Articles | Volume 19, issue 3
https://doi.org/10.5194/nhess-19-661-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Special issue:
https://doi.org/10.5194/nhess-19-661-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
29 Mar 2019
Research article |
| 29 Mar 2019
| 29 Mar 2019
Testing empirical and synthetic flood damage models: the case of Italy
CMCC Foundation – Euro-Mediterranean Center on Climate Change and Ca' Foscari University of Venice, Venice, Italy
Anna Rita Scorzini
Department of Civil, Environmental and Architectural Engineering, University of L'Aquila, L'Aquila, Italy
Francesca Carisi
DICAM, Water Resources, University of Bologna, Bologna, Italy
Arthur H. Essenfelder
CMCC Foundation – Euro-Mediterranean Center on Climate Change and Ca' Foscari University of Venice, Venice, Italy
Alessio Domeneghetti
DICAM, Water Resources, University of Bologna, Bologna, Italy
Jaroslav Mysiak
CMCC Foundation – Euro-Mediterranean Center on Climate Change and Ca' Foscari University of Venice, Venice, Italy
Attilio Castellarin
DICAM, Water Resources, University of Bologna, Bologna, Italy
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This article is included in the Encyclopedia of Geosciences
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This article is included in the Encyclopedia of Geosciences
Francesco Dottori, Rui Figueiredo, Mario L. V. Martina, Daniela Molinari, and Anna Rita Scorzini
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This article is included in the Encyclopedia of Geosciences
Jaroslav Mysiak and C. Dionisio Pérez-Blanco
Nat. Hazards Earth Syst. Sci., 16, 2403–2419, https://doi.org/10.5194/nhess-16-2403-2016, https://doi.org/10.5194/nhess-16-2403-2016, 2016
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This article is included in the Encyclopedia of Geosciences
Jaroslav Mysiak, Swenja Surminski, Annegret Thieken, Reinhard Mechler, and Jeroen Aerts
Nat. Hazards Earth Syst. Sci., 16, 2189–2193, https://doi.org/10.5194/nhess-16-2189-2016, https://doi.org/10.5194/nhess-16-2189-2016, 2016
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This article is included in the Encyclopedia of Geosciences
Elco E. Koks, Lorenzo Carrera, Olaf Jonkeren, Jeroen C. J. H. Aerts, Trond G. Husby, Mark Thissen, Gabriele Standardi, and Jaroslav Mysiak
Nat. Hazards Earth Syst. Sci., 16, 1911–1924, https://doi.org/10.5194/nhess-16-1911-2016, https://doi.org/10.5194/nhess-16-1911-2016, 2016
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This article is included in the Encyclopedia of Geosciences
Francesca Carisi, Alessio Domeneghetti, and Attilio Castellarin
Proc. IAHS, 373, 161–166, https://doi.org/10.5194/piahs-373-161-2016, https://doi.org/10.5194/piahs-373-161-2016, 2016
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This article is included in the Encyclopedia of Geosciences
Simone Persiano, Attilio Castellarin, Jose Luis Salinas, Alessio Domeneghetti, and Armando Brath
Proc. IAHS, 373, 95–100, https://doi.org/10.5194/piahs-373-95-2016, https://doi.org/10.5194/piahs-373-95-2016, 2016
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This article is included in the Encyclopedia of Geosciences
F. Carisi, A. Domeneghetti, and A. Castellarin
Proc. IAHS, 370, 209–215, https://doi.org/10.5194/piahs-370-209-2015, https://doi.org/10.5194/piahs-370-209-2015, 2015
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Our study proposes simplified graphical tools (Hypsometric Vulnerability Curves) for assessing the recent dynamics of the flood vulnerability and risk over a large floodable area along the River Po, Northern Italy, and for defining sustainable flood-risk mitigation strategies. We assess the accuracy of the proposed methodology, based on inundation scenarios simulated with a quasi-2D model, by means of a comparison with a traditional approach relying on the simulations of a to a fully-2D model.
This article is included in the Encyclopedia of Geosciences
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Proc. IAHS, 370, 89–95, https://doi.org/10.5194/piahs-370-89-2015, https://doi.org/10.5194/piahs-370-89-2015, 2015
S. Ceola, B. Arheimer, E. Baratti, G. Blöschl, R. Capell, A. Castellarin, J. Freer, D. Han, M. Hrachowitz, Y. Hundecha, C. Hutton, G. Lindström, A. Montanari, R. Nijzink, J. Parajka, E. Toth, A. Viglione, and T. Wagener
Hydrol. Earth Syst. Sci., 19, 2101–2117, https://doi.org/10.5194/hess-19-2101-2015, https://doi.org/10.5194/hess-19-2101-2015, 2015
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We present the outcomes of a collaborative hydrological experiment undertaken by five different international research groups in a virtual laboratory. Moving from the definition of accurate protocols, a rainfall-runoff model was independently applied by the research groups, which then engaged in a comparative discussion. The results revealed that sharing protocols and running the experiment within a controlled environment is fundamental for ensuring experiment repeatability and reproducibility.
This article is included in the Encyclopedia of Geosciences
J. L. Salinas, A. Castellarin, A. Viglione, S. Kohnová, and T. R. Kjeldsen
Hydrol. Earth Syst. Sci., 18, 4381–4389, https://doi.org/10.5194/hess-18-4381-2014, https://doi.org/10.5194/hess-18-4381-2014, 2014
A. Pugliese, A. Castellarin, and A. Brath
Hydrol. Earth Syst. Sci., 18, 3801–3816, https://doi.org/10.5194/hess-18-3801-2014, https://doi.org/10.5194/hess-18-3801-2014, 2014
M. P. Hare, C. van Bers, P. van der Keur, H. J. Henriksen, J. Luther, C. Kuhlicke, F. Jaspers, C. Terwisscha van Scheltinga, J. Mysiak, E. Calliari, K. Warner, H. Daniel, J. Coppola, and P. F. McGrath
Nat. Hazards Earth Syst. Sci., 14, 2157–2163, https://doi.org/10.5194/nhess-14-2157-2014, https://doi.org/10.5194/nhess-14-2157-2014, 2014
A. Domeneghetti, S. Vorogushyn, A. Castellarin, B. Merz, and A. Brath
Hydrol. Earth Syst. Sci., 17, 3127–3140, https://doi.org/10.5194/hess-17-3127-2013, https://doi.org/10.5194/hess-17-3127-2013, 2013
S. A. Archfield, A. Pugliese, A. Castellarin, J. O. Skøien, and J. E. Kiang
Hydrol. Earth Syst. Sci., 17, 1575–1588, https://doi.org/10.5194/hess-17-1575-2013, https://doi.org/10.5194/hess-17-1575-2013, 2013
E. Baratti, A. Montanari, A. Castellarin, J. L. Salinas, A. Viglione, and A. Bezzi
Hydrol. Earth Syst. Sci., 16, 4651–4660, https://doi.org/10.5194/hess-16-4651-2012, https://doi.org/10.5194/hess-16-4651-2012, 2012
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Risk reduction through managed retreat? Investigating enabling conditions and assessing resettlement effects on community resilience in Metro Manila
Brief communication: Lessons learned and experiences gained from building up a global survey on societal resilience to changing droughts
Regional seismic risk assessment based on ground conditions in Uzbekistan
Unveiling transboundary challenges in river flood risk management: learning from the Ciliwung River basin
Quantitative study of storm surge risk assessment in an undeveloped coastal area of China based on deep learning and geographic information system techniques: a case study of Double Moon Bay
Mapping vulnerability to climate change for spatial planning in the region of Stuttgart
Adaptive Behavior of Over a Million Individual Farmers Under Consecutive Droughts: A Large-Scale Agent-Based Modeling Analysis in the Bhima Basin, India
Multisectoral analysis of drought impacts and management responses to the 2008–2015 record drought in the Colorado Basin, Texas
Impacts from cascading multi-hazards using hypergraphs: a case study from the 2015 Gorkha earthquake in Nepal
Simulating multi-hazard event sets for life cycle consequence analysis
Analysis of the effects of urban micro-scale vulnerabilities on tsunami evacuation using an agent-based model – case study in the city of Iquique, Chile
Factors of influence on flood risk perceptions related to Hurricane Dorian: an assessment of heuristics, time dynamics, and accuracy of risk perceptions
Anticipating a risky future: long short-term memory (LSTM) models for spatiotemporal extrapolation of population data in areas prone to earthquakes and tsunamis in Lima, Peru
A new regionally consistent exposure database for Central Asia: population and residential buildings
Study on seismic risk assessment model of water supply systems in mainland China
Mapping current and future flood exposure using a 5 m flood model and climate change projections
A New Method for Calculating Highway Blocking due to High Impact Weather Conditions
Brief communication: On the environmental impacts of the 2023 floods in Emilia-Romagna (Italy)
A regional-scale approach to assessing non-residential building, transportation and cropland exposure in Central Asia
Towards a global impact-based forecasting model for tropical cyclones
Identifying vulnerable populations in urban society: a case study in a flood-prone district of Wuhan, China
An assessment of potential improvements in social capital, risk awareness, and preparedness from digital technologies
Spatial accessibility of emergency medical services under inclement weather: a case study in Beijing, China
Review article: Current approaches and critical issues in multi-risk recovery planning of urban areas exposed to natural hazards
Estimating emergency costs for earthquakes and floods in Central Asia based on modelled losses
Compound flood impacts from Hurricane Sandy on New York City in climate-driven storylines
Regional-scale landslide risk assessment in Central Asia
Cost estimation for the monitoring instrumentation of landslide early warning systems
Harikesan Baskaran, Ioanna Ioannou, Tiziana Rossetto, Jonas Cels, Mathis Joffrain, Nicolas Mortegoutte, Aurelie Fallon Saint-Lo, and Catalina Spataru
Nat. Hazards Earth Syst. Sci., 25, 49–76, https://doi.org/10.5194/nhess-25-49-2025, https://doi.org/10.5194/nhess-25-49-2025, 2025
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There is a global need for insuring green economy assets against natural hazard events. But their complexity and low exposure history mean the data required for vulnerability evaluation by the insurance industry are scarce. A systematic literature review is conducted in this study to determine the suitability of current published literature for this purpose. Knowledge gaps are charted, and a representative asset–hazard taxonomy is proposed to guide future quantitative research.
This article is included in the Encyclopedia of Geosciences
Gabriela Guimarães Nobre, Jamie Towner, Bernardino Nhantumbo, Célio João da Conceição Marcos Matuele, Isaias Raiva, Massimiliano Pasqui, Sara Quaresima, and Rogério Manuel Lemos Pereira Bonifácio
Nat. Hazards Earth Syst. Sci., 24, 4661–4682, https://doi.org/10.5194/nhess-24-4661-2024, https://doi.org/10.5194/nhess-24-4661-2024, 2024
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The
This article is included in the Encyclopedia of Geosciences
Ready, Set & Go!system, developed by the World Food Programme and partners, employs seasonal forecasts to tackle droughts in Mozambique. With the Maputo Declaration, efforts to expand early warning systems are aligning with global initiatives for universal protection by 2027. Through advanced forecasting and anticipatory action, it could cover 76 % of districts against severe droughts, reaching 87 % national coverage for the first months of the rainy season.
Elisabeth Schoepfer, Jörn Lauterjung, Torsten Riedlinger, Harald Spahn, Juan Camilo Gómez Zapata, Christian D. León, Hugo Rosero-Velásquez, Sven Harig, Michael Langbein, Nils Brinckmann, Günter Strunz, Christian Geiß, and Hannes Taubenböck
Nat. Hazards Earth Syst. Sci., 24, 4631–4660, https://doi.org/10.5194/nhess-24-4631-2024, https://doi.org/10.5194/nhess-24-4631-2024, 2024
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In this paper, we provide a brief introduction of the paradigm shift from managing disasters to managing risks, followed by single-hazard to multi-risk assessment. We highlight four global strategies that address disaster risk reduction and call for action. Subsequently, we present a conceptual approach for multi-risk assessment which was designed to serve potential users like disaster risk managers, urban planners or operators of critical infrastructure to increase their capabilities.
This article is included in the Encyclopedia of Geosciences
Luciano Pavesi, Elena Volpi, and Aldo Fiori
Nat. Hazards Earth Syst. Sci., 24, 4507–4522, https://doi.org/10.5194/nhess-24-4507-2024, https://doi.org/10.5194/nhess-24-4507-2024, 2024
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Several sources of uncertainty affect flood risk estimation for reliable assessment for investment, insurance and risk management. Here, we consider the uncertainty of large-scale flood hazard modeling, providing a range of risk values that show significant variability depending on geomorphic factors and land use types. This allows for identifying the critical points where single-value estimates may underestimate the risk and the areas of vulnerability for prioritizing risk reduction efforts.
This article is included in the Encyclopedia of Geosciences
Tzu-Hsin Karen Chen, Kuan-Hui Elaine Lin, Thung-Hong Lin, Gee-Yu Liu, Chin-Hsun Yeh, and Diana Maria Ceballos
Nat. Hazards Earth Syst. Sci., 24, 4457–4471, https://doi.org/10.5194/nhess-24-4457-2024, https://doi.org/10.5194/nhess-24-4457-2024, 2024
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This study shows migration patterns to be a critical factor in seismic fatalities. Analyzing the Chi-Chi earthquake in Taiwan, we find that lower income and a higher indigenous population at migrants' origins are correlated with higher fatalities at their destinations. This underscores the need for affordable and safe housing on the outskirts of megacities, where migrants from lower-income and historically marginalized groups are more likely to reside due to precarious employment conditions.
This article is included in the Encyclopedia of Geosciences
Kushagra Pandey, Jens A. de Bruijn, Hans de Moel, W. J. Wouter Botzen, and Jeroen C. J. H. Aerts
Nat. Hazards Earth Syst. Sci., 24, 4409–4429, https://doi.org/10.5194/nhess-24-4409-2024, https://doi.org/10.5194/nhess-24-4409-2024, 2024
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As sea levels rise, coastal areas will experience more frequent flooding, and salt water will start seeping into the soil, which is a serious issue for farmers who rely on good soil quality for their crops. Here, we studied coastal Mozambique to understand the risks from sea level rise and flooding by looking at how salt intrusion affects farming and how floods damage buildings. We find that 15 %–21 % of coastal households will adapt and 13 %–20 % will migrate to inland areas in the future.
This article is included in the Encyclopedia of Geosciences
Saskia Arndt and Stefan Heiland
Nat. Hazards Earth Syst. Sci., 24, 4369–4383, https://doi.org/10.5194/nhess-24-4369-2024, https://doi.org/10.5194/nhess-24-4369-2024, 2024
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This study provides an overview of the current status of climate change adaptation in plans for water management, spatial planning and landscape planning in the Spree river basin. Only 39 % of 28 plans analysed specify objectives and measures for adaptation to climate change. To fill this gap, more frequent updates of plans, a stronger focus on multifunctional measures, and the adaptation of best-practice examples for systematic integration of climate change impacts and adaptation are needed.
This article is included in the Encyclopedia of Geosciences
Laura T. Massano, Giorgia Fosser, Marco Gaetani, and Cécile Caillaud
Nat. Hazards Earth Syst. Sci., 24, 4293–4315, https://doi.org/10.5194/nhess-24-4293-2024, https://doi.org/10.5194/nhess-24-4293-2024, 2024
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Traditional wine-growing regions are threatened by expected climate change. Climate models and observations are used to calculate bioclimatic indices based on both temperature and precipitation. These indices are correlated with grape productivity in two wine-growing regions in Italy. This analysis paves the way for using climate models to study how climate change will affect wine production in the future.
This article is included in the Encyclopedia of Geosciences
María-Paz Reyes-Hardy, Luigia Sara Di Maio, Lucia Dominguez, Corine Frischknecht, Sébastien Biass, Leticia Freitas Guimarães, Amiel Nieto-Torres, Manuela Elissondo, Gabriela Pedreros, Rigoberto Aguilar, Álvaro Amigo, Sebastián García, Pablo Forte, and Costanza Bonadonna
Nat. Hazards Earth Syst. Sci., 24, 4267–4291, https://doi.org/10.5194/nhess-24-4267-2024, https://doi.org/10.5194/nhess-24-4267-2024, 2024
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The Central Volcanic Zone of the Andes (CVZA) spans four countries with 59 volcanoes. We identify those with the most intense and frequent eruptions and the highest potential impact that require risk mitigation actions. Using multiple risk factors, we encourage the use of regional volcanic risk assessments to analyse the level of preparedness especially of transboundary volcanoes. We hope that our work will motivate further collaborative studies and promote cooperation between CVZA countries.
This article is included in the Encyclopedia of Geosciences
Mario A. Salgado-Gálvez, Mario Ordaz, Benjamín Huerta, Osvaldo Garay, Carlos Avelar, Ettore Fagà, Mohsen Kohrangi, Paola Ceresa, Georgios Triantafyllou, and Ulugbek T. Begaliev
Nat. Hazards Earth Syst. Sci., 24, 3851–3868, https://doi.org/10.5194/nhess-24-3851-2024, https://doi.org/10.5194/nhess-24-3851-2024, 2024
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Central Asia is prone to earthquake losses, which can heavily impact different types of assets. This paper presents the details of a probabilistic earthquake risk model which made use of a regionally consistent approach to assess feasible earthquake losses in five countries. Results are presented in terms of commonly used risk metrics, which are aimed at facilitating a policy dialogue regarding different disaster risk management strategies, from risk mitigation to disaster risk financing.
This article is included in the Encyclopedia of Geosciences
Zhuyu Yang, Bruno Barroca, Ahmed Mebarki, Katia Laffréchine, Hélène Dolidon, and Lionel Lilas
Nat. Hazards Earth Syst. Sci., 24, 3723–3753, https://doi.org/10.5194/nhess-24-3723-2024, https://doi.org/10.5194/nhess-24-3723-2024, 2024
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To integrate resilience assessment into practical management, this study designs a step-by-step guide that enables managers of critical infrastructure (CI) to create specific indicator systems tailored to real cases. This guide considers the consequences of hazards to CI and the cost–benefit analysis and side effects of implementable actions. The assessment results assist managers, as they are based on a multi-criterion framework that addresses several factors valued in practical management.
This article is included in the Encyclopedia of Geosciences
Natalie Piazza, Luca Malanchini, Edoardo Nevola, and Giorgio Vacchiano
Nat. Hazards Earth Syst. Sci., 24, 3579–3595, https://doi.org/10.5194/nhess-24-3579-2024, https://doi.org/10.5194/nhess-24-3579-2024, 2024
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Natural disturbances are projected to intensify in the future, threatening our forests and their functions such as wood production, protection against natural hazards, and carbon sequestration. By assessing risks to forests from wind and fire damage, alongside the vulnerability of carbon, it is possible to prioritize forest stands at high risk. In this study, we propose a novel methodological approach to support climate-smart forest management and inform better decision-making.
This article is included in the Encyclopedia of Geosciences
Peng Zou, Gang Luo, Yuzhang Bi, and Hanhua Xu
Nat. Hazards Earth Syst. Sci., 24, 3497–3517, https://doi.org/10.5194/nhess-24-3497-2024, https://doi.org/10.5194/nhess-24-3497-2024, 2024
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The pile–slab retaining wall, an innovative rockfall shield, is widely used in China's western mountains. However, its dynamic impact response and resistance remain unclear due to structural complexity. A comprehensive dynamic analysis of the structure, under various impacts, was done using the finite-element method. The maximum impact energy that the structure can withstand is 905 kJ, and various indexes were obtained.
This article is included in the Encyclopedia of Geosciences
Cassiano Bastos Moroz and Annegret H. Thieken
Nat. Hazards Earth Syst. Sci., 24, 3299–3314, https://doi.org/10.5194/nhess-24-3299-2024, https://doi.org/10.5194/nhess-24-3299-2024, 2024
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We evaluate the influence of urban processes on the impacts of the 2023 disaster that hit the North Coast of São Paulo, Brazil. The impacts of the disaster were largely associated with rapid urban expansion over the last 3 decades, with a recent occupation of risky areas. Moreover, lower-income neighborhoods were considerably more severely impacted, which evidences their increased exposure to such events. These results highlight the strong association between disaster risk and urban poverty.
This article is included in the Encyclopedia of Geosciences
Fangyu Tian, Yun Su, Xudong Chen, and Le Tao
Nat. Hazards Earth Syst. Sci. Discuss., https://doi.org/10.5194/nhess-2024-159, https://doi.org/10.5194/nhess-2024-159, 2024
Revised manuscript accepted for NHESS
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This study developed a model of extreme drought-induced famine processes and response mechanisms in ancient China. Spatial distribution of drought and famine during the Chenghua Drought and the Wanli Drought was constructed. By categorizing drought-affected counties into three types, a comparative analysis of the differences in famine severity and response effectiveness between the Chenghua and Wanli droughts was conducted.
This article is included in the Encyclopedia of Geosciences
Nadja Veigel, Heidi Kreibich, Jens A. de Bruijn, Jeroen C. J. H. Aerts, and Andrea Cominola
EGUsphere, https://doi.org/10.5194/egusphere-2024-2556, https://doi.org/10.5194/egusphere-2024-2556, 2024
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This study explores how social media, specifically Twitter (X), can help understand public reactions to floods in Germany from 2014 to 2021. Using large language models, we extract topics and patterns of behavior from flood-related tweets. The findings offer insights to improve communication and disaster management. Topics related to low-impact flooding contain descriptive hazard-related content, while the focus shifts to catastrophic impacts and responsibilities during high-impact events.
This article is included in the Encyclopedia of Geosciences
Andra-Cosmina Albulescu and Iuliana Armaș
Nat. Hazards Earth Syst. Sci., 24, 2895–2922, https://doi.org/10.5194/nhess-24-2895-2024, https://doi.org/10.5194/nhess-24-2895-2024, 2024
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This study delves into the dynamics of vulnerability within a multi-hazard context, proposing an enhanced impact-chain-based framework that analyses the augmentation of vulnerability. The case study refers to the flood events and the COVID-19 pandemic that affected Romania (2020–2021). The impact chain shows that (1) the unforeseen implications of impacts, (2) the wrongful action of adaptation options, and (3) inaction can form the basis for increased vulnerability.
This article is included in the Encyclopedia of Geosciences
Marie-Luise Zenker, Philip Bubeck, and Annegret H. Thieken
Nat. Hazards Earth Syst. Sci., 24, 2837–2856, https://doi.org/10.5194/nhess-24-2837-2024, https://doi.org/10.5194/nhess-24-2837-2024, 2024
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Despite the visible flood damage, mental health is a growing concern. Yet, there is limited data in Germany on mental health impacts after floods. A survey in a heavily affected region revealed that 28 % of respondents showed signs of post-traumatic stress disorder 1 year later. Risk factors include gender, serious injury or illness due to flooding, and feeling left alone to cope with impacts. The study highlights the need for tailored mental health support for flood-affected populations.
This article is included in the Encyclopedia of Geosciences
Mohsen Ghafory-Ashtiany and Hooman Motamed
Nat. Hazards Earth Syst. Sci., 24, 2707–2726, https://doi.org/10.5194/nhess-24-2707-2024, https://doi.org/10.5194/nhess-24-2707-2024, 2024
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Iranian insurers have been offering earthquake coverage since the 1990s. However, despite international best practices, they still do not use modern methods for risk pricing and management. As such, they seem to be accumulating seismic risk over time. This paper examines the viability of this market in Iran by comparing the local market practices with international best practices in earthquake risk pricing (catastrophe modeling) and insurance risk management (European Solvency II regime).
This article is included in the Encyclopedia of Geosciences
Javier Revilla Diez, Roxana Leitold, Van Tran, and Matthias Garschagen
Nat. Hazards Earth Syst. Sci., 24, 2425–2440, https://doi.org/10.5194/nhess-24-2425-2024, https://doi.org/10.5194/nhess-24-2425-2024, 2024
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Micro-businesses, often overlooked in adaptation research, show surprising willingness to contribute to collective adaptation despite limited finances and local support. Based on a study in Ho Chi Minh City in Vietnam, approximately 70 % are ready for awareness campaigns, and 39 % would provide financial support if costs were shared. These findings underscore the need for increased involvement of micro-businesses in local adaptation plans to enhance collective adaptive capacity.
This article is included in the Encyclopedia of Geosciences
Kang He, Qing Yang, Xinyi Shen, Elias Dimitriou, Angeliki Mentzafou, Christina Papadaki, Maria Stoumboudi, and Emmanouil N. Anagnostou
Nat. Hazards Earth Syst. Sci., 24, 2375–2382, https://doi.org/10.5194/nhess-24-2375-2024, https://doi.org/10.5194/nhess-24-2375-2024, 2024
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About 820 km2 of agricultural land was inundated in central Greece due to Storm Daniel. A detailed analysis revealed that the crop most affected by the flooding was cotton; the inundated area of more than 282 km2 comprised ~ 30 % of the total area planted with cotton in central Greece. In terms of livestock, we estimate that more than 14 000 ornithoids and 21 500 sheep and goats were affected. Consequences for agriculture and animal husbandry in Greece are expected to be severe.
This article is included in the Encyclopedia of Geosciences
Gabriele Bertoli, Chiara Arrighi, and Enrica Caporali
Nat. Hazards Earth Syst. Sci. Discuss., https://doi.org/10.5194/nhess-2024-105, https://doi.org/10.5194/nhess-2024-105, 2024
Revised manuscript accepted for NHESS
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Environmental assets are crucial to sustain and fulfil life on Earth through ecosystem services. Assessing their flood risk is thus seminal, besides required by several norms. Even though, this field is not yet sufficiently developed. We explored the exposure component of the flood risk, and developed an evaluating methodology based on the ecosystem services provided by the environmental assets, to discern assets and areas more important than others with metrics suitable to large scale studies.
This article is included in the Encyclopedia of Geosciences
Hannes Lauer, Carmeli Marie C. Chaves, Evelyn Lorenzo, Sonia Islam, and Jörn Birkmann
Nat. Hazards Earth Syst. Sci., 24, 2243–2261, https://doi.org/10.5194/nhess-24-2243-2024, https://doi.org/10.5194/nhess-24-2243-2024, 2024
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In many urban areas, people face high exposure to hazards. Resettling them to safer locations becomes a major strategy, not least because of climate change. This paper dives into the success factors of government-led resettlement in Manila and finds surprising results which challenge the usual narrative and fuel the conversation on resettlement as an adaptation strategy. Contrary to expectations, the location – whether urban or rural – of the new home is less important than safety from floods.
This article is included in the Encyclopedia of Geosciences
Marina Batalini de Macedo, Marcos Roberto Benso, Karina Simone Sass, Eduardo Mario Mendiondo, Greicelene Jesus da Silva, Pedro Gustavo Câmara da Silva, Elisabeth Shrimpton, Tanaya Sarmah, Da Huo, Michael Jacobson, Abdullah Konak, Nazmiye Balta-Ozkan, and Adelaide Cassia Nardocci
Nat. Hazards Earth Syst. Sci., 24, 2165–2173, https://doi.org/10.5194/nhess-24-2165-2024, https://doi.org/10.5194/nhess-24-2165-2024, 2024
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With climate change, societies increasingly need to adapt to deal with more severe droughts and the impacts they can have on food production. To make better adaptation decisions, drought resilience indicators can be used. To build these indicators, surveys with experts can be done. However, designing surveys is a costly process that can influence how experts respond. In this communication, we aim to deal with the challenges encountered in the development of surveys to help further research.
This article is included in the Encyclopedia of Geosciences
Vakhitkhan Alikhanovich Ismailov, Sharofiddin Ismatullayevich Yodgorov, Akhror Sabriddinovich Khusomiddinov, Eldor Makhmadiyorovich Yadigarov, Bekzod Uktamovich Aktamov, and Shuhrat Bakhtiyorovich Avazov
Nat. Hazards Earth Syst. Sci., 24, 2133–2146, https://doi.org/10.5194/nhess-24-2133-2024, https://doi.org/10.5194/nhess-24-2133-2024, 2024
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For the basis of seismic risk assessment, maps of seismic intensity increment and an improved map of seismic hazard have been developed, taking into account the engineering-geological conditions of the territory of Uzbekistan and the seismic characteristics of soils. For seismic risk map development, databases were created based on geographic information system platforms, allowing us to systematize and evaluate the regional distribution of information.
This article is included in the Encyclopedia of Geosciences
Harkunti Pertiwi Rahayu, Khonsa Indana Zulfa, Dewi Nurhasanah, Richard Haigh, Dilanthi Amaratunga, and In In Wahdiny
Nat. Hazards Earth Syst. Sci., 24, 2045–2064, https://doi.org/10.5194/nhess-24-2045-2024, https://doi.org/10.5194/nhess-24-2045-2024, 2024
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Transboundary flood risk management in the Ciliwung River basin is placed in a broader context of disaster management, environmental science, and governance. This is particularly relevant for areas of research involving the management of shared water resources, the impact of regional development on flood risk, and strategies to reduce economic losses from flooding.
This article is included in the Encyclopedia of Geosciences
Lichen Yu, Hao Qin, Shining Huang, Wei Wei, Haoyu Jiang, and Lin Mu
Nat. Hazards Earth Syst. Sci., 24, 2003–2024, https://doi.org/10.5194/nhess-24-2003-2024, https://doi.org/10.5194/nhess-24-2003-2024, 2024
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This paper proposes a quantitative storm surge risk assessment method for data-deficient regions. A coupled model is used to simulate five storm surge scenarios. Deep learning is used to extract building footprints. Economic losses are calculated by combining adjusted depth–damage functions with inundation simulation results. Zoning maps illustrate risk levels based on economic losses, aiding in disaster prevention measures to reduce losses in coastal areas.
This article is included in the Encyclopedia of Geosciences
Joanna M. McMillan, Franziska Göttsche, Joern Birkmann, Rainer Kapp, Corinna Schmidt, Britta Weisser, and Ali Jamshed
EGUsphere, https://doi.org/10.5194/egusphere-2024-1407, https://doi.org/10.5194/egusphere-2024-1407, 2024
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Adapting to climate extremes is a challenge for spatial planning. Risk maps that include not just a consideration of hazards but also social vulnerability can help. We develop social vulnerability maps for the Stuttgart region, Germany. We show the maps, describe how and why we developed them, and provide an analysis of practitioners’ needs and their feedback. Insights presented in this paper can help to improve map usability and to better link research and planning practice.
This article is included in the Encyclopedia of Geosciences
Maurice W. M. L. Kalthof, Jens de Bruijn, Hans de Moel, Heidi Kreibich, and Jeroen C. J. H. Aerts
EGUsphere, https://doi.org/10.5194/egusphere-2024-1588, https://doi.org/10.5194/egusphere-2024-1588, 2024
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Our study explores how farmers in India's Bhima basin respond to consecutive droughts. We simulated all farmers' individual choices—like changing crops or digging wells—and their effects on profits, yields, and water resources. Results show these adaptations, while improving incomes, ultimately increase drought vulnerability and damages. Such insights emphasize the need for alternative adaptations and highlight the value of socio-hydrology models in shaping policies to lessen drought impacts.
This article is included in the Encyclopedia of Geosciences
Stephen B. Ferencz, Ning Sun, Sean W. D. Turner, Brian A. Smith, and Jennie S. Rice
Nat. Hazards Earth Syst. Sci., 24, 1871–1896, https://doi.org/10.5194/nhess-24-1871-2024, https://doi.org/10.5194/nhess-24-1871-2024, 2024
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Drought has long posed an existential threat to society. Population growth, economic development, and the potential for more extreme and prolonged droughts due to climate change pose significant water security challenges. Better understanding the impacts and adaptive responses resulting from extreme drought can aid adaptive planning. The 2008–2015 record drought in the Colorado Basin, Texas, United States, is used as a case study to assess impacts and responses to severe drought.
This article is included in the Encyclopedia of Geosciences
Alex Dunant, Tom R. Robinson, Alexander Logan Densmore, Nick J. Rosser, Ragindra Man Rajbhandari, Mark Kincey, Sihan Li, Prem Raj Awasthi, Max Van Wyk de Vries, Ramesh Guragain, Erin Harvey, and Simon Dadson
EGUsphere, https://doi.org/10.5194/egusphere-2024-1374, https://doi.org/10.5194/egusphere-2024-1374, 2024
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Our study introduces a new method using hypergraph theory to assess risks from interconnected natural hazards. Traditional models often overlook how these hazards can interact and worsen each other's effects. By applying our method to the 2015 Nepal earthquake, we successfully demonstrated its ability to predict broad damage patterns, despite slightly overestimating impacts. Being able to anticipate the effects of complex, interconnected hazards is critical for disaster preparedness.
This article is included in the Encyclopedia of Geosciences
Leandro Iannacone, Kenneth Otárola, Roberto Gentile, and Carmine Galasso
Nat. Hazards Earth Syst. Sci., 24, 1721–1740, https://doi.org/10.5194/nhess-24-1721-2024, https://doi.org/10.5194/nhess-24-1721-2024, 2024
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The paper presents a review of the available classifications for hazard interactions in a multi-hazard context, and it incorporates such classifications from a modeling perspective. The outcome is a sequential Monte Carlo approach enabling efficient simulation of multi-hazard event sets (i.e., sequences of events throughout the life cycle). These event sets can then be integrated into frameworks for the quantification of consequences for the purposes of life cycle consequence (LCCon) analysis.
This article is included in the Encyclopedia of Geosciences
Rodrigo Cienfuegos, Gonzalo Álvarez, Jorge León, Alejandro Urrutia, and Sebastián Castro
Nat. Hazards Earth Syst. Sci., 24, 1485–1500, https://doi.org/10.5194/nhess-24-1485-2024, https://doi.org/10.5194/nhess-24-1485-2024, 2024
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This study carries out a detailed analysis of possible tsunami evacuation scenarios in the city of Iquique in Chile. Evacuation modeling and tsunami modeling are integrated, allowing for an estimation of the potential number of people that the inundation may reach under different scenarios by emulating the dynamics and behavior of the population and their decision-making regarding the starting time of the evacuation.
This article is included in the Encyclopedia of Geosciences
Laurine A. de Wolf, Peter J. Robinson, W. J. Wouter Botzen, Toon Haer, Jantsje M. Mol, and Jeffrey Czajkowski
Nat. Hazards Earth Syst. Sci., 24, 1303–1318, https://doi.org/10.5194/nhess-24-1303-2024, https://doi.org/10.5194/nhess-24-1303-2024, 2024
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An understanding of flood risk perceptions may aid in improving flood risk communication. We conducted a survey among 871 coastal residents in Florida who were threatened to be flooded by Hurricane Dorian. Part of the original sample was resurveyed after Dorian failed to make landfall to investigate changes in risk perception. We find a strong influence of previous flood experience and social norms on flood risk perceptions. Furthermore, flood risk perceptions declined after the near-miss event.
This article is included in the Encyclopedia of Geosciences
Christian Geiß, Jana Maier, Emily So, Elisabeth Schoepfer, Sven Harig, Juan Camilo Gómez Zapata, and Yue Zhu
Nat. Hazards Earth Syst. Sci., 24, 1051–1064, https://doi.org/10.5194/nhess-24-1051-2024, https://doi.org/10.5194/nhess-24-1051-2024, 2024
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We establish a model of future geospatial population distributions to quantify the number of people living in earthquake-prone and tsunami-prone areas of Lima and Callao, Peru, for the year 2035. Areas of high earthquake intensity will experience a population growth of almost 30 %. The population in the tsunami inundation area is estimated to grow by more than 60 %. Uncovering those relations can help urban planners and policymakers to develop effective risk mitigation strategies.
This article is included in the Encyclopedia of Geosciences
Chiara Scaini, Alberto Tamaro, Baurzhan Adilkhan, Satbek Sarzhanov, Vakhitkhan Ismailov, Ruslan Umaraliev, Mustafo Safarov, Vladimir Belikov, Japar Karayev, and Ettore Faga
Nat. Hazards Earth Syst. Sci., 24, 929–945, https://doi.org/10.5194/nhess-24-929-2024, https://doi.org/10.5194/nhess-24-929-2024, 2024
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Central Asia is highly exposed to multiple hazards, including earthquakes, floods and landslides, for which risk reduction strategies are currently under development. We provide a regional-scale database of assets at risk, including population and residential buildings, based on existing information and recent data collected for each Central Asian country. The population and number of buildings are also estimated for the year 2080 to support the definition of disaster risk reduction strategies.
This article is included in the Encyclopedia of Geosciences
Tianyang Yu, Banghua Lu, Hui Jiang, and Zhi Liu
Nat. Hazards Earth Syst. Sci., 24, 803–822, https://doi.org/10.5194/nhess-24-803-2024, https://doi.org/10.5194/nhess-24-803-2024, 2024
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A basic database for seismic risk assessment of 720 urban water supply systems in mainland China is established. The parameters of the seismic risk curves of 720 cities are calculated. The seismic fragility curves of various facilities in the water supply system are given based on the logarithmic normal distribution model. The expected seismic loss and the expected loss rate index of 720 urban water supply systems in mainland China in the medium and long term are given.
This article is included in the Encyclopedia of Geosciences
Connor Darlington, Jonathan Raikes, Daniel Henstra, Jason Thistlethwaite, and Emma K. Raven
Nat. Hazards Earth Syst. Sci., 24, 699–714, https://doi.org/10.5194/nhess-24-699-2024, https://doi.org/10.5194/nhess-24-699-2024, 2024
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The impacts of climate change on local floods require precise maps that clearly demarcate changes to flood exposure; however, most maps lack important considerations that reduce their utility in policy and decision-making. This article presents a new approach to identifying current and projected flood exposure using a 5 m model. The results highlight advancements in the mapping of flood exposure with implications for flood risk management.
This article is included in the Encyclopedia of Geosciences
Duanyang Liu, Tian Jing, Mingyue Yan, Ismail Gultepe, Yunxuan Bao, Hongbin Wang, and Fan Zu
Nat. Hazards Earth Syst. Sci. Discuss., https://doi.org/10.5194/nhess-2023-230, https://doi.org/10.5194/nhess-2023-230, 2024
Revised manuscript accepted for NHESS
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The highway-blocking events are characterized by diurnal variation. A classification method of severity levels of highway blocking is developed into five levels. The severity levels of highway blocking due to high-impact weather are evaluated. A method for calculating the degree of highway load in China is proposed. A quantitative assessment of the losses of highway blocking due to dense fog is conducted. The highway losses caused by dense fog are concentrated in North, East and Southwest China.
This article is included in the Encyclopedia of Geosciences
Chiara Arrighi and Alessio Domeneghetti
Nat. Hazards Earth Syst. Sci., 24, 673–679, https://doi.org/10.5194/nhess-24-673-2024, https://doi.org/10.5194/nhess-24-673-2024, 2024
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In this communication, we reflect on environmental flood impacts by analysing the reported environmental consequences of the 2023 Emilia-Romagna floods. The most frequently reported damage involves water resources and water-related ecosystems. Indirect effects in time and space, intrinsic recovery capacity, cascade impacts on socio-economic systems, and the lack of established monitoring activities appear to be the most challenging aspects for future research.
This article is included in the Encyclopedia of Geosciences
Chiara Scaini, Alberto Tamaro, Baurzhan Adilkhan, Satbek Sarzhanov, Zukhritdin Ergashev, Ruslan Umaraliev, Mustafo Safarov, Vladimir Belikov, Japar Karayev, and Ettore Fagà
Nat. Hazards Earth Syst. Sci., 24, 355–373, https://doi.org/10.5194/nhess-24-355-2024, https://doi.org/10.5194/nhess-24-355-2024, 2024
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Central Asia is prone to multiple hazards such as floods, landslides and earthquakes, which can affect a wide range of assets at risk. We develop the first regionally consistent database of assets at risk for non-residential buildings, transportation and croplands in Central Asia. The database combines global and regional data sources and country-based information and supports the development of regional-scale disaster risk reduction strategies for the Central Asia region.
This article is included in the Encyclopedia of Geosciences
Mersedeh Kooshki Forooshani, Marc van den Homberg, Kyriaki Kalimeri, Andreas Kaltenbrunner, Yelena Mejova, Leonardo Milano, Pauline Ndirangu, Daniela Paolotti, Aklilu Teklesadik, and Monica L. Turner
Nat. Hazards Earth Syst. Sci., 24, 309–329, https://doi.org/10.5194/nhess-24-309-2024, https://doi.org/10.5194/nhess-24-309-2024, 2024
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We improve an existing impact forecasting model for the Philippines by transforming the target variable (percentage of damaged houses) to a fine grid, using only features which are globally available. We show that our two-stage model conserves the performance of the original and even has the potential to introduce savings in anticipatory action resources. Such model generalizability is important in increasing the applicability of such tools around the world.
This article is included in the Encyclopedia of Geosciences
Jia Xu, Makoto Takahashi, and Weifu Li
Nat. Hazards Earth Syst. Sci., 24, 179–197, https://doi.org/10.5194/nhess-24-179-2024, https://doi.org/10.5194/nhess-24-179-2024, 2024
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Through the development of micro-individual social vulnerability indicators and cluster analysis, this study assessed the level of social vulnerability of 599 residents from 11 communities in the Hongshan District of Wuhan. The findings reveal three levels of social vulnerability: high, medium, and low. Quantitative assessments offer specific comparisons between distinct units, and the results indicate that different types of communities have significant differences in social vulnerability.
This article is included in the Encyclopedia of Geosciences
Tommaso Piseddu, Mathilda Englund, and Karina Barquet
Nat. Hazards Earth Syst. Sci., 24, 145–161, https://doi.org/10.5194/nhess-24-145-2024, https://doi.org/10.5194/nhess-24-145-2024, 2024
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Contributions to social capital, risk awareness, and preparedness constitute the parameters to test applications in disaster risk management. We propose an evaluation of four of these: mobile positioning data, social media crowdsourcing, drones, and satellite imaging. The analysis grants the opportunity to investigate how different methods to evaluate surveys' results may influence final preferences. We find that the different assumptions on which these methods rely deliver diverging results.
This article is included in the Encyclopedia of Geosciences
Yuting Zhang, Kai Liu, Xiaoyong Ni, Ming Wang, Jianchun Zheng, Mengting Liu, and Dapeng Yu
Nat. Hazards Earth Syst. Sci., 24, 63–77, https://doi.org/10.5194/nhess-24-63-2024, https://doi.org/10.5194/nhess-24-63-2024, 2024
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This article is aimed at developing a method to quantify the influence of inclement weather on the accessibility of emergency medical services (EMSs) in Beijing, China, and identifying the vulnerable areas that could not get timely EMSs under inclement weather. We found that inclement weather could reduce the accessibility of EMSs by up to 40%. Furthermore, towns with lower baseline EMSs accessibility are more vulnerable when inclement weather occurs.
This article is included in the Encyclopedia of Geosciences
Soheil Mohammadi, Silvia De Angeli, Giorgio Boni, Francesca Pirlone, and Serena Cattari
Nat. Hazards Earth Syst. Sci., 24, 79–107, https://doi.org/10.5194/nhess-24-79-2024, https://doi.org/10.5194/nhess-24-79-2024, 2024
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This paper critically reviews disaster recovery literature from a multi-risk perspective. Identified key challenges encompass the lack of approaches integrating physical reconstruction and socio-economic recovery, the neglect of multi-risk interactions, the limited exploration of recovery from a pre-disaster planning perspective, and the low consideration of disaster recovery as a non-linear process in which communities need change over time.
This article is included in the Encyclopedia of Geosciences
Emilio Berny, Carlos Avelar, Mario A. Salgado-Gálvez, and Mario Ordaz
Nat. Hazards Earth Syst. Sci., 24, 53–62, https://doi.org/10.5194/nhess-24-53-2024, https://doi.org/10.5194/nhess-24-53-2024, 2024
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This paper presents a methodology to estimate the total emergency costs based on modelled damages for earthquakes and floods, together with the demographic and building characteristics of the study area. The methodology has been applied in five countries in central Asia, the first time that these estimates are made available for the study area and are intended to be useful for regional and local stakeholders and decision makers.
This article is included in the Encyclopedia of Geosciences
Henrique M. D. Goulart, Irene Benito Lazaro, Linda van Garderen, Karin van der Wiel, Dewi Le Bars, Elco Koks, and Bart van den Hurk
Nat. Hazards Earth Syst. Sci., 24, 29–45, https://doi.org/10.5194/nhess-24-29-2024, https://doi.org/10.5194/nhess-24-29-2024, 2024
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We explore how Hurricane Sandy (2012) could flood New York City under different scenarios, including climate change and internal variability. We find that sea level rise can quadruple coastal flood volumes, while changes in Sandy's landfall location can double flood volumes. Our results show the need for diverse scenarios that include climate change and internal variability and for integrating climate information into a modelling framework, offering insights for high-impact event assessments.
This article is included in the Encyclopedia of Geosciences
Francesco Caleca, Chiara Scaini, William Frodella, and Veronica Tofani
Nat. Hazards Earth Syst. Sci., 24, 13–27, https://doi.org/10.5194/nhess-24-13-2024, https://doi.org/10.5194/nhess-24-13-2024, 2024
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Landslide risk analysis is a powerful tool because it allows us to identify where physical and economic losses could occur due to a landslide event. The purpose of our work was to provide the first regional-scale analysis of landslide risk for central Asia, and it represents an advanced step in the field of risk analysis for very large areas. Our findings show, per square kilometer, a total risk of about USD 3.9 billion and a mean risk of USD 0.6 million.
This article is included in the Encyclopedia of Geosciences
Marta Sapena, Moritz Gamperl, Marlene Kühnl, Carolina Garcia-Londoño, John Singer, and Hannes Taubenböck
Nat. Hazards Earth Syst. Sci., 23, 3913–3930, https://doi.org/10.5194/nhess-23-3913-2023, https://doi.org/10.5194/nhess-23-3913-2023, 2023
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A new approach for the deployment of landslide early warning systems (LEWSs) is proposed. We combine data-driven landslide susceptibility mapping and population maps to identify exposed locations. We estimate the cost of monitoring sensors and demonstrate that LEWSs could be installed with a budget ranging from EUR 5 to EUR 41 per person in Medellín, Colombia. We provide recommendations for stakeholders and outline the challenges and opportunities for successful LEWS implementation.
This article is included in the Encyclopedia of Geosciences
Cited articles
AdBPo: Caratteristiche del bacino del fiume Po e primo esame dell'impatto
ambientale delle attività umane sulle risorse idriche, Autorità di
Bacino del Fiume Po, Po River Basin Authority, available at: ahttp://adbpo.gov.it/
(last access: 21 March 2019), 2006.
Agenzia delle Entrate: Osservatorio del Mercato Immobiliare – Quotazioni zone
OMI, available at: http://www.agenziaentrate.gov.it/wps/content/Nsilib/Nsi/Documentazione/omi/Banche+dati/Quotazioni+immobiliari/
(last access: 1 July 2015), 2018.
Alfieri, L., Feyen, L., Salamon, P., Thielen, J., Bianchi, A., Dottori, F., and
Burek, P.: Modelling the socio-economic impact of river floods in Europe, Nat.
Hazards Earth Syst. Sci., 16, 1401–1411, https://doi.org/10.5194/nhess-16-1401-2016, 2016.
Amadio, M., Mysiak, J., Carrera, L., and Koks, E.: Improving flood damage
assessment models in Italy, Nat. Hazards, 82, 2075–2088, https://doi.org/10.1007/s11069-016-2286-0, 2016.
ANIA – Associazione Nazionale fra le Imprese Assicuratrici: Le alluvioni e la
protezione delle abitazioni, available at: http://www.ania.it/it/index.html
(last access: 21 March 2019), 2015.
Apel, H., Thieken, A. H., Merz, B., and Blöschl, G.: Flood risk assessment
and associated uncertainty, Nat. Hazards Earth Syst. Sci., 4, 295–308,
https://doi.org/10.5194/nhess-4-295-2004, 2004.
Apel, H., Aronica, G. T., Kreibich, H., and Thieken, A. H.: Flood risk analyses – how
detailed do we need to be?, Nat. Hazards, 49, 79–98, https://doi.org/10.1007/s11069-008-9277-8, 2009.
ARPAV: Scheda Evento “Idro” 31 Ottobre–5 Novembre 2010, available at: w
http://www.regione.veneto.it/web/guest;jsessionid=A6A80F62BAA03DE9D8F9AB8D629441FA.liferay01
(last access: 21 March 2019), 2010.
Barton, C., Viney, E., Heinrich, L., and Turnley, M.: The Reality of Determining
Urban Flood Damages, in: NSW Floodplain Management Authorities Annual Conference,
Sydney, 2003.
Belcaro, P., Gasparini, D., and Baldessari, M.: 31 ottobre–2 novembre 2010:
l'alluvione dei Santi, Regione Veneto, available at: http://statistica.regione.veneto.it/
(last access: 21 March 2019), 2011.
Beta Studio: Interventi per la sicurezza idraulica dell'area metropolitana di
Vicenza: bacino di laminazione lungo il Torrente Timonchio in comune di Caldogno – Progetto
definitivo, Relazione idrologica e idraulica, Regione Veneto, available at:
http://statistica.regione.veneto.it/ (last access: 21 March 2019), 2012.
Breiman, L.: Classification and regression trees, Chapman & Hall, available at:
https://books.google.it/books/about/Classification_and_Regression_Trees.html?id=JwQx-WOmSyQC&redir_esc=y
(last access: 30 July 2018), 1984.
Breiman, L.: Random Forests, Mach. Learn., 45, 5–32, https://doi.org/10.1023/A:1010933404324, 2001.
Buck, W. and Merkel, U.: Auswertung der HOWASSchadendatenbank, Institut für
Wasserwirtschaft und Kulturtechnik der Universität Karlsruhe, Karlsruhe, 1999.
Cammerer, H., Thieken, A. H., and Lammel, J.: Adaptability and transferability
of flood loss functions in residential areas, Nat. Hazards Earth Syst. Sci.,
13, 3063–3081, https://doi.org/10.5194/nhess-13-3063-2013, 2013.
Campolo, M., Soldati, A., and Andreussi, P.: Artificial neural network approach
to flood forecasting in the River Arno, Hydrolog. Sci. J., 48, 381–398,
https://doi.org/10.1623/hysj.48.3.381.45286, 2003.
Carisi, F., Schröter, K., Domeneghetti, A., Kreibich, H., and Castellarin,
A.: Development and assessment of uni- and multivariable flood loss models for
Emilia-Romagna (Italy), Nat. Hazards Earth Syst. Sci., 18, 2057–2079,
https://doi.org/10.5194/nhess-18-2057-2018, 2018.
Carrera, L., Standardi, G., Bosello, F., and Mysiak, J.: Assessing direct and
indirect economic impacts of a flood event through the integration of spatial
and computable general equilibrium modelling, Environ. Model. Softw., 63,
109–122, https://doi.org/10.1016/j.envsoft.2014.09.016, 2015.
Chinh, D., Gain, A., Dung, N., Haase, D., and Kreibich, H.: Multi-Variate
Analyses of Flood Loss in Can Tho City, Mekong Delta, Water, 8, 6, https://doi.org/10.3390/w8010006, 2015.
Cipolla, F., Guzzetti, F., Lolli, O., Pagliacci, S., Sebastiani, C., and
Siccardi, F.: Catalogo delle località colpite da frane e da inondazioni:
verso un utilizzo più maturo dell'informazione, in: Il rischio idrogeologico
e la difesa del suolo, Accademia dei Lincei, 1–2 October 1998, Roma, 285–290, 1998.
CRESME/CINEAS/ANIA: Definizione dei costi di (ri)costruzione nell'edilizia,
edited by CINEAS, available at: http://cresme.cineas.it/ (last access:
21 March 2019), 2014.
D'Alpaos, L., Brath, A., and Fioravante, V.: Relazione tecnico-scientifica
sulle cause del collasso dell' argine del fiume Secchia avvenuto il giorno
19 gennaio 2014 presso la frazione San Matteo, available at: http://www.comune.bastiglia.mo.it/
(last access: 21 March 2019), 2014.
de Moel, H. and Aerts, J. C. J. H.: Effect of uncertainty in land use, damage
models and inundation depth on flood damage estimates, Nat. Hazards, 58,
407–425, https://doi.org/10.1007/s11069-010-9675-6, 2011.
de Moel, H., Jongman, B., Kreibich, H., Merz, B., Penning-Rowsell, E., and Ward,
P. J.: Flood risk assessments at different spatial scales, Mitig. Adapt. Strateg.
Global Change, 20, 865–890, https://doi.org/10.1007/s11027-015-9654-z, 2015.
Domeneghetti, A., Carisi, F., Castellarin, A., and Brath, A.: Evolution of flood
risk over large areas: Quantitative assessment for the Po river, J. Hydrol.,
527, 809–823, https://doi.org/10.1016/j.jhydrol.2015.05.043, 2015.
Dottori, F., Figueiredo, R., Martina, M. L. V., Molinari, D., and Scorzini, A.
R.: INSYDE: A synthetic, probabilistic flood damage model based on explicit cost
analysis, Nat. Hazards Earth Syst. Sci., 16, 2577–2591, https://doi.org/10.5194/nhess-16-2577-2016, 2016.
EASAC: Extreme weather events in Europe, Preparing for climate change adaptation:
an update on EASAC's 2013 study, available at: https://easac.eu/publications/
(last access: 21 March 2019), 2018.
EEA – European Environment Agency: Mapping the impacts of recent natural
disasters and technological accidents in Europe – An overview of the last
decade, available at: https://www.eea.europa.eu/publications#c7=en&c11=5&c14=&c12=&b_start=0
(last access: 21 March 2019), 2010.
EEA: Flood risks and environmental vulnerability – Exploring the synergies
between floodplain restoration, water policies and thematic policies,
https://doi.org/10.2800/039463, 2016.
Elmer, F., Thieken, A. H., Pech, I., and Kreibich, H.: Influence of flood
frequency on residential building losses, Nat. Hazards Earth Syst. Sci., 10,
2145–2159, https://doi.org/10.5194/nhess-10-2145-2010, 2010.
Essenfelder, A. H.: Climate Change and Watershed Planning: Understanding the
Related Impacts and Risks, Universita' Ca' Foscari Venezia, Venezia, 2017.
Feranec, J. and Otahel, J. Final version of the 4th level CORINE land cover
classes at scale 1 : 50,000, Technical report, European Agency Phaee Topic
Link on Land Cover and Institute of Geography, Slovak Academy of Science (SAS),
Bratislava, 1998.
Figueiredo, R., Schröter, K., Weiss-Motz, A., Martina, M. L. V., and
Kreibich, H.: Multi-model ensembles for assessment of flood losses and associated
uncertainty, Nat. Hazards Earth Syst. Sci., 18, 1297–1314, https://doi.org/10.5194/nhess-18-1297-2018, 2018.
Geofabrik GmbH: OpenStreetMap data extracts, available at: http://download.geofabrik.de/
(last access: 30 March 2017), 2018.
Giacinto, G. and Roli, F.: Design of effective neural network ensembles for
image classification purposes, Image Vis. Comput., 19, 699–707, https://doi.org/10.1016/S0262-8856(01)00045-2, 2001.
Gissing, A. and Blong, R.: Accounting for variability in commercial flood damage
estimation, Aust. Geogr., 35, 209–222, https://doi.org/10.1080/0004918042000249511, 2004.
Govi, M. and Turitto, O.: Casistica storica sui processi d'interazione delle
correnti di piena del Po con arginature e con elementi morfotopografici del
territorio adiacente, Sci. e vita nel momento attuale, V, 105–160, 2000.
Hagan, M. T. and Menhaj, M. B.: Training Feedforward Networks with the Marquardt
Algorithm, IEEE Trans. Neural Networks, 5, 989–993, 1994.
Hallegatte, S.: An adaptive regional input-output model and its application to
the assessment of the economic cost of Katrina, Risk Anal., 28, 779–799,
https://doi.org/10.1111/j.1539-6924.2008.01046.x, 2008.
Han, J.: Application of Artificial Neural Networks for Flood Warning Systems,
North Carolina State University, available at: https://repository.lib.ncsu.edu/handle/1840.16/4173
(last access: 21 March 2019), 2002.
Hasanzadeh Nafari, R., Amadio, M., Ngo, T., and Mysiak, J.: Flood loss modelling
with FLF-IT: a new flood loss function for Italian residential structures, Nat.
Hazards Earth Syst. Sci., 17, 1047–1059, https://doi.org/10.5194/nhess-17-1047-2017, 2017.
Haykin, S.: Neural Networks: A Comprehensive Foundation, 2nd Edd., Prentice
Hall, Inc., Upper Saddle River, NJ, USA, 2001.
Heermann, P. D. and Khazenie, N.: Classification of multispectral remote sensing
data using a back-propagation neural network, IEEE T. Geosci. Remote., 30, 81–88, 1992.
Hsieh, W. W. and Tang, B.: Applying Neural Network Models to Prediction and
Data Analysis in Meteorology and Oceanography, B. Am. Meteorol. Soc., 79,
1855–1870, https://doi.org/10.1175/1520-0477(1998)079<1855:ANNMTP>2.0.CO;2, 1998.
Huizinga, J.: Flood damage functions for EU member states, Technical report
implemented in the framework of the contract # 382441-F1SC awarded by the
European Commission – Joint Research Centre, HKV Consultants, Lelystad, 2007.
Huizinga, J., De Moel, H., and Szewczyk, W.: Methodology and the database
with guidelines Global flood depth-damage functions, Publications Office of the
European Union, ISSN: 1831-9424, https://doi.org/10.2760/16510, 2017.
ISTAT: 15∘ censimento della populazione e delle abitazioni, Istituto
nazionale di statistica, Rome, 2011.
Jongman, B., Kreibich, H., Apel, H., Barredo, J. I., Bates, P. D., Feyen, L.,
Gericke, A., Neal, J., Aerts, J. C. J. H., and Ward, P. J.: Comparative flood
damage model assessment: Towards a European approach, Nat. Hazards Earth Syst.
Sci., 12, 3733–3752, https://doi.org/10.5194/nhess-12-3733-2012, 2012.
Jonkman, S. N., Bočkarjova, M., Kok, M., and Bernardini, P.: Integrated
hydrodynamic and economic modelling of flood damage in the Netherlands, Ecol.
Econ., 66, 77–90, https://doi.org/10.1016/j.ecolecon.2007.12.022, 2008.
Koks, E. E., Carrera, L., Jonkeren, O., Aerts, J. C. J. H., Husby, T. G.,
Thissen, M., Standardi, G., and Mysiak, J.: Regional disaster impact analysis:
comparing input–output and computable general equilibrium models, Nat. Hazards
Earth Syst. Sci., 16, 1911–1924, https://doi.org/10.5194/nhess-16-1911-2016, 2016.
Kreibich, H. and Thieken, A. H.: Assessment of damage caused by high groundwater
inundation, Water Resour. Res., 44, 1–14, https://doi.org/10.1029/2007WR006621, 2008.
Kreibich, H., Thieken, A. H., Petrow, T., Müller, M., and Merz, B.: Flood
loss reduction of private households due to building precautionary measures – lessons
learned from the Elbe flood in August 2002, Nat. Hazards Earth Syst. Sci., 5,
117–126, https://doi.org/10.5194/nhess-5-117-2005, 2005.
Kreibich, H., Piroth, K., Seifert, I., Maiwald, H., Kunert, U., Schwarz, J.,
Merz, B., and Thieken, a. H.: Is flow velocity a significant parameter in flood
damage modelling?, Nat. Hazards Earth Syst. Sci., 9, 1679–1692, https://doi.org/10.5194/nhess-9-1679-2009, 2009.
Kreibich, H., Botto, A., Merz, B., and Schröter, K.: Probabilistic,
Multivariable Flood Loss Modeling on the Mesoscale with BT-FLEMO, Risk Anal.,
37, 774–787, https://doi.org/10.1111/risa.12650, 2017.
Lastoria, B., Simonetti, M. R., Casaioli, M., Mariani, S., and Monacelli, G.:
Socio-economic impacts of major floods in Italy from 1951 to 2003, Adv. Geosci.,
7, 223–229, https://doi.org/10.5194/adgeo-7-223-2006, 2006.
Liaw, A. and Wiener, M.: Classification and Regression by randomForest, R News,
2, available at: https://cran.r-project.org/doc/Rnews/ (last access:
21 March 2019), 2002.
Luino, F., Cirio, C. G., Biddoccu, M., Agangi, A., Giulietto, W., Godone, F.,
and Nigrelli, G.: Application of a model to the evaluation of flood damage,
Geoinformatica, 13, 339–353, https://doi.org/10.1007/s10707-008-0070-3, 2009.
Maier, H. R. and Dandy, G. C.: Neural networks for the prediction and forecasting
of water resources variables: A review of modelling issues and applications,
Environ. Model. Softw., 15, 101–124, https://doi.org/10.1016/S1364-8152(99)00007-9, 2000.
Masoero, A., Claps, P., Asselman, N. E. M., Mosselman, E., and Di Baldassarre,
G.: Reconstruction and analysis of the Po River inundation of 1951, Hydrol.
Process., 27, 1341–1348, https://doi.org/10.1002/hyp.9558, 2013.
McBean, E., Fortin, M., and Gorrie, J.: A critical analysis of residential flood
damage estimation curves, Can. J. Civ. Eng., 13, 86–94, https://doi.org/10.1139/l86-012, 1986.
Merz, B., Kreibich, H., Thieken, A., and Schmidtke, R.: Estimation uncertainty
of direct monetary flood damage to buildings, Nat. Hazards Earth Syst. Sci.,
4, 153–163, https://doi.org/10.5194/nhess-4-153-2004, 2004.
Merz, B., Kreibich, H., Schwarze, R., and Thieken, A.: Review article “assessment
of economic flood damage,” Nat. Hazards Earth Syst. Sci., 10, 1697–1724,
https://doi.org/10.5194/nhess-10-1697-2010, 2010.
Merz, B., Kreibich, H., and Lall, U.: Multi-variate flood damage assessment: a
tree-based data-mining approach, Nat. Hazards Earth Syst. Sci., 13, 53–64,
https://doi.org/10.5194/nhess-13-53-2013, 2013.
Messner, F., Penning-rowsell, E., Green, C., Tunstall, S., Van Der Veen, A.,
Tapsell, S., Wilson, T., Krywkow, J., Logtmeijer, C., Fernández-bilbao, A.,
Geurts, P., and Haase, D.: Evaluating flood damages: guidance and recommendations
on principles and methods, FLOODsite Project Deliverable D9.1, Contract
No. GOCE-CT-2004-505420, 189, 2007.
Meyer, V. and Messner, F.: National flood damage evaluation methods: A review
of applied methods in England, the Netherlands, the Czech republic and Germany,
UFZ Discussion Papers 21/2005, Helmholtz Centre for Environmental Research (UFZ),
Division of Social Sciences (ÖKUS), 49 pp., 2005.
Molinari, D. and Scorzini, A. R.: On the influence of Input data quality to
flood damage estimation: the performance of the INSYDE model, Water, 9, 688,
https://doi.org/10.3390/w9090688, 2017.
Molinari, D., Menoni, S., Aronica, G. T., Ballio, F., Berni, N., Pandolfo, C.,
Stelluti, M. and Minucci, G.: Ex post damage assessment: an Italian experience,
Nat. Hazards Earth Syst. Sci., 14, 901–916, https://doi.org/10.5194/nhess-14-901-2014, 2014.
Molinari, D., De Bruijn, K. M., Castillo-Rodríguez, J. T., Aronica, G. T.,
and Bouwer, L. M.: Validation of flood risk models: Current practice and possible
improvements, Int. J. Disast. Risk Reduct., 33, 441–448, https://doi.org/10.1016/j.ijdrr.2018.10.022, 2019.
Mysiak, J., Testella, F., Bonaiuto, M., Carrus, G., De Dominicis, S., Cancellieri,
U. G., Firus, K., and Grifoni, P.: Flood risk management in Italy: Challenges
and opportunities for the implementation of the EU Floods Directive (2007/60/EC),
Nat. Hazards Earth Syst. Sci., 13, 2883–2890, https://doi.org/10.5194/nhess-13-2883-2013, 2013.
Mysiak, J., Surminski, S., Thieken, A., Mechler, R., and Aerts, J.: Brief
communication: Sendai framework for disaster risk reduction – success or
warning sign for Paris?, Nat. Hazards Earth Syst. Sci., 16, 2189–2193,
https://doi.org/10.5194/nhess-16-2189-2016, 2016.
Oliveri, E. and Santoro, M.: Estimation of urban structural flood damages: the
case study of Palermo, Urban Water, 2, 223–234, https://doi.org/10.1016/S1462-0758(00)00062-5, 2000.
Paprotny, D., Sebastian, A., Morales-Nápoles, O., and Jonkman, S. N.: Trends
in flood losses in Europe over the past 150 years, Nat. Commun., 9, 1985,
https://doi.org/10.1038/s41467-018-04253-1, 2018.
Penning-Rowsell, E., Johnson, C., Tunstall, S., Morris, J., Chatterton, J.,
Green, C., Koussela, K., and Fernandez-bilbao, A.: The Benefits of Flood and
Coastal Risk Management: a Handbook of Assessment Techniques, Middlesex
Univ. Press, Middlesex, Hydraulic Engineering Reports, ISBN 1904750516, 2005.
Pistrika, A. K. and Jonkman, S. N.: Damage to residential buildings due to
flooding of New Orleans after hurricane Katrina, Nat. Hazards, 54, 413–434,
https://doi.org/10.1007/s11069-009-9476-y, 2010.
Rossetti, S., Cella, O. W., and Lodigiani, V.: Studio idrologico-idraulico del
tratto di F. Adda inserito nel territorio comunale di Lodi, Milano, Studio
Paoletti Ingegneri Associati, Milano, 2010.
Scawthorn, C., Flores, P., Blais, N., Seligson, H., Tate, E., Chang, S., Mifflin,
E., Thomas, W., Murphy, J., Jones, C., and Lawrence, M.: HAZUS-MH Flood Loss
Estimation Methodology. II. Damage and Loss Assessment, Nat. Hazards Rev., 7,
72–81, https://doi.org/10.1061/(ASCE)1527-6988(2006)7:2(72), 2006.
Schröter, K., Kreibich, H., Vogel, K., Riggelsen, C., Scherbaum, F., and
Merz, B.: How useful are complex flood damage models?, Water Resour. Res., 50,
3378–3395, https://doi.org/10.1002/2013WR014396. Received, 2014.
Scorzini, A., Radice, A., and Molinari, D.: A New Tool to Estimate Inundation
Depths by Spatial Interpolation (RAPIDE): Design, Application and Impact on
Quantitative Assessment of Flood Damages, Water, 10, 1805, https://doi.org/10.3390/w10121805, 2018.
Scorzini, A. R. and Frank, E.: Flood damage curves: new insights from the
2010 flood in Veneto, Italy, J. Flood Risk Manage., 10, 381–392, https://doi.org/10.1111/jfr3.12163, 2017.
Scorzini, A. R. and Leopardi, M.: River basin planning: from qualitative to
quantitative flood risk assessment: the case of Abruzzo Region (central Italy),
Nat. Hazards, 88, 71–93, https://doi.org/10.1007/s11069-017-2857-8, 2017.
Seifert, I., Kreibich, H., Merz, B., and Thieken, A. H.: Application and
validation of FLEMOcs – a flood-loss estimation model for the commercial sector,
Hydrolog. Sci. J., 55, 1315–1324, https://doi.org/10.1080/02626667.2010.536440, 2010.
Sluijs, L., Snuverink, M., van den Berg, K., and Wiertz, A.: Schadecurves
industrie ten gevolge van overstroming, Tebodin Consultant, RWS DWW, Den Haag, 2000.
Smith, D.: Flood damage estimation. A review of urban stage-damage curves and
loss function, Water SA, 20, 231–238, 1994.
Spekkers, M. H., Kok, M., Clemens, F. H. L. R., and ten Veldhuis, J. A. E.:
Decision-tree analysis of factors influencing rainfall-related building structure
and content damage, Nat. Hazards Earth Syst. Sci., 14, 2531–2547,
https://doi.org/10.5194/nhess-14-2531-2014, 2014.
Steffler, P. and Blackburn, J.: River2D – Two-dimensional depth averaged model
of river hydrodynamics and fish habitat, Cumulative Environmental Management
Association, Fort McMurray, CA, 2002.
Tesfamariam, S. and Liu, Z.: Earthquake induced damage classification for
reinforced concrete buildings, Struct. Saf., 32, 154–164, https://doi.org/10.1016/j.strusafe.2009.10.002, 2010.
Thieken, A. H., Müller, M., Kreibich, H., and Merz, B.: Flood damage and
influencing factors: New insights from the August 2002 flood in Germany, Water
Resour. Res., 41, 1–16, https://doi.org/10.1029/2005WR004177, 2005.
Thieken, A. H., Olschewski, A., Kreibich, H., Kobach, S., and Merz, B.:
Development and evaluation of FLEMOps – a new Flood Loss Estimation MOdel for
the private sector, Flood Recover. Innov. Response, WIT Press, Southampton, UK, 315–324, 2008.
Thieken, A. H., Ackermann, V., Elmer, F., Kreibich, H., Kuhlmann, B., Kunert,
U., Maiwald, H., Merz, B., Müller, M., Piroth, K., Schwarz, J., Schwarze,
R., Seifert, I., and Seifert, J.: Methods for the evaluation of direct and
indirect flood losses, in: RIMAX Contrib. 4th Int. Symp. Flood Def.,
6–8 May 2008, Toronto, CA, 1–10, 2009.
Tobin, G. A.: The levee love affair: a stormy relationship?, J. Am. Water
Resour. Assoc., 31, 359–367, https://doi.org/10.1111/j.1752-1688.1995.tb04025.x, 1995.
Vacondio, R., Dal Palù, A., and Mignosa, P.: GPU-enhanced finite volume
shallow water solver for fast flood simulations, Environ. Model. Softw., 57,
60–75, https://doi.org/10.1016/j.envsoft.2014.02.003, 2014.
Vacondio, R., Aureli, F., Ferrari, A., Mignosa, P., and Dal Palù, A.:
Simulation of the January 2014 flood on the Secchia River using a fast and
high-resolution 2D parallel shallow-water numerical scheme, Nat. Hazards, 80,
103–125, https://doi.org/10.1007/s11069-015-1959-4, 2016.
Vacondio, R., Dal Palù, A., Ferrari, A., Mignosa, P., Aureli, F., and Dazzi,
S.: A non-uniform efficient grid type for GPU-parallel Shallow Water Equations
models, Environ. Model. Softw., 88, 119–137, https://doi.org/10.1016/J.ENVSOFT.2016.11.012, 2017.
Van Ootegem, L., Verhofstadt, E., Van Herck, K., and Creten, T.: Multivariate
pluvial flood damage models, Environ. Impact Assess. Rev., 54, 91–100,
https://doi.org/10.1016/j.eiar.2015.05.005, 2015.
Vogel, K., Riggelsen, C., Scherbaum, F., Schroeter, K., Kreibich, H., and Merz,
B.: Challenges for Bayesian Network Learning in a Flood Damage Assessment
Application, in: 11th International Conference on Structural Safety & Reliability,
16–20 June 2013, CRC Press, New York, USA, 3123–3130, 2013.
Wagenaar, D., de Jong, J., and Bouwer, L. M.: Data-mining for multi-variable
flood damage modelling with limited data, Nat. Hazards Earth Syst. Sci. Discuss.,
https://doi.org/10.5194/nhess-2017-7, in review, 2017a.
Wagenaar, D., de Jong, J. and Bouwer, L. M.: Multi-variable flood damage
modelling with limited data using supervised learning approaches, Nat. Hazards
Earth Syst. Sci., 17, 1683–1696, https://doi.org/10.5194/nhess-17-1683-2017, 2017b.
Wagenaar, D., Lüdtke, S., Schröter, K., Bouwer, L. M., and Kreibich,
H.: Regional and Temporal Transferability of Multivariable Flood Damage Models,
Water Resour. Res., 54, 3688–3703, https://doi.org/10.1029/2017WR022233, 2018.
Wagenaar, D. J., De Bruijn, K. M., Bouwer, L. M., and De Moel, H.: Uncertainty
in flood damage estimates and its potential effect on investment decisions, Nat.
Hazards Earth Syst. Sci., 16, 1–14, https://doi.org/10.5194/nhess-16-1-2016, 2016.
Wang, Z., Lai, C., Chen, X., Yang, B., Zhao, S., and Bai, X.: Flood hazard risk
assessment model based on random forest, J. Hydrol., 527, 1130–1141,
https://doi.org/10.1016/j.jhydrol.2015.06.008, 2015.
Yu, H. and Wilamowski, B. M.: Levenberg-Marquardt Training, Intell. Syst.,
5, 12–18, https://doi.org/10.1201/b10604-15, 2011.
Zampetti, G., Ottaviani, F., and Minutolo, A.: I costi del rischio idrogeologico,
Dossier Legambiente, Roma, 2012.
Zhou, Q., Panduro, T. E., Thorsen, B. J., and Arnbjerg-Nielsen, K.: Verification
of flood damage modelling using insurance data, Water Sci. Technol., 68, 425–432,
https://doi.org/10.2166/wst.2013.268, 2013.
Short summary
Flood risk management relies on assessments performed using flood loss models of different complexities. We compared the performances of expert-based and empirical damage models on three major flood events in northern Italy. Our findings suggest that multivariate models have better potential to provide reliable damage estimates if extensive ancillary characterisation data are available. Expert-based approaches are better suited for transferability compared to empirically based approaches.
Flood risk management relies on assessments performed using flood loss models of different...
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