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On detailed representation of flood defences and flow-wave coupling in coastal flood modelling 关于在沿岸洪水模拟中详细表示防洪设施和流波耦合的问题
Pub Date : 2024-08-01 DOI: 10.1038/s44304-024-00016-9
Trang Minh Duong, Remi Meynadier, Roshanka Ranasinghe, Manuel Andres Diaz Loaiza, Jeremy D. Bricker, Johan Reyns, Arjen Luijendijk, Janaka Bamunawala
Coastal flooding is projected to become more severe over the 21st century, necessitating effective adaptation, which in turn requires detailed local scale information that can only be provided by detailed numerical modelling. The current lack of information on flood protection measures and the high resource requirements of traditional hydrodynamic models presents concurrent challenges for detailed coastal flood modelling. But how comprehensive do the representation of coastal flood defences and hydrodynamic forcing need to be for adequately accurate modelling of coastal flooding? Here, we attempt to answer this question through strategic numerical simulations of the flooding that occurred at Île de Ré (France) during the Xynthia storm (2010), using the flexible mesh model Delft3D FM, with an over-land grid resolution of ~10 m. The model is validated against the flood extents observed in Île de Ré during Xynthia. We use three levels of detail in flood defence representation: a 5 m resolution DEM (i.e. base case DEM), the same 5 m DEM augmented with defences extracted from a 1 m DEM and Google Earth images (i.e. moderately augmented DEM), and the moderately augmented DEM further augmented with in-situ measurements of flood defences (i.e. highly augmented DEM). Simulations with these three DEMs are performed with and without flow-wave coupling (thus, 6 simulations in total), and results are analysed in terms of four flood indicators: maximum flood depths, flood extents, flood current velocities and flood damages. Our analysis indicates that both detailed representation of flood defences and the inclusion of waves have substantial effects on coastal flood modelling at local scale, with the former having a more pronounced effect. The return on the investment in implementing highly detailed in-situ measurements to represent flood defences appears to be low in this case, and adequately accurate results are obtained with a moderately augmented DEM. The combined effect of using the moderately augmented DEM together with waves, relative to using the base case DEM without waves, is to decrease maximum flood depths (up to 2 m), flood extent (by ~10%), maximum current velocities (in ~50% flooded area) and total flood damage (by ~27% or ~€ 188 million).
据预测,21 世纪的沿海洪水将变得更加严重,因此必须采取有效的适应措施,而这反过来 又需要详细的地方尺度信息,只有详细的数值模拟才能提供这些信息。目前,由于缺乏防洪措施方面的信息,而传统的流体力学模型又需要大量的资源,因此,详细的沿岸洪水模拟同时也面临着挑战。但是,要充分准确地模拟沿岸洪水,需要多全面地反映沿岸防洪和水动力强迫呢?在这里,我们试图通过对 Xynthia 风暴期间(2010 年)发生在法国雷岛的洪水进行战略数值模拟来回答这个问题,模拟采用了柔性网格模型 Delft3D FM,陆上网格分辨率约为 10 米。该模型根据 Xynthia 期间在雷岛观测到的洪水范围进行了验证。我们在洪水防御表示中使用了三种详细程度:5 米分辨率的 DEM(即基本情况 DEM)、用从 1 米 DEM 和谷歌地球图像中提取的防御数据增强的相同 5 米 DEM(即适度增强 DEM),以及用现场洪水防御测量数据进一步增强的适度增强 DEM(即高度增强 DEM)。使用这三种 DEM 进行了有流波耦合和无流波耦合的模拟(因此,共进行了 6 次模拟),并根据四项洪水指标对结果进行了分析:最大洪水深度、洪水范围、洪水流速和洪水损失。我们的分析表明,对防洪设施的详细描述和波浪的加入都会对局部尺度的沿岸洪水模 拟产生重大影响,而前者的影响更为明显。在这种情况下,采用非常详细的原位测量来表示洪水防御工事的投资回报率似乎很低, 而采用适度增强的 DEM 可以得到足够精确的结果。与使用不带波浪的基础 DEM 相比,使用带波浪的适度增强 DEM 的综合效果是减少最大洪水深度(达 2 米)、洪水范围(减少约 10%)、最大流速(约 50% 的洪水淹没区)和洪水损失总量(减少约 27% 或约 1.88 亿欧元)。
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引用次数: 0
Author Correction: Assessing the myth of disaster risk reduction in the wake of catastrophic floods 作者更正:评估特大洪灾后的减灾神话
Pub Date : 2024-07-19 DOI: 10.1038/s44304-024-00024-9
Daniel Nohrstedt, Elena Mondino, Giuliano Di Baldassarre, Charles F. Parker
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引用次数: 0
Compound hazard mapping for tropical cyclone-induced concurrent wind and rainfall extremes over India 印度热带气旋引发的并发极端风力和降雨的复合危害绘图
Pub Date : 2024-07-01 DOI: 10.1038/s44304-024-00013-y
Ravi Ranjan, Subhankar Karmakar
India is the worst affected region in the world by tropical cyclones (TCs), causing an average 2% annual GDP loss. TCs instigate many other natural hazards that have a compounding effect on the adversely affected population and present significant challenges to the resilience of emergency response systems and infrastructure. Hence, any risk assessment on TC is inherently multivariate/compound in nature. This study investigates co-occurring wind and rainfall extremes during TCs across India (1979–2020) using a novel quasi-Lagrangian approach, focusing on location-specific hazards. Eastern coastal states and adjacent inland areas experience the highest frequency (≥10 cyclones in 40 years) of concurrent extremes (wind gusts ≥ 16 m/s and rainfall ≥ 18 mm/h). Whereas duration-wise, the eastern coastal states and Gujarat state experience frequent concurrent extremes lasting more than a day annually, with the Krishna–Godavari delta region particularly vulnerable to highly severe events (duration of concurrent extremes ≥ 24 h). This study provides a high-resolution cartographic product of compound hazard from TC-induced extremes for the first time over the entire India, highlighting regional heterogeneity and aiding targeted national-level risk mitigation and adaptation planning.
印度是世界上受热带气旋(TC)影响最严重的地区,平均每年造成 2% 的国内生产总值损失。热带气旋会引发许多其他自然灾害,对受影响人口产生复合效应,并对应急系统和基础设施的恢复能力构成重大挑战。因此,任何有关热带气旋的风险评估本质上都是多元/复合的。本研究采用新颖的准拉格朗日方法,调查了印度各地(1979-2020 年)在热带气旋期间同时出现的风和极端降雨,重点关注特定地点的危害。东部沿海邦和邻近内陆地区同时出现极端天气(阵风≥ 16 米/秒,降雨量≥ 18 毫米/小时)的频率最高(40 年内≥10 次)。而从持续时间来看,东部沿海各州和古吉拉特邦每年都会频繁出现持续时间超过一天的同期极端天气,其中克里希纳-戈达瓦里三角洲地区尤其易受高度严重事件的影响(同期极端天气持续时间≥24 小时)。这项研究首次在整个印度提供了由热带气旋引发的极端事件复合危害的高分辨率制图产品,突出了区域异质性,有助于制定有针对性的国家级风险缓解和适应规划。
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引用次数: 0
The value of convergence research for developing trustworthy AI for weather, climate, and ocean hazards 融合研究对于开发可信的天气、气候和海洋灾害人工智能的价值
Pub Date : 2024-07-01 DOI: 10.1038/s44304-024-00014-x
Amy McGovern, Julie Demuth, Ann Bostrom, Christopher D. Wirz, Philippe E. Tissot, Mariana G. Cains, Kate D. Musgrave
Artificial Intelligence applications are rapidly expanding across weather, climate, and natural hazards. AI can be used to assist with forecasting weather and climate risks, including forecasting both the chance that a hazard will occur and the negative impacts from it, which means AI can help protect lives, property, and livelihoods on a global scale in our changing climate. To ensure that we are achieving this goal, the AI must be developed to be trustworthy, which is a complex and multifaceted undertaking. We present our work from the NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography (AI2ES), where we are taking a convergence research approach. Our work deeply integrates across AI, environmental, and risk communication sciences. This involves collaboration with professional end-users to investigate how they assess the trustworthiness and usefulness of AI methods for forecasting natural hazards. In turn, we use this knowledge to develop AI that is more trustworthy. We discuss how and why end-users may trust or distrust AI methods for multiple natural hazards, including winter weather, tropical cyclones, severe storms, and coastal oceanography.
人工智能的应用正在天气、气候和自然灾害领域迅速扩展。人工智能可用于协助预测天气和气候风险,包括预测灾害发生的几率及其负面影响,这意味着在不断变化的气候中,人工智能可在全球范围内帮助保护生命、财产和生计。为确保实现这一目标,我们必须开发出值得信赖的人工智能,这是一项复杂而多方面的工作。我们将介绍美国国家科学基金会人工智能研究所(NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography,AI2ES)在天气、气候和沿海海洋学领域值得信赖的人工智能(AI2ES)方面所做的工作。我们的工作深度融合了人工智能、环境和风险交流科学。这包括与专业终端用户合作,调查他们如何评估人工智能方法在预测自然灾害方面的可信度和实用性。反过来,我们利用这些知识来开发更值得信赖的人工智能。我们将讨论终端用户如何以及为什么会信任或不信任人工智能方法来预测多种自然灾害,包括冬季天气、热带气旋、强风暴和沿岸海洋学。
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引用次数: 0
Author Correction: Recent northward shift of tropical cyclone economic risk in China 作者更正:近期中国热带气旋经济风险北移
Pub Date : 2024-06-24 DOI: 10.1038/s44304-024-00023-w
Lianjie Qin, Laiyin Zhu, Xinli Liao, Chenna Meng, Qinmei Han, Zixuan Li, Shifei Shen, Wei Xu, Jianguo Chen
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引用次数: 0
Changes in tornado risk and societal vulnerability leading to greater tornado impact potential 龙卷风风险和社会脆弱性的变化导致龙卷风影响的可能性增大
Pub Date : 2024-06-19 DOI: 10.1038/s44304-024-00019-6
Stephen M. Strader, Victor A. Gensini, Walker S. Ashley, Amanda N. Wagner
Tornado risk, as determined by the occurrence of atmospheric conditions that support tornado incidence, has exhibited robust spatial trends in the United States Southern Plains and Mid-South during recent decades. The consequences of these risk changes have not been fully explored, especially in conjunction with growing societal vulnerability. Herein, we assess how changes in risk and vulnerability over the last 40 years have collectively and individually altered tornado-housing impact potential. Results indicate that escalating vulnerability and exposure have outweighed the effects of spatially changing risk. However, the combination of increasing risk and exposure has led to a threefold increase in Mid-South housing exposure since 1980. Though Southern Plains tornado risk has decreased since 1980, amplifying exposure has led to more than a 50% increase in mean annual tornado-housing impact potential across the region. Stakeholders should use these findings to develop more holistic mitigation and resilience-building strategies that consider a dynamically changing tornado disaster landscape.
龙卷风风险由支持龙卷风发生的大气条件决定,近几十年来,龙卷风风险在美国南部平原和中南部呈现出强劲的空间趋势。这些风险变化的后果尚未得到充分探讨,尤其是在社会脆弱性不断增加的情况下。在此,我们评估了过去 40 年中风险和脆弱性的变化是如何共同或单独改变龙卷风对住房的潜在影响的。结果表明,脆弱性和暴露程度的上升超过了空间变化风险的影响。然而,自 1980 年以来,不断增加的风险和暴露程度共同导致中南部住房暴露程度增加了三倍。虽然南部平原的龙卷风风险自 1980 年以来有所降低,但龙卷风风险的扩大导致整个地区龙卷风-住房潜在年平均影响增加了 50%以上。利益相关者应利用这些发现来制定更全面的减灾和抗灾能力建设战略,以考虑龙卷风灾害的动态变化。
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引用次数: 0
Rainfall intensification amplifies exposure of American Southwest to conditions that trigger postfire debris flows 降雨加剧使美国西南部更容易受到引发火后泥石流的条件的影响
Pub Date : 2024-06-07 DOI: 10.1038/s44304-024-00017-8
Matthew A. Thomas, Allison C. Michaelis, Nina S. Oakley, Jason W. Kean, Victor A. Gensini, Walker S. Ashley
Short-duration, high-intensity rainfall can initiate deadly and destructive debris flows after wildfire. Methods to estimate the conditions that can trigger debris flows exist and guidance to determine how often those thresholds will be exceeded under the present climate are available. However, the limited spatiotemporal resolution of climate models has hampered efforts to characterize how rainfall intensification driven by global warming may affect debris-flow hazards. We use novel, dynamically downscaled (3.75-km), convection-permitting simulations of short-duration (15-min) rainfall to evaluate threshold exceedance for late 21st-century climate scenarios in the American Southwest. We observe significant increases in the frequency and magnitude of exceedances for regions dominated by cool- and warm-season rainfall. We also observe an increased frequency of exceedance in regions where postfire debris flows have not been documented, and communities are unaccustomed to the hazard. Our findings can inform planning efforts to increase resiliency to debris flows under a changing climate.
野火过后,短时间、高强度的降雨会引发致命的破坏性泥石流。目前已经有了估算可能引发泥石流的条件的方法,也有了确定在目前气候条件下超过这些阈值的频率的指南。然而,由于气候模型的时空分辨率有限,因此无法确定全球变暖导致的降雨加剧会如何影响泥石流灾害。我们利用新颖、动态降尺度(3.75 千米)、允许对流的短时(15 分钟)降雨模拟来评估美国西南部 21 世纪晚期气候情景下的阈值超标情况。我们观察到,在冷季和暖季降雨占主导地位的地区,超标频率和超标幅度都明显增加。我们还观察到,在一些尚未记录过火后泥石流的地区,超标频率会增加,而这些地区的社区也不习惯这种灾害。我们的研究结果可为规划工作提供参考,以提高在不断变化的气候条件下抵御泥石流的能力。
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引用次数: 0
Assessing the myth of disaster risk reduction in the wake of catastrophic floods 评估灾难性洪灾后减少灾害风险的神话
Pub Date : 2024-06-03 DOI: 10.1038/s44304-024-00007-w
Daniel Nohrstedt, Elena Mondino, Giuliano Di Baldassarre, Charles F. Parker
Whether disasters serve as focusing events leading to measures that reduce future disaster risks is contested. Here, we study flood disasters in 23 of the world’s most flood-prone countries to assess whether catastrophic floods, those milestone events with the highest fatalities, have been followed by decreasing mortality in subsequent floods. Results from a trend analysis, controlling for flood magnitude and subtypes, find that reductions in mortality rates have rarely followed the most devastating floods.
灾害是否会成为导致采取措施降低未来灾害风险的焦点事件,这一点还存在争议。在此,我们研究了世界上最容易发生洪灾的 23 个国家的洪灾情况,以评估灾难性洪灾(即死亡率最高的里程碑事件)是否会导致后续洪灾的死亡率下降。趋势分析结果表明,在控制洪水规模和子类的情况下,死亡率的降低很少发生在最具破坏性的洪水之后。
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引用次数: 0
Assessing flood risks in the Taquari-Antas Basin (Southeast Brazil) during the September 2023 extreme rainfall surge 评估塔夸里-安塔斯盆地(巴西东南部)在 2023 年 9 月特大暴雨期间的洪水风险
Pub Date : 2024-06-03 DOI: 10.1038/s44304-024-00009-8
José Mantovani, Enner Alcântara, Luana A. Pampuch, Cheila Flávia Praga Baião, Edward Park, Maria Souza Custódio, Luiz Felippe Gozzo, Cassiano Antonio Bortolozo
This analysis delves into precipitation dynamics in the Bacia Taquari Antas region, with a focus on September 2023. Employing a multi-scale approach encompassing monthly, daily, and subdaily analyses, the study unveils a consistent precipitation distribution throughout the year. September 2023’s anomaly, the second-highest in the dataset, prompts investigation into potential climatic variability. Notably, the daily analysis highlights September 4th, 2023, as significant, emphasizing the importance of historical context in evaluating weather event severity. Subdaily scrutiny of September 4th reveals intense, localized precipitation, raising concerns about hydrological impacts such as flash floods. Positive trends in Rx5day (maximum consecutive 5-day precipitation amount) and R25 (number of days in a year when precipitation exceeds 25 mm) indices indicate an increase in heavy precipitation events, aligning with broader climate change concerns. Shifting focus to flood extent and impact assessment in the Taquari-Antas Basin, a simulation model depicts the temporal evolution of the flood, reaching its peak on September 4th. Examination of affected areas, rainfall volumes, and impacts on census sectors, cities, and buildings furnishes critical data for disaster management. This study contributes to localized precipitation comprehension and broader issues of climate trends, flood risk evaluation, and urban vulnerability, providing a basis for informed decision-making and resilient planning strategies.
本分析以 2023 年 9 月为重点,深入研究了塔夸里-安塔斯(Bacia Taquari Antas)地区的降水动态。该研究采用多尺度方法,包括月、日和亚日分析,揭示了全年一致的降水分布。2023 年 9 月的异常值在数据集中位居第二,这促使人们对潜在的气候变异性进行研究。值得注意的是,每日分析突出显示了 2023 年 9 月 4 日的重要性,强调了历史背景在评估天气事件严重性中的重要性。对 9 月 4 日的亚日分析显示,降水强度大,局部地区降水量大,引发了人们对山洪等水文影响的担忧。Rx5day(连续 5 天的最大降水量)和 R25(一年中降水量超过 25 毫米的天数)指数的正趋势表明强降水事件增多,这与更广泛的气候变化问题相一致。重点转向塔夸里-安塔斯盆地的洪水范围和影响评估,模拟模型描述了洪水在 9 月 4 日达到顶峰的时间演变过程。对受灾地区、降雨量以及对人口普查部门、城市和建筑物的影响的研究为灾害管理提供了重要数据。这项研究有助于理解当地降水情况,以及气候趋势、洪水风险评估和城市脆弱性等更广泛的问题,为知情决策和抗灾规划战略提供依据。
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引用次数: 0
Stochastic coastal flood risk modelling for the east coast of Africa 非洲东海岸随机沿海洪水风险建模
Pub Date : 2024-06-03 DOI: 10.1038/s44304-024-00010-1
Irene Benito, Jeroen C. J. H. Aerts, Dirk Eilander, Philip J. Ward, Sanne Muis
Coastal flooding resulting from tropical cyclones can have large repercussions in many low-lying regions around the world. Accurate flood risk assessments are crucial for designing measures to reduce the societal impacts of coastal flooding. At continental to global scales, however, traditional flood risk assessments mostly use methods that do not capture the spatiotemporal dynamics of coastal flood risk patterns. In this study, we address these deficiencies by applying a novel modelling framework that dynamically simulates stochastic coastal flood risk for the east coast of Africa. Using 10,000 years of synthetic tropical cyclones and a cascade of hydrodynamic models to simulate storm tides and flooding, we calculate the damage of each individual tropical cyclone event and empirically derive the risk curve for each country. Results show that the largest aggregated annual losses in the region come from multiple events rather than from a single low-probability event. Results also reveal that events with the highest return periods in terms of storm surge residual levels and flood extents are not necessarily the most damaging events. Here, the 1 in 10,000-year damage event is associated with a 1 in 45-year event in terms of flood extent, showing that addressing exposure and vulnerability is essential in determining risk. Our modelling framework enables a high-resolution continental-scale risk analysis that takes the spatial dependencies of flood events into account.
热带气旋引发的沿海洪水会对全球许多低洼地区造成巨大影响。准确的洪水风险评估对于制定减少沿海洪水对社会影响的措施至关重要。然而,在大陆到全球尺度上,传统的洪水风险评估方法大多不能捕捉沿岸洪水风险模式的时空动态。在这项研究中,我们针对这些不足,采用了一种新的建模框架,动态模拟非洲东海岸的随机沿海洪水风险。我们利用 10,000 年的合成热带气旋和一系列水动力模型模拟风暴潮和洪水,计算了每个热带气旋事件的损失,并根据经验得出了每个国家的风险曲线。结果表明,该地区最大的年度总损失来自多个事件,而不是单一的低概率事件。结果还显示,就风暴潮残余水位和洪水范围而言,重现期最高的事件并不一定是破坏性最大的事件。在这里,就洪水范围而言,10000 年一遇的破坏事件与 45 年一遇的事件相关联,这表明解决风险暴露和脆弱性问题对于确定风险至关重要。我们的建模框架能够进行高分辨率的大陆尺度风险分析,并将洪水事件的空间依赖性考虑在内。
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引用次数: 0
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npj Natural Hazards
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