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Seismic background noise levels in the Italian strong-motion network 意大利强震台网的地震背景噪声水平
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-10-10 DOI: 10.5194/nhess-23-3219-2023
Simone Francesco Fornasari, Deniz Ertuncay, Giovanni Costa
Abstract. The Italian strong-motion network monitors the seismic activity in the region, with more than 585 stations with continuous data acquisition. In this study, we determine the background seismic noise characteristics of the network by using the data collected in 2022. We analyse the spatial and temporal characteristics of the background noise. It is found that most of the stations suffer from anthropogenic noises, since the strong-motion network is designed to capture the peak ground motions in populated areas. Hence, human activities enrich the low periods of noise. Therefore, land usage of the area where the stations are located affects the background noise levels. Stations can be noisier during the day, up to 12 dB, and during the weekday, up to 5 dB, in short periods. In long periods (≥ 5 s), accelerometric stations converge to similar noise levels and there are no significant daily or weekly changes. It is found that more than half of the stations exceed the background noise model designed for strong-motion stations in Switzerland by Cauzzi and Clinton (2013) in at least one of the calculated periods. We also develop an accelerometric seismic background noise model for periods between 0.0124 and 100 s for Italy by using the power spectral densities of the network. The model is in agreement with the background noise model developed by D’Alessandro et al. (2021) using broadband data for Italy in short periods, but in long periods there is no correlation among studies.
摘要意大利强震网络监测该地区的地震活动,有超过585个站点连续采集数据。在本研究中,我们利用2022年收集的数据确定了网络的背景地震噪声特征。分析了背景噪声的时空特征。由于强震台网的设计是为了捕捉人口密集地区的地面运动峰值,因此大多数台站都受到人为噪声的影响。因此,人类活动丰富了低噪声期。因此,车站所在地区的土地用途会影响背景噪音水平。电台的噪音在白天可达12分贝,在工作日,在短时间内可达5分贝。在长时间内(≥5 s),加速度计站点收敛到相似的噪声水平,并且没有明显的日或周变化。研究发现,在至少一个计算周期内,超过一半的台站超过了Cauzzi和Clinton(2013)为瑞士强震台站设计的背景噪声模型。我们还利用网络的功率谱密度,开发了意大利0.0124至100秒周期的加速度地震背景噪声模型。该模型与D 'Alessandro等人(2021)在短期内使用意大利宽带数据开发的背景噪声模型一致,但在长期内,研究之间没有相关性。
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引用次数: 0
Three decades of coastal subsidence in the slow-moving Nice Côte d'Azur Airport area (France) revealed by InSAR (interferometric synthetic-aperture radar): insights into the deformation mechanism InSAR(干涉合成孔径雷达)揭示了缓慢移动的尼斯Côte d’azur机场区域(法国)三十年的沿海沉降:对变形机制的见解
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-10-10 DOI: 10.5194/nhess-23-3235-2023
Olivier Cavalié, Frédéric Cappa, Béatrice Pinel-Puysségur
Abstract. Coastal areas can be tremendously biodiverse and host a substantial part of the world's population and critical infrastructure. However, there are often fragile environments that face various hazards such as flooding, coastal erosion, land salinization or pollution, earthquake-induced land motion, or anthropogenic processes. In this article, we investigate the stability of the Nice Côte d'Azur Airport, which has been built on reclaimed land in the Var River delta (French Riviera, France). This infrastructure, as well as the ongoing subsidence of the airport runways, has been a permanent concern since the partial collapse of the platform in 1979. Here, we used the full archive of ESA SAR (synthetic-aperture radar) images from 1992 to 2020 to comprehensively monitor the dynamics of the airport subsidence. We found that the maximum downward motion rate has been slowing down from 16 mm yr−1 in the 1990s to 8 mm yr−1 today. However, sediment compaction is still active, and an acceleration phase of the continuous creep leading to a potential failure of a part of the platform cannot be excluded. Our study demonstrates the importance of remotely monitoring of the platform to better understand the motion of coastal land, which will ultimately help evaluate and reduce associated hazards.
摘要沿海地区可以拥有巨大的生物多样性,并拥有世界上很大一部分人口和关键的基础设施。然而,往往有脆弱的环境面临各种危险,如洪水、海岸侵蚀、土地盐碱化或污染、地震引起的陆地运动或人为过程。在本文中,我们研究了尼斯Côte d'Azur机场的稳定性,该机场建在瓦尔河三角洲(法国里维埃拉,法国)的填海土地上。自1979年该平台部分坍塌以来,这一基础设施以及机场跑道的持续下沉一直是一个令人担忧的问题。本文利用1992 - 2020年的ESA SAR(合成孔径雷达)图像完整档案,对机场沉降动态进行了综合监测。我们发现,最大向下运动速率已经从20世纪90年代的16 mm yr - 1放缓到今天的8 mm yr - 1。然而,沉积物压实作用仍在进行,不能排除持续蠕变的加速阶段导致部分平台的潜在破坏。我们的研究证明了远程监测平台对更好地了解沿海土地运动的重要性,这将最终有助于评估和减少相关危害。
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引用次数: 0
Testing machine learning models for heuristic building damage assessment applied to the Italian Database of Observed Damage (DaDO) 在意大利观测损伤数据库(DaDO)上测试启发式建筑损伤评估的机器学习模型
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-10-05 DOI: 10.5194/nhess-23-3199-2023
Subash Ghimire, Philippe Guéguen, Adrien Pothon, Danijel Schorlemmer
Abstract. Assessing or forecasting seismic damage to buildings is an essential issue for earthquake disaster management. In this study, we explore the efficacy of several machine learning models for damage characterization, trained and tested on the database of damage observed after Italian earthquakes (the Database of Observed Damage – DaDO). Six models were considered: regression- and classification-based machine learning models, each using random forest, gradient boosting, and extreme gradient boosting. The structural features considered were divided into two groups: all structural features provided by DaDO or only those considered to be the most reliable and easiest to collect (age, number of storeys, floor area, building height). Macroseismic intensity was also included as an input feature. The seismic damage per building was determined according to the EMS-98 scale observed after seven significant earthquakes occurring in several Italian regions. The results showed that extreme gradient boosting classification is statistically the most efficient method, particularly when considering the basic structural features and grouping the damage according to the traffic-light-based system used; for example, during the post-disaster period (green, yellow, and red), 68 % of buildings were correctly classified. The results obtained by the machine-learning-based heuristic model for damage assessment are of the same order of accuracy (error values were less than 17 %) as those obtained by the traditional RISK-UE method. Finally, the machine learning analysis found that the importance of structural features with respect to damage was conditioned by the level of damage considered.
摘要建筑物震害评估或预测是地震灾害管理的一个重要问题。在本研究中,我们探索了几种机器学习模型在意大利地震后观察到的损伤数据库(DaDO)上进行训练和测试的效果。考虑了六种模型:基于回归和分类的机器学习模型,每种模型都使用随机森林、梯度增强和极端梯度增强。考虑的结构特征被分为两组:DaDO提供的所有结构特征或仅被认为是最可靠和最容易收集的结构特征(年龄,层数,建筑面积,建筑高度)。宏观地震烈度也作为输入特征。根据在意大利几个地区发生七次大地震后观察到的EMS-98震级,确定了每座建筑物的地震破坏程度。结果表明,极端梯度增强分类是统计上最有效的方法,特别是当考虑基本结构特征并根据使用的红绿灯系统对损伤进行分组时;例如,在灾后时期(绿色、黄色和红色),68%的建筑被正确分类。基于机器学习的启发式损伤评估模型得到的结果与传统的RISK-UE方法具有相同的精度数量级(误差值小于17%)。最后,机器学习分析发现,结构特征相对于损伤的重要性取决于所考虑的损伤水平。
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引用次数: 0
The seismic hazard from the Lembang Fault, Indonesia, derived from InSAR and GNSS data 印度尼西亚Lembang断层的地震危险性,来自InSAR和GNSS数据
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-10-05 DOI: 10.5194/nhess-23-3185-2023
Ekbal Hussain, Endra Gunawan, Nuraini Rahma Hanifa, Qori'atu Zahro
Abstract. A growing number of large cities are located near poorly understood faults that have not generated a significant earthquake in recent history. The Lembang Fault is one such fault located near the city of Bandung in West Java, Indonesia. The slip rate on this fault is debated, with estimates ranging from 6 to 1.95–3.45 mm yr−1, derived from a GNSS (global navigation satellite system) campaign and geological measurements respectively. In this paper we measure the surface deformation across the Bandung region and resolve the slip rate across the Lembang Fault using radar interferometry (InSAR – interferometric synthetic aperture radar) analysis of 6 years of Sentinel-1 satellite data and continuous GNSS measurements across the fault. Our slip rate estimate for the fault is 4.7 mm yr−1, with the shallow portions of the fault creeping at 2.2 mm yr−1. Previous studies estimated the return period of large earthquakes on the fault to be between 170–670 years. Assuming simplified fault geometries and a reasonable estimate of the seismogenic depth we derive an estimated moment deficit equivalent to magnitude 6.6–7.0 earthquakes, indicating that the fault poses a very real hazard to the local population. Using the Global Earthquake Model OpenQuake engine we calculate ground motions for these two earthquake scenarios and estimate that 1.9–2.7 million people within the Bandung metropolitan region would be exposed to ground shaking greater than 0.3 g. This study highlights the importance of identifying active faults, understanding their past activity, and measuring the current strain rates of smaller crustal active faults located near large cities in seismic zones.
摘要越来越多的大城市位于人们知之甚少的断层附近,这些断层在最近的历史上没有发生过大地震。伦邦断层是位于印度尼西亚西爪哇万隆市附近的一个这样的断层。该断层的滑动率存在争议,根据GNSS(全球导航卫星系统)活动和地质测量结果,估计滑动率为6至1.95-3.45 mm yr - 1。在本文中,我们测量了万隆地区的地表变形,并利用雷达干涉(InSAR -干涉合成孔径雷达)分析了6年的Sentinel-1卫星数据和连续的GNSS测量数据,解决了兰邦断层的滑动率。我们估计该断层的滑动速率为4.7 mm yr - 1,断层的浅部蠕动速率为2.2 mm yr - 1。以前的研究估计,断层上大地震的复发周期在170-670年之间。假设简化的断层几何形状和对孕震深度的合理估计,我们得出了相当于6.6-7.0级地震的估计力矩赤字,这表明该断层对当地居民构成了非常现实的危险。使用全球地震模型OpenQuake引擎,我们计算了这两种地震情景的地面运动,并估计万隆大都市区内190 - 270万人将暴露在大于0.3 g的地面震动中。这项研究强调了识别活动断层的重要性,了解它们过去的活动,并测量位于地震带大城市附近的较小地壳活动断层的当前应变率。
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引用次数: 0
Lava flow hazard modeling during the 2021 Fagradalsfjall eruption, Iceland: applications of MrLavaLoba 2021年冰岛Fagradalsfjall火山喷发期间的熔岩流危险建模:MrLavaLoba的应用
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-09-28 DOI: 10.5194/nhess-23-3147-2023
Gro B. M. Pedersen, Melissa A. Pfeffer, Sara Barsotti, Simone Tarquini, Mattia de'Michieli Vitturi, Bergrún A. Óladóttir, Ragnar Heiðar Þrastarson
Abstract. The 6-month-long effusive eruption at the Fagradalsfjall volcano in 2021 is the most visited eruption site in Iceland to date (June 2023), and it needed intense lava flow hazard assessment. In this study we document how strategies for lava flow modeling were implemented using the stochastic model MrLavaLoba to evaluate hazards during this effusive event. Overall, the purposes were threefold: (a) pre-eruption simulations to investigate potential lava inundation of critical infrastructure, (b) syn-eruption simulations for short-term (2-week time frame) lava flow hazard assessment and (c) syn-eruption simulations for long-term (months to years) hazard assessments. Additionally, strategies for lava barrier testing were developed, and syn-eruption topographic models were incorporated into simulations in near real time. The model provided promising results that were shared regularly at stakeholder meetings with the monitoring personnel, scientists and civil-protection representatives helping to identify potential short-term and long-term lava hazards. This included evaluation of the timing of barrier overflow and the filling and spilling of lava from one valley to another. During the crisis the MrLavaLoba model was updated to increase functionality such as by considering multiple active vents. Following the eruption, the model was optimized substantially, decreasing the computational time required for the simulations and speeding up the delivery of final products.
摘要2021年,Fagradalsfjall火山爆发了长达6个月的喷发,是冰岛迄今为止(2023年6月)访问量最大的喷发地点,需要对其进行严格的熔岩流危害评估。在本研究中,我们记录了如何使用随机模型MrLavaLoba来实现熔岩流建模策略,以评估这一喷发事件期间的危害。总的来说,目的有三个:(a)喷发前模拟,以调查关键基础设施的潜在熔岩淹没;(b)同步喷发模拟,用于短期(2周时间框架)熔岩流危害评估;(c)同步喷发模拟,用于长期(数月至数年)危害评估。此外,开发了熔岩屏障测试策略,并将同步喷发地形模型纳入近实时模拟。该模型提供了有希望的结果,并定期在利益攸关方会议上与监测人员、科学家和民防代表分享,帮助确定潜在的短期和长期熔岩危害。这包括评估屏障溢出的时间和熔岩从一个山谷填充和溢出到另一个山谷。在危机期间,MrLavaLoba模型进行了更新,以增加功能,例如考虑多个活动喷口。火山爆发后,该模型得到了大幅优化,减少了模拟所需的计算时间,加快了最终产品的交付。
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引用次数: 0
Mangrove ecosystem properties regulate high water levels in a river delta 红树林生态系统特性调节河流三角洲的高水位
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-09-28 DOI: 10.5194/nhess-23-3169-2023
Ignace Pelckmans, Jean-Philippe Belliard, Luis E. Dominguez-Granda, Cornelis Slobbe, Stijn Temmerman, Olivier Gourgue
Abstract. Intertidal wetlands, such as mangroves in the tropics, are increasingly recognized for their role in nature-based mitigation of coastal flood risks. Yet it is still poorly understood how effective they are at attenuating the propagation of extreme sea levels through large (order of 100 km2) estuarine or deltaic systems, with complex geometry formed by networks of branching channels intertwined with mangrove and intertidal flat areas. Here, we present a delta-scale hydrodynamic modelling study, aiming to explicitly account for these complex landforms, for the case of the Guayas delta (Ecuador), the largest estuarine system on the Pacific coast of Latin America. Despite coping with data scarcity, our model accurately reproduces the observed propagation of high water levels during a spring tide. Further, based on a model sensitivity analysis, we show that high water levels are most sensitive to the mangrove platform elevation and degree of channelization but to a much lesser extent to vegetation-induced friction. Mangroves with a lower surface elevation, lower vegetation density, and higher degree of channelization all favour a more efficient flooding of the mangroves and therefore more effectively attenuate the high water levels in the deltaic channels. Our findings indicate that vast areas of channelized mangrove forests, rather than densely vegetated forests, are most effective for nature-based flood risk mitigation in a river delta.
摘要潮间带湿地,如热带地区的红树林,在以自然为基础减轻沿海洪水风险方面的作用日益得到承认。然而,它们在通过大型(约100平方公里)河口或三角洲系统(由与红树林和潮间带区交织在一起的分支水道网络形成的复杂几何结构)减弱极端海平面传播方面的效果如何,人们仍然知之甚少。在这里,我们提出了一个三角洲尺度的水动力模拟研究,旨在明确地说明这些复杂的地形,瓜亚斯三角洲(厄瓜多尔)的情况下,最大的河口系统在拉丁美洲太平洋海岸。尽管数据稀缺,我们的模型准确地再现了观测到的大潮期间高水位的传播。此外,基于模型敏感性分析,我们发现高水位对红树林平台高度和河道化程度最为敏感,但对植被引起的摩擦的影响程度要小得多。红树林表面海拔较低,植被密度较低,河道化程度较高,这些都有利于红树林更有效的洪水泛滥,因此更有效地减弱了三角洲河道的高水位。我们的研究结果表明,在河流三角洲,大面积的水道化红树林,而不是茂密的植被森林,最有效地缓解了基于自然的洪水风险。
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引用次数: 2
Sensitivity analysis of erosion on the landward slope of an earthen flood defense located in southern France submitted to wave overtopping 法国南部土质防洪堤向陆坡对波浪漫溢侵蚀的敏感性分析
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-09-27 DOI: 10.5194/nhess-23-3111-2023
Clément Houdard, Adrien Poupardin, Philippe Sergent, Abdelkrim Bennabi, Jena Jeong
Abstract. The study aims to provide a complete analysis framework applied to an earthen dike located in Camargue, France. This dike is regularly submitted to erosion on the landward slope that needs to be repaired. Improving the resilience of the dike calls for a reliable model of damage frequency. The developed system is a combination of copula theory, empirical wave propagation, and overtopping equations as well as a global sensitivity analysis in order to provide the return period of erosion damage on a set dike while also providing recommendations in order for the dike to be reinforced as well as the model to be self-improved. The global sensitivity analysis requires one to calculate a high number of return periods over random observations of the tested parameters. This gives a distribution of the return periods, providing a more general approach to the behavior of the dike. The results show a return period peak around the 2-year mark, close to reported observation. With the distribution being skewed, the mean value is higher and is thus less reliable as a measure of dike safety. The results of the global sensitivity analysis show that no particular category of dike features contributes significantly more to the uncertainty of the system. The highest contributing factors are the dike height, the critical velocity, and the coefficient of seaward slope roughness. These results underline the importance of good dike characterization in order to improve the predictability of return period estimations. The obtained return periods have been confirmed by current in situ observations, but the uncertainty increases for the most severe events due to the lack of long-term data.
摘要该研究旨在提供一个完整的分析框架,应用于位于法国卡马尔格的土坝。这条堤坝经常受到向陆斜坡的侵蚀,需要修复。提高堤防的恢复能力需要一个可靠的损伤频率模型。该系统结合了copula理论、经验波传播和过顶方程以及全局敏感性分析,提供了一组堤防侵蚀损伤的回归期,同时也为堤防加固提供了建议,并对模型进行了自我改进。全局敏感性分析要求在测试参数的随机观测值上计算大量的回归周期。这给出了回归周期的分布,为堤防的行为提供了更一般的方法。结果显示,在2年左右出现了一个回归期高峰,与报道的观察结果接近。由于分布偏斜,平均值较高,因此作为堤防安全措施的可靠性较差。全局敏感性分析结果表明,没有哪一类堤防特征对系统的不确定性贡献更大。堤高、临界流速和向海坡粗糙度系数是影响最大的因素。这些结果强调了为了提高回归期估计的可预测性,良好的堤防特征的重要性。目前的现场观测证实了所获得的返回期,但由于缺乏长期数据,最严重的事件的不确定性增加了。
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引用次数: 0
Modelling extreme water levels using intertidal topography and bathymetry derived from multispectral satellite images 利用多光谱卫星图像衍生的潮间带地形和测深技术模拟极端水位
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-09-27 DOI: 10.5194/nhess-23-3125-2023
Wagner L. L. Costa, Karin R. Bryan, Giovanni Coco
Abstract. Topographic and bathymetric data are essential for accurate predictions of flooding in estuaries because water depth and elevation data are fundamental components of the shallow-water hydrodynamic equations used in models for storm surges and tides. Where lidar or in situ acoustic surveys are unavailable, recent efforts have centred on using satellite-derived bathymetry (SDB) and satellite-derived topography (SDT). This work is aimed at (1) determining the accuracy of SDT and (2) assessing the suitability of the SDT and SDB for extreme water level modelling of estuaries. The SDT was created by extracting the waterline as it tracks over the topography with changing tides. The method was applied to four different estuaries in Aotearoa / New Zealand: Whitianga, Maketū, Ōhiwa and Tauranga harbours. Results show that the waterline method provides similar topography to the lidar with a root-mean-square error equal to 0.2 m, and it is slightly improved when two correction methods are applied to the topography derivations: the removal of statistical bias (0.02 m improvement) and hydrodynamic modelling correction of waterline elevation (0.01 m improvement). The use of SDT in numerical simulations of surge levels was assessed for Tauranga Harbour in eight different simulation scenarios. Each scenario explored different ways of incorporating the SDT to replace the topographic data collected using non-satellite survey methods. In addition, one of these scenarios combined SDT (for intertidal zones) and SDB (for subtidal bathymetry), so only satellite information is used in surge modelling. The latter SDB is derived using the well-known ratio–log method. For Tauranga Harbour, using SDT and SDB in hydrodynamic models does not result in significant differences in predicting high water levels when compared with the scenario modelled using surveyed bathymetry.
摘要地形和水深数据对于河口洪水的准确预测至关重要,因为水深和高程数据是风暴潮和潮汐模型中使用的浅水水动力方程的基本组成部分。在无法使用激光雷达或原位声学测量的情况下,最近的工作集中在使用卫星衍生测深(SDB)和卫星衍生地形(SDT)。本研究的目的是:(1)确定SDT的精度;(2)评估SDT和SDB在河口极端水位模拟中的适用性。SDT是通过提取随潮汐变化的地形水线而创建的。该方法应用于新西兰奥特罗阿的四个不同的河口:Whitianga、maketya、Ōhiwa和Tauranga港口。结果表明,水线法提供的地形与激光雷达相似,均方根误差为0.2 m,地形导数采用两种校正方法:消除统计偏差(改善0.02 m)和水线高程水动力建模校正(改善0.01 m),地形导数略有改善。在8种不同的模拟情景下,评估了SDT在陶朗加港浪涌水位数值模拟中的应用。每个方案都探索了不同的方法,将SDT纳入替代使用非卫星测量方法收集的地形数据。此外,其中一种情景结合了SDT(用于潮间带)和SDB(用于潮下测深),因此在浪涌模拟中只使用卫星信息。后者的SDB是用众所周知的比率-对数方法推导出来的。对于陶朗加港,在水动力模型中使用SDT和SDB与使用测量水深模型模拟的情景相比,在预测高水位方面没有显著差异。
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引用次数: 0
Analysis of flood warning and evacuation efficiency by comparing damage and life-loss estimates with real consequences related to the São Francisco tailings dam failure in Brazil 通过比较巴西<s:1>奥弗朗西斯科尾矿坝溃坝造成的损失和生命损失估算与实际后果,分析洪水预警和疏散效率
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-09-25 DOI: 10.5194/nhess-23-3095-2023
André Felipe Rocha Silva, Julian Cardoso Eleutério
Abstract. Economic damage and life-loss estimates provide important insights for the elaboration of more robust alerts and effective emergency planning. On the one hand, accurate damage analysis supports decision-making processes. On the other hand, the comparison of different flood alert scenarios through modeling techniques is crucial for improving the efficiency of alert and evacuation systems design. This work evaluates the use of flood damage and life-loss models in floods caused by tailings dams through the application of these models in the real case of the São Francisco dam failure, which occurred in January 2007 in the city of Miraí in Brazil. The model results showed great agreement with observed damage and loss of life. Furthermore, different simulations were done in order to measure the impact of increasing and decreasing alert system efficiency on life-loss reduction. The simulated scenarios exploring the inefficiency of flood alert and evacuation revealed that life loss could have reached the maximum rate of 8.7 % of the directly exposed population when considering the more pessimistic and uncertain scenario instead of the actual null life loss achieved. The results of this work indicate that the models could represent both the observed accident and different alert and evacuation efficiency impacts. It highlights the importance of developing and implementing robust alert and evacuation systems and regulations in order to reduce flood impacts.
摘要经济损失和生命损失估计数为制定更有力的警报和有效的应急规划提供了重要的见解。一方面,准确的损伤分析支持决策过程。另一方面,通过建模技术对不同的洪水预警情景进行比较,对于提高预警和疏散系统的设计效率至关重要。本工作通过将这些模型应用于2007年1月发生在巴西Miraí市的圣弗朗西斯科大坝溃坝的实际案例,评估了尾矿坝引起的洪水中洪水损害和生命损失模型的使用情况。模型结果与观测到的损失和生命损失非常吻合。此外,为了衡量提高和降低警报系统效率对减少生命损失的影响,进行了不同的仿真。探讨洪水预警和疏散效率低下的模拟情景显示,在考虑更悲观和不确定的情景时,直接暴露人口的生命损失率最高可达8.7%,而不是实际实现的零生命损失。研究结果表明,所建立的模型既能反映实际事故,又能反映不同预警和疏散效率的影响。它强调了开发和实施强有力的警报和疏散系统及法规以减少洪水影响的重要性。
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引用次数: 1
Lessons learnt from a rockfall time series analysis: data collection, statistical analysis, and applications 岩崩时间序列分析的经验教训:数据收集、统计分析和应用
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-09-20 DOI: 10.5194/nhess-23-3079-2023
Sandra Melzner, Marco Conedera, Johannes Hübl, Mauro Rossi
Abstract. Historical rockfall catalogues are important data sources for the investigation of the temporal occurrence of rockfalls, which is crucial information for rockfall hazard and risk assessments. However, such catalogues are rare and often incomplete. Here, we selected and analysed seven catalogues of historical rockfalls in Austria, Italy, and the USA to highlight existing relationships between data collection and mapping methods and representativeness of the resulting rockfall records. Heuristic and simple statistically based frequency analysis methods are applied to describe and compare the different historical rockfall catalogues. Our results show that the mapping strategy may affect the frequency of the assessed rockfall occurrence and the completeness and representativeness of the related time series of historical rockfalls. We conclude by presenting the advantages and limitations of the application of different frequency-based methods for analysing rockfall catalogues and providing recommendations for rockfall mapping. We furthermore present non-parametric statistical methods for dealing with typically small rockfall datasets, which are particularly suited for the characterization of basic rockfall catalogues. Such recommendations should help in the definition of standards for collecting and using temporal rockfall data in hazard and risk assessments.
摘要历史岩崩目录是调查岩崩发生时间的重要数据来源,是岩崩危害和风险评估的重要信息。然而,这样的目录是罕见的,而且往往是不完整的。在这里,我们选择并分析了奥地利、意大利和美国的七个历史岩落目录,以突出数据收集和制图方法之间的现有关系,以及由此产生的岩落记录的代表性。采用启发式和简单的基于统计的频率分析方法来描述和比较不同的历史岩崩目录。结果表明,作图策略可能会影响评估的岩崩发生频率以及相关历史岩崩时间序列的完整性和代表性。最后,我们提出了应用不同的基于频率的方法来分析岩崩目录的优点和局限性,并为岩崩制图提供了建议。我们进一步提出了非参数统计方法来处理典型的小型岩崩数据集,这特别适合于基本岩崩目录的表征。这些建议应有助于确定在危害和风险评估中收集和使用时间岩崩数据的标准。
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引用次数: 0
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Natural Hazards and Earth System Sciences
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