tidal Inlet Promoted by Infragravity Waves, Geophys.
Res. Lett., 46, 6804–6810, https://doi.org/10.1029/2019GL083527, 2019.
Bishop-Taylor, R., Sagar, S., Lymburner, L., and Beaman, R. J.: Between the
tides: Modelling the elevation of Australia's exposed intertidal zone at
continental scale, Estuar. Coast. Shelf S., 223, 115–128,
https://doi.org/10.1016/j.ecss.2019.03.006, 2019.
Bué, I., Catalão, J., and Semedo, Á.: Intertidal bathymetry
extraction with multispectral images: A logistic regression approach, Remote
Sens., 12, 1311, https://doi.org/10.3390/RS12081311, 2020.
Caballero, I. and Stumpf, R. P.: Retrieval of nearshore bathymetry from
Sentinel-2A and 2B satellites in South Florida coastal waters, Estuar.
Coast. Shelf S., 226, 106277, https://doi.org/10.1016/j.ecss.2019.106277,
2019.
Caballero, I. and Stumpf, R. P.: Towards routine mapping of shallow
bathymetry in environments with variable turbidity: Contribution of
sentinel-2A/B satellites mission, Remote Sens., 12, 1451,
https://doi.org/10.3390/rs12030451, 2020.
Cea, L. and French, J. R.: Bathymetric error estimation for the calibration
and validation of estuarine hydrodynamic models, Estuar. Coast. Shelf S.,
100, 124–132, https://doi.org/10.1016/j.ecss.2012.01.004, 2012.
Codiga, D. L.: Unified Tidal Analysis and Prediction Using the UTide Matlab
Functions, Technical Report 2011-01, Graduate School of Oceanography,
University of Rhode Island, Narragansett, RI, 59 pp.,
https://doi.org/10.13140/RG.2.1.3761.2008, 2011.
Costa, W. L. L.: Intertidal zones satellite derived topography, Zenodo [code], https://doi.org/10.5281/zenodo.8357351, 2021.
Costa, W., Bryan, K. R., and Coco, G.: Assessing the use of satellite derived
bathymetry in estuarine storm surge models – study case: Tauranga Harbour,
Proceedings of The Australasian Coasts and Ports, Christchurch, New Zealand,
https://www.coastsandports.org/papers/2021/106_costa_finalpaper.pdf (last access: 8 March 2023), 2021.
Donchyts, G., Schellekens, J., Winsemius, H., Eisemann, E., and van de
Giesen, N.: A 30 m resolution surfacewater mask including estimation of
positional and thematic differences using landsat 8, SRTM and OPenStreetMap:
A case study in the Murray-Darling basin, Australia, Remote Sens., 8, 386,
https://doi.org/10.3390/rs8050386, 2016.
Du, J., Shen, J., Zhang, Y. J., Ye, F., Liu, Z., Wang, Z., Wang, Y. P., Yu,
X., Sisson, M., and Wang, H. V.: Tidal Response to Sea-Level Rise in
Different Types of Estuaries: The Importance of Length, Bathymetry, and
Geometry, Geophys. Res. Lett., 45, 227–235,
https://doi.org/10.1002/2017GL075963, 2018.
Ehses, J. S. and Rooney, J. J.: Depth Derivation Using Multispectral
WorldView-2 Satellite Imagery, NOAA Tech. Memo. NMFS-PIFSC-46, 24,
https://doi.org/10.7289/V5668B40, 2015.
Emanuel, K.: Increasing destructiveness of tropical cyclones over the past
30 years, Nature, 436, 686–688, https://doi.org/10.1038/nature03906, 2005.
European Space Agency Copernicus Program: Sentinel-2 Multispectral Image SciHub, https://scihub.copernicus.eu/ (last access: 19 September 2023), 2023.
Falcão, A. P., Mazzolari, A., Gonçalves, A. B., Araújo, M. A. V.
C., and Trigo-Teixeira, A.: Influence of elevation modelling on hydrodynamic
simulations of a tidally- dominated estuary, J. Hydrol., 497, 152–164,
https://doi.org/10.1016/j.jhydrol.2013.05.045, 2013.
Fitton, J. M., Rennie, A. F., Hansom, J. D., and Muir, F. M. E.: Remotely
sensed mapping of the intertidal zone: A Sentinel-2 and Google Earth Engine
methodology, Remote Sens. Appl. Soc. Environ., 22, 100499,
https://doi.org/10.1016/j.rsase.2021.100499, 2021.
Geyman, E. C. and Maloof, A. C.: A Simple Method for Extracting Water Depth
From Multispectral Satellite Imagery in Regions of Variable Bottom Type,
Earth Space Sci., 6, 527–537, https://doi.org/10.1029/2018EA000539, 2019.
Google Earth Engine: Sentinel-2 Copernicus Multispectral Image Catalog, Google Earth Engine [data set], https://earthengine.google.com/ (last access: 19 September 2023), 2023.
Gorelick, N., Hancher, M., Dixon, M., Ilyushchenko, S., Thau, D., and Moore,
R.: Google Earth Engine: Planetary-scale geospatial analysis for everyone,
Remote Sens. Environ., 202, 18–27,
https://doi.org/10.1016/j.rse.2017.06.031, 2017.
Ha, N. T., Manley-Harris, M., Pham, T. D., and Hawes, I.: A comparative
assessment of ensemble-based machine learning and maximum likelihood methods
for mapping seagrass using sentinel-2 imagery in Tauranga Harbor, New
Zealand, Remote Sens., 12, 355, https://doi.org/10.3390/rs12030355, 2020.
Hare, R., Eakins, B. W., and Amante, C. J.: Modelling bathymetric uncertainty, Int. Hydrogr. Rev., 6, 455–462, 2011.
Hedley, J. D., Harborne, A. R., and Mumby, P. J.: Simple and robust removal
of sun glint for mapping shallow-water benthos, Int. J. Remote Sens., 26,
2107–2112, https://doi.org/10.1080/01431160500034086, 2005.
Huisman, C. E., Bryan, K. R., Coco, G., and Ruessink, B. G.: The use of
video imagery to analyse groundwater and shoreline dynamics on a dissipative
beach, Cont. Shelf Res., 31, 1728–1738,
https://doi.org/10.1016/J.CSR.2011.07.013, 2011.
Hume, T., Snelder, T., Weatherhead, M., and Liefting, R.: A controlling
factor approach to estuary classification, Ocean Coast. Manage., 50,
905–929, https://doi.org/10.1016/j.ocecoaman.2007.05.009,
2007.
Hume, T., Gerbeaux, P., Hart, D., Kettles, H., and Neale, D.: A
classification of New Zealand's coastal hydrosystems, NIWA client report no
HAM2016-062120,
https://www.researchgate.net/publication/314091940_A_classification_of_NZ_coastal_hydrosystems_for_management_purpose (last access: 28 March 2023), 2016.
International Hydrographic Organization (IHO): IHO C-55 Publication Status of
Hydrographic Surveying and Charting Worldwide, Monaco, https://iho.int/uploads/user/pubs/cb/c-55/c55.pdf (last access: 8 March 2023), 2020.
Jawak, S. D., Vadlamani, S. S., and Luis, A. J.: A Synoptic Review on
Deriving Bathymetry Information Using Remote Sensing Technologies: Models,
Methods and Comparisons, Adv. Remote Sens., 4, 147–162,
https://doi.org/10.4236/ars.2015.42013, 2015.
Kang, Y., Ding, X., Xu, F., Zhang, C., and Ge, X.: Topographic mapping on
large-scale tidal flats with an iterative approach on the waterline method,
Estuar. Coast. Shelf S., 190, 11–22,
https://doi.org/10.1016/j.ecss.2017.03.024, 2017.
Kang, Y., Lv, W., He, J., and Ding, X.: Remote sensing of time-varying tidal
flat topography, Jiangsu Coast, China, based on the waterline method and an
artificial neural network model, Appl. Sci., 10, 3645,
https://doi.org/10.3390/app10103645, 2020.
Kerr, J. M. and Purkis, S.: An algorithm for optically-deriving water depth
from multispectral imagery in coral reef landscapes in the absence of
ground-truth data, Remote Sens. Environ., 210, 307–324,
https://doi.org/10.1016/j.rse.2018.03.024, 2018.
Khan, M. J. U., Ansary, M. N., Durand, F., Testut, L., Ishaque, M., Calmant,
S., Krien, Y., Saifu, A. K. M., and Papa, F.: High-resolution intertidal
topography from sentinel-2 multi-spectral imagery: Synergy between remote
sensing and numerical modeling, Remote Sens., 11, 1–20,
https://doi.org/10.3390/rs11242888, 2019.
Khojasteh, D., Hottinger, S., Felder, S., DeCesare, G., Heimhuber, V.,
Hanslow, D. J., and Glamore, W.: Estuarine tidal response to sea level rise:
The significance of entrance restriction, Estuar. Coast. Shelf S., 244,
106941, https://doi.org/10.1016/j.ecss.2020.106941, 2020.
Khojasteh, D., Glamore, W., Heimhuber, V., and Felder, S.: Sea level rise
impacts on estuarine dynamics: A review, Sci. Total Environ., 780, 146470,
https://doi.org/10.1016/j.scitotenv.2021.146470, 2021.
Land Information New Zealand: National Lidar Survey, https://data.linz.govt.nz/ (last access: 19 September 2023), 2023.
Lee, Z., Carder, K. L., Mobley, C. D., Steward, R. G., and Patch, J. S.:
Hyperspectral remote sensing for shallow waters I A semianalytical model,
Appl. Opt., 37, 6329, https://doi.org/10.1364/ao.37.006329, 1998.
Li, F. K. and Goldstein, R. M.: Studies of Multibaseline Spaceborne
Interferometric Synthetic Aperture Radars, IEEE T. Geosci. Remote,
28, 88–97, https://doi.org/10.1109/36.45749, 1990.
Liu, Y., Li, M., Zhou, M., Yang, K., and Mao, L.: Quantitative analysis of
the waterline method for topographical mapping of tidal flats: A case study
in the dongsha sandbank, china, Remote Sens., 5, 6138–6158,
https://doi.org/10.3390/rs5116138, 2013.
Lorensen, W. E. and Cline, H. E.: Marching cubes: A high resolution 3D
surface construction algorithm, Proc. 14th Annu. Conf. Comput. Graph.
Interact. Tech. SIGGRAPH 1987, 21, 163–169,
https://doi.org/10.1145/37401.37422, 1987.
Lyzenga, D. R.: Shallow-water bathymetry using combined lidar and passive
multispectral scanner data, Int. J. Remote Sens., 6, 115–125,
https://doi.org/10.1080/01431168508948428, 1985.
Mason, D. C. and Davenport, L. J.: Accurate and efficient determination of
the shoreline in ERS-1 SAR images, IEEE Trans. Geosci. Remote, 34,
1243–1253, https://doi.org/10.1109/36.536540, 1996.
Mason, D. C., Scott, T. R., and Dance, S. L.: Remote sensing of intertidal
morphological change in Morecambe Bay, U.K., between 1991 and 2007, Estuar.
Coast. Shelf S., 87, 487–496, https://doi.org/10.1016/j.ecss.2010.01.015,
2010.
McFeeters, S. K.: The use of the Normalized Difference Water Index (NDWI) in
the delineation of open water features, Int. J. Remote Sens., 17,
1425–1432, https://doi.org/10.1080/01431169608948714, 1996.
Mohammadian, A., Morse, B., and Robert, J. L.: Calibration of a 3D
hydrodynamic model for a hypertidal estuary with complex irregular
bathymetry using adaptive parametrization of bottom roughness and eddy
viscosity, Estuar. Coast. Shelf S., 265, 107655,
https://doi.org/10.1016/j.ecss.2021.107655, 2022.
Montgomery, J. M., Bryan, K. R., Mullarney, J. C., and Horstman, E. M.:
Attenuation of storms by coastal mangroves, Geophys. Res. Lett., 46, 2680–2689,
https://doi.org/10.1029/2018GL081636, 2019.
Morris, A. B. D., Coco, G., Bryan, K. R., Turner, I. L., Street, K., and Vale, M.: Video derived mapping of estuarine evolution, J. Coast. Res., 410, 410–414, 2007.
Murray, N. J., Phinn, S. R., DeWitt, M., Ferrari, R., Johnston, R., Lyons,
M. B., Clinton, N., Thau, D., and Fuller, R. A.: The global distribution and
trajectory of tidal flats, Nature, 565, 222–225,
https://doi.org/10.1038/s41586-018-0805-8, 2019.
Nicholls, R. J. and Cazenave, A.: Sea-level rise and its impact on coastal
zones, Science, 328, 1517–1520, https://doi.org/10.1126/science.1185782,
2010.
Otsu, N.: A Threshold Selection Method from Gray-Level Histograms, IEEE
T. Sys. Man Cyb., 9, 62–66, 1979.
Oppenheimer, M., Glavovic, B., Hinkel, J., van de Wal, R., Magnan, A. K.,
Abd-Elgawad, A., Cai, R., Cifuentes-Jara, M., De Conto, R. M., Ghosh, T.,
Hay, J., Isla, F., Marzeion, B., Meyssignac, B., and Sebesvari, Z.: Sea
Level Rise and Implications for Low Lying Islands, Coasts and Communities,
IPCC Spec. Rep. Ocean Cryosph. a Chang. Clim., 355, 126–129,
https://doi.org/10.1126/science.aam6284, 2019.
Parodi, M. U., Giardino, A., van Dongeren, A., Pearson, S. G., Bricker, J. D., and Reniers, A. J. H. M.: Uncertainties in coastal flood risk assessments in small island developing states, Nat. Hazards Earth Syst. Sci., 20, 2397–2414, https://doi.org/10.5194/nhess-20-2397-2020, 2020.
Pedrozo-Acuña, A., Ruiz de Alegria-Arzaburu, A., Mariño-Tapia, I.,
Enriquez, C., and González Villareal, F. J.: Factors controlling
flooding at the Tonalá river mouth (Mexico), J. Flood Risk Manag., 5,
226–244, https://doi.org/10.1111/j.1753-318X.2012.01142.x, 2012.
Pereira-Sandoval, M., Ruescas, A., Urrego, P., Ruiz Verdú, A., Delegido, J., Tenjo, C., Soria Perpinyà, X., Vicente, E., Soria, J., and Moreno, J.: Evaluation of Atmospheric Correction Algorithms over Spanish Inland Waters for Sentinel 2 Multi Spectral Imagery Data, Remote Sens., 11, 1469, https://doi.org/10.3390/rs11121469, 2019.
Rueda, A., Cagigal, L., Antolínez, J. A. A., Albuquerque, J. C.,
Castanedo, S., Coco, G., and Méndez, F. J.: Marine climate variability
based on weather patterns for a complicated island setting: The New Zealand
case, Int. J. Climatol., 39, 1777–1786, https://doi.org/10.1002/joc.5912,
2019.
Sagar, S., Roberts, D., Bala, B., and Lymburner, L.: Extracting the
intertidal extent and topography of the Australian coastline from a 28-year
time series of Landsat observations, Remote Sens. Environ., 195, 153–169,
https://doi.org/10.1016/j.rse.2017.04.009, 2017.
Salameh, E., Frappart, F., Marieu, V., Spodar, A., Parisot, J. P., Hanquiez,
V., Turki, I., and Laignel, B.: Monitoring sea level and topography of
coastal lagoons using satellite radar altimetry: The example of the Arcachon
Bay in the Bay of Biscay, Remote Sens., 10, 1–22,
https://doi.org/10.3390/rs10020297, 2018.
Salameh, E., Frappart, F., Almar, R., Baptista, P., Heygster, G., Lubac, B.,
Raucoules, D., Almeida, L. P., Bergsma, E. W. J., Capo, S., De Michele, M.
D., Idier, D., Li, Z., Marieu, V., Poupardin, A., Silva, P. A., Turki, I.,
and Laignel, B.: Monitoring Beach Topography and Nearshore Bathymetry Using
Spaceborne Remote Sensing: A Review, Remote Sens., 11, 2212,
https://doi.org/10.3390/rs11192212, 2019.
Salameh, E., Frappart, F., Turki, I., and Laignel, B.: Intertidal topography
mapping using the waterline method from Sentinel-1 & -2 images: The
examples of Arcachon and Veys Bays in France, ISPRS J. Photogramm. Remote
Sens., 163, 98–120, https://doi.org/10.1016/j.isprsjprs.2020.03.003, 2020.
Smith, M. J., Stevens, C. L., Gorman, R. M., McGregor, J. A., and Neilson, C. G.: Wind-wave development across a large shallow intertidal estuary: A case
study of Manukau Harbour, New Zealand, New Zeal. J. Mar. Freshw., 35,
985–1000, https://doi.org/10.1080/00288330.2001.9517058, 2001.
Sobel, A. H., Camargo, S. J., Hall, T. M., Lee, C., Tippett, M. K., and Wing, A. A.: Human influence on tropical cyclone intensity, Science, 353, 242–246,
https://doi.org/10.1126/science.aaf6574, 2016.
Spicer, P., Huguenard, K., Ross, L., and Rickard, L. N.: High-Frequency
Tide-Surge-River Interaction in Estuaries: Causes and Implications for
Coastal Flooding, J. Geophys. Res.-Oceans, 124, 9517–9530,
https://doi.org/10.1029/2019JC015466, 2019.
Stephens, S. A., Bell, R. G., and Haigh, I. D.: Spatial and temporal analysis of extreme storm-tide and skew-surge events around the coastline of New Zealand, Nat. Hazards Earth Syst. Sci., 20, 783–796, https://doi.org/10.5194/nhess-20-783-2020, 2020.
Stewart, B.: Investigating groundwater derived nutrient fluxes within Tauranga Harbour, Doctoral dissertation, The University of Waikato, Hamilton, Waikato, New Zealand, https://hdl.handle.net/10289/14405 (last access:
18 September 2023), 2021.
Stumpf, R. P., Holderied, K., and Sinclair, M.: Determination of water depth
with high-resolution satellite imagery over variable bottom types, Limnol.
Oceanogr., 48, 547–556, https://doi.org/10.4319/lo.2003.48.1_part_2.0547, 2003.
Tay, H. W., Bryan, K. R., De Lange, W. P., and Pilditch, C. A.: The
hydrodynamics of the southern basin of Tauranga Harbour, New Zeal. J. Mar.
Freshw., 47, 249–274, https://doi.org/10.1080/00288330.2013.778300,
2013.
Traganos, D., Poursanidis, D., Aggarwal, B., Chrysoulakis, N., and Reinartz,
P.: Estimating satellite-derived bathymetry (SDB) with the Google Earth Engine and sentinel-2, Remote Sens., 10, 859, https://doi.org/10.3390/rs10060859, 2018.
Turner, I. L., Harley, M. D., Almar, R., and Bergsma, E. W. J.: Satellite
optical imagery in Coastal Engineering, Coast. Eng., 167, 103919,
https://doi.org/10.1016/j.coastaleng.2021.103919, 2021.
Van Der Walt, S., Schönberger, J. L., Nunez-Iglesias, J., Boulogne, F.,
Warner, J. D., Yager, N., Gouillart, E., and Yu, T.: Scikit-image: Image
processing in python, PeerJ, 2014, 1–18, https://doi.org/10.7717/peerj.453,
2014.
Vanhellemont, Q. and Ruddick, K.: Atmospheric correction of metre-scale
optical satellite data for inland and coastal water applications, Remote
Sens. Environ., 216, 586–597, https://doi.org/10.1016/j.rse.2018.07.015,
2018.
Vos, K., Splinter, K. D., Harley, M. D., Simmons, J. A., and Turner, I. L.:
CoastSat: A Google Earth Engine-enabled Python toolkit to extract shorelines
from publicly available satellite imagery, Environ. Model. Softw., 122,
104528, https://doi.org/10.1016/j.envsoft.2019.104528, 2019.
Waikato Regional Council: Waikato Environmental Data Hub, https://www.waikatoregion.govt.nz/environment/envirohub/ (last access: 19 September 2023), 2023.
Wankang, Y., Baoshu, Y., Xingru, F., Dezhou, Y., Guandong, G., and Haiying,
C.: The effect of nonlinear factors on tide-surge interaction: A case study
of Typhoon Rammasun in Tieshan Bay, China, Estuar. Coast. Shelf S., 219,
420–428, https://doi.org/10.1016/j.ecss.2019.01.024, 2019.
Webster, P. J., Holland, G. J., Curry, J. A., and Chang, H. R.: Atmospheric
science: Changes in tropical cyclone number, duration, and intensity in a
warming environment, Science, 309, 1844–1846,
https://doi.org/10.1126/science.1116448, 2005.
Zheng, P., Li, M., Wang, C., Wolf, J., Chen, X., De Dominicis, M., Yao, P., and Hu, Z.: Tide Surge Interaction in the Pearl River Estuary: A Case Study of Typhoon Hato, Front. Mar. Sci., 7, 236, https://doi.org/10.3389/fmars.2020.00236, 2020.
Short summary
For predicting flooding events at the coast, topo-bathymetric data are essential. However, elevation data can be unavailable. To tackle this issue, recent efforts have centred on the use of satellite-derived topography (SDT) and bathymetry (SDB). This work is aimed at evaluating their accuracy and use for flooding prediction in enclosed estuaries. Results show that the use of SDT and SDB in numerical modelling can produce similar predictions when compared to the surveyed elevation data.
For predicting flooding events at the coast, topo-bathymetric data are essential. However,...
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