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Assessment of urbanization-related groundwater flooding process via Visual MODFLOW modeling: A case study for the northern part of Almaty city, Kazakhstan 基于Visual MODFLOW模型的城市化相关地下水洪水过程评价——以哈萨克斯坦阿拉木图北部地区为例
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-27 DOI: 10.1111/jfr3.13029
Vladimir Mirlas, Altynay Zhakyp, Yergali Auelkhan, Yaakov Anker

Groundwater flooding might be triggered by disregarding hydrogeological processes during urban area development. Such flooding might result in public disruption, engineering infrastructure destruction, and general damage to natural and human environments, as in the northern part of Almaty city. A MODFLOW groundwater flow model was used to simulate and quantitatively assess the changes in hydrogeological conditions affecting the groundwater flooding process. A field study of the Akbulak micro-district research site showed that groundwater flooding occurred in its center owing to a water table hillock with a total area of 0.07 km2 and groundwater levels ranging from 1.2 to 0.25 m below the ground surface. The MODFLOW simulation suggested that this water table hillock developed from runoff, which, owing to a decrease in natural infiltration across an urbanized area, accumulated in low-elevation areas and infiltrated. This runoff accumulation effect may be up to eight times the annual average precipitation amount. Once in local sub-basins, larger runoff volume infiltrates into an underlying aquifer water table that is already high, might cause groundwater flooding in populated areas. The Almaty scenario simulation confirmed the field observations, suggesting that the clogging of the Karasu-type stream has concentrated runoff to low-elevation areas and is the leading cause of flooding.

在城市开发过程中,忽视水文地质作用可能引发地下水洪水。像阿拉木图市北部那样,这样的洪水可能会导致公共中断、工程基础设施遭到破坏,并对自然和人类环境造成普遍破坏。采用MODFLOW地下水渗流模型对影响地下水洪水过程的水文地质条件变化进行了模拟和定量评价。对Akbulak微区研究点的实地考察表明,该微区中心有一个地下水位丘,总面积为0.07 km2,地下水位在地表以下1.2 ~ 0.25 m之间。MODFLOW模拟表明,由于城市化地区自然入渗减少,径流在低海拔地区积累并入渗,形成地下水位丘。径流累积效应可达年平均降水量的8倍。一旦进入局部子流域,更大的径流量渗入已经很高的地下含水层,可能会导致人口稠密地区的地下水泛滥。阿拉木图情景模拟证实了实地观测结果,表明卡拉苏型河流的堵塞使径流集中到低海拔地区,是洪水的主要原因。
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引用次数: 0
Monitoring of torrent control structures: An integrated approach from first-level inspections to maintenance strategies 监测激流控制结构:从一级检查到维护策略的综合方法
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-18 DOI: 10.1111/jfr3.13011
Alessio Cislaghi, Emanuele Morlotti, Sara Cucchiaro, Paola Morando, Gian Battista Bischetti

Torrent control structures are essential countermeasures against potential losses from flood to debris flow events. The durability of these structures hinges upon several factors, including the structure's design, construction materials and ongoing maintenance as well as the physical pressures they are under. Over the past half-century, a decline in investments allocated to routine maintenance activities, coupled with the natural degradation of these structures, has contributed to a reduction in their protective capacity. In this context, monitoring and maintaining existing structures are essential actions. This study presents a comprehensive proposal for a routine inspection process adopted for torrent control structures along four rivers in North Italy. The results of the first-level inspections consist of a dataset encompassing missing details (e.g., width, length, height, construction age, materials used), present condition of structures and functionality. The further step is to predict the vulnerability of the inspected torrent control structures; so, the Markov chain model is implemented for forecasting their service life, also in function of different maintenance strategies. Furthermore, this study serves as a valuable resource for reinforcing the role of the first-level inspections and ongoing monitoring, which is essential for planning future investments in watershed management, especially in the routine maintenance of torrent control structures.

激流控制结构是防止洪水和泥石流事件潜在损失的必要措施。这些结构的耐久性取决于几个因素,包括结构的设计、建筑材料、持续维护以及它们所承受的物理压力。在过去的半个世纪里,分配给日常维护活动的投资减少,加上这些结构的自然退化,导致它们的保护能力下降。在这方面,监测和维持现有结构是必不可少的行动。本研究提出了一个全面的建议,为常规检查过程中采用的洪流控制结构沿意大利北部四条河流。一级检查的结果包括一个包含缺失细节的数据集(例如,宽度、长度、高度、建筑年龄、使用的材料)、结构和功能的现状。下一步是预测被检查的激流控制结构的脆弱性;因此,采用马尔可夫链模型来预测其使用寿命,并考虑不同维护策略的作用。此外,本研究为加强一级检查和持续监测的作用提供了宝贵的资源,这对于规划流域管理的未来投资至关重要,特别是在洪流控制结构的日常维护方面。
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引用次数: 0
Advancing regional flood mapping in a changing climate: A HAND-based approach for New Jersey with innovations in catchment analysis 在不断变化的气候中推进区域洪水制图:一种基于手的方法,用于新泽西州的集水区分析创新
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-09 DOI: 10.1111/jfr3.13033
D. Bazzett, Lucas Marxen, R. Wang

Regional flood mapping poses computational and spatial heterogeneity challenges, exacerbated by climate change-induced uncertainties. This study focuses on creating a state-wide flood mapping solution with enhanced accuracy and computational speed to support regional flooding hazard analysis and the assessment of climate change, using New Jersey as a case study. The Height Above Nearest Drainage (HAND) framework was employed for large-scale flood mapping. The model was validated against high water marks (HWMs) collected after Hurricane Irene. Based on the National Water Model (NWM), synthetic rating curves in HAND were calibrated by tuning Manning's roughness, aligning the predicted and observed flood depths. The roughness values were generalized across the state from the validated water basins to the ungauged ones, using a multivariate regression with the hydrologic and geographic information. To map the future climate-change-induced flooding, a correlation between NOAA historical precipitation totals and NWM flow data from 2010 to 2020 was established to link precipitation and runoff. This study also invented a novel method for correcting catchment discontinuities, inherent in the HAND model, based on a computer vision scheme, the Sobel filter. The modeling results show that average and worst-case storm events have the potential to increase 10%–50% in the state, where mountain areas and major river banks would be exposed to this impact more significantly.

区域洪水制图带来了计算和空间异质性的挑战,气候变化引起的不确定性加剧了这一挑战。本研究的重点是创建一个全州范围的洪水地图解决方案,提高准确性和计算速度,以支持区域洪水危害分析和气候变化评估,并以新泽西州为例进行研究。大尺度洪水制图采用了最近排水高度(HAND)框架。该模型对艾琳飓风后收集的高水位(HWMs)进行了验证。基于国家水模型(NWM),通过调整曼宁粗糙度,对准预测和观测的洪水深度,对HAND中的综合评级曲线进行校准。利用水文和地理信息的多元回归,将粗糙度值从验证的流域推广到未测量的流域。为了绘制未来气候变化引发的洪水地图,建立了2010 - 2020年NOAA历史降水总量与NWM流量数据之间的相关性,以将降水和径流联系起来。本研究还发明了一种基于Sobel滤波器的计算机视觉方案来校正HAND模型中固有的集水区不连续的新方法。建模结果显示,该州平均和最坏的风暴事件有可能增加10%-50%,山区和主要河岸将更容易受到这种影响。
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引用次数: 0
Diversification of flood risk management in the Netherlands: Implications for boundary judgement practices 荷兰洪水风险管理的多样化:对边界判断实践的影响
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-05 DOI: 10.1111/jfr3.13028
Joanne Vinke-de Kruijf, Lisette Groefsema, Karin A. W. Snel

Climate change urges water managers in low-lying deltas to diversify their flood risk management (FRM) strategies. To reduce residual risks, they increasingly need to incorporate spatial and other measures. This has implications for the boundary judgements made by water authorities, that is, the implicit and explicit decisions about who and what is relevant to include and consider. To understand these implications, we assess the boundary judgements made by a Dutch regional water authority in two diversification-oriented frontrunner projects. We distinguish between three categories of judgements: (1) substantive: the scale, domains, time horizon and solutions that are considered; (2) participation: who is involved, to what extent and when; and (3) planning and decision: the flexibility of responsibilities, financing, planning and decision-making. Our results show that, in both projects, most of the boundary judgements became wider over time as a result of pressure from or interactions with actors from outside the water sector. Hence, despite its ambition to diversify flood risk strategies, the water authority continued to draw boundaries that were too tight to allow for meaningful collaboration with actors outside the water sector. Considering the importance of reconfiguring practices in transforming FRM, we recommend more engaged research into practices.

气候变化敦促低洼三角洲的水资源管理者将其洪水风险管理(FRM)战略多样化。为了降低残余风险,他们越来越需要纳入空间措施和其他措施。这对水利部门的边界判断产生了影响,即对纳入和考虑的相关人员和内容做出了隐含和明确的决定。为了解这些影响,我们评估了荷兰某地区水务局在两个以多样化为导向的先行项目中做出的边界判断。我们区分了三类判断:(1) 实质性:考虑的规模、领域、时间范围和解决方案;(2) 参与:谁参与、参与程度和参与时间;(3) 规划和决策:责任、融资、规划和决策的灵活性。我们的研究结果表明,在这两个项目中,随着时间的推移,由于来自水行业外部的压力或与水行业外部参与者的互动,大多数边界判断都变得更加宽泛。因此,尽管水务局雄心勃勃地要使洪水风险战略多样化,但其划定的边界仍然过于严格,无法与水务部门以外的参与者开展有意义的合作。考虑到重新配置实践在转变洪水风险管理工作中的重要性,我们建议对实践进行更多的研究。
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引用次数: 0
Developing flood risk curves of agricultural economic damage under climate change in the Lower Chao Phraya River Basin, Thailand 绘制泰国湄南河下游流域气候变化下农业经济损失的洪水风险曲线
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-04 DOI: 10.1111/jfr3.13031
Aakanchya Budhathoki, Tomohiro Tanaka, Yasuto Tachikawa

Rice is a major agricultural crop in Thailand, while paddy fields near river lines are exposed to high flood risk. This study assesses rice exposure and economic flood risk under future climate in the Lower Chao Phraya River Basin, Thailand. To encompass various flood events, this study estimates the frequency of rice economic damage by employing a large ensemble climate projection dataset based on database for Policy Decision making for Future climate change (d4PDF). Results show that, in the 4-K warmer climate, the 100-year exposed cultivation area and duration will increase approximately by 1.2–1.4 and 1.1–1.2 times, respectively. Decreased rice production is evaluated as monetary damage through several fragility curves. The economic damage by the 2011 flooding is estimated as 11.25 billion Thai Baht, while the estimation varies from the fragility curves employed. In the 4 K warmer climate, regardless of the fragility curves, 100-year rice damage is projected to increase by 1.2–1.4 times. The 2011 flooding is larger than all 3000-year simulations in the past climate, whereas extreme events in the 4 K warmer climate showed higher damage than the 2011 flooding, indicating that agricultural damage corresponding to the 2011 flooding may occur more frequently in the future climate.

水稻是泰国的主要农作物,而河流沿线附近的稻田面临着很高的洪水风险。本研究评估了泰国湄南河下游流域在未来气候条件下的水稻风险和洪水经济风险。为了涵盖各种洪水事件,本研究采用了基于未来气候变化决策数据库(d4PDF)的大型集合气候预测数据集来估算水稻经济损失的频率。结果表明,在 4-K 暖化气候下,100 年暴露耕种面积和持续时间将分别增加约 1.2-1.4 倍和 1.1-1.2 倍。水稻产量的减少通过几条脆性曲线评估为经济损失。2011 年洪灾造成的经济损失估计为 112.5 亿泰铢,但这一估计值因所采用的脆性曲线而异。在气候变暖 4 K 的情况下,无论采用哪种脆性曲线,预计 100 年水稻损失都将增加 1.2-1.4 倍。2011 年的洪水比过去气候下所有 3000 年模拟的洪水都要大,而 4 K 暖化气候下的极端事件比 2011 年的洪水造成的损失要大,这表明在未来气候下,与 2011 年洪水相对应的农业损失可能会更频繁地发生。
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引用次数: 0
REFLEX—A novel method for the rapid estimation of flood extent REFLEX--快速估算洪水范围的新方法
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-29 DOI: 10.1111/jfr3.13034
Mauro Arcorace, Andrea Libertino, Lorenzo Alfieri, Simone Gabellani, Alessia Matanò, Alessandro Masoero, Valerio Basso, Giorgio Boni

Reliable flood hazard mapping is crucial for enhancing flood preparedness, especially in poorly gauged and vulnerable areas. Yet, current flood models are either highly detailed and computationally intensive or oversimplified, failing to capture important flow dynamics. Here, we present the Rapid Estimation of FLood EXtent (REFLEX), a hydro-geomorphological model for flood hazard mapping at multiple scales that improves upon the existing Height Above the Nearest Drainage model by constraining flood extent using physically-coherent flood volumes. Input volume is distributed from channel to hillslope cells by using an iterative optimization based on the Manning's equation, bypassing the need for accurate rating curves. The model improves the accuracy of inundation extent in flat areas by accounting for backwater effects, and in coastal zones by extending the calculation boundaries beyond the direct watershed area. REFLEX was tested over five areas with different climatic conditions, including flash-flood prone catchments in Italy and large floodplains in the Zambezi river basin. Results denote skillful representation of flooded areas in the Italian catchments, with critical success index (CSI) up to 0.62. In the African cases, REFLEX produced the best estimates of the flood extent and CSI comparable with two state of the art global inundation models. REFLEX is a competitive flood modelling tool for large scale and high resolution applications thanks to its limited input requirements and computing times two orders of magnitude shorter than equivalent hydraulic simulations.

可靠的洪水灾害绘图对于加强洪水防备至关重要,尤其是在测量不足和脆弱的地区。然而,目前的洪水模型要么非常详细,计算量大,要么过于简化,无法捕捉到重要的水流动态。在此,我们提出了洪水范围快速估算模型(REFLEX),这是一种用于绘制多种尺度洪水灾害图的水文地质模型,它利用物理上一致的洪水量对洪水范围进行约束,从而改进了现有的最近排水沟以上高度模型。输入洪量通过基于曼宁方程的迭代优化,从河道单元分配到山坡单元,从而绕过了对精确等级曲线的需求。该模型通过考虑回水效应,提高了平坦地区淹没范围的准确性,并通过将计算边界扩展到直接流域面积之外,提高了沿海地区淹没范围的准确性。REFLEX 在五个气候条件不同的地区进行了测试,包括意大利的山洪易发流域和赞比西河流域的大型洪泛区。结果表明,在意大利的集水区,REFLEX 能熟练地表示洪水泛滥区域,临界成功指数(CSI)高达 0.62。在非洲案例中,REFLEX 对洪水范围做出了最佳估计,其 CSI 可与两个最先进的全球洪水模型相媲美。REFLEX 的输入要求有限,计算时间比同等的水力模拟短两个数量级,因此在大规模和高分辨率应用中是一种极具竞争力的洪水建模工具。
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引用次数: 0
Agent-based intra-regional relocation model considering spatial local amenity for urban planning-based flood risk management: Assessing the impact of urban development on flood exposure 基于代理的区域内搬迁模型,考虑了基于城市规划的洪水风险管理的空间地方便利性:评估城市发展对洪水风险的影响
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-28 DOI: 10.1111/jfr3.13035
Tomohiro Tanaka, Asuka Koga, Muneta Yokomatsu

Integrated flood risk management based on urban policies remains challenging compared with infrastructure due to the unclear risk-reduction effects over time. To consider heterogeneity in social responses to urban planning measures, a previous study developed an agent-based household relocation model under flood risk (AHR-FLOOD) by combining flood-inundation and agent-based relocation models. However, accurate modelling of relocation incentives remains challenging. This study aimed to improve AHR-FLOOD by introducing spatial amenities based on transportation convenience and reflecting their impact on the decision-making processes of agents to analyze the development of different flood risk areas. AHR-FLOOD considering access to public transportation reproduced the spatial characteristics of the actual population and housing prices. The development of low-risk areas reduced flood exposure and resulting flood damage. However, this effect was less clear for low-income individuals, but the development of low-amenity areas had the potential to induce low-income population to move to safe areas. Chain migration was observed as a long-term effect of the spatial amenity policy. This study presents insights into the effect of transportation policies on flood safety for long-term spatial distance management in an agent-based approach with the rigorous modelling and validation of local amenity impact on household relocation choices.

与基础设施相比,基于城市政策的综合洪水风险管理仍然具有挑战性,因为随着时间的推移,降低风险的效果并不明显。为了考虑社会对城市规划措施反应的异质性,之前的一项研究通过结合洪水淹没模型和基于代理的搬迁模型,开发了洪水风险下基于代理的家庭搬迁模型(AHR-FLOOD)。然而,对搬迁激励措施进行精确建模仍具有挑战性。本研究旨在改进 AHR-FLOOD,引入基于交通便利性的空间便利设施,并反映其对代理人决策过程的影响,以分析不同洪水风险区域的发展情况。考虑到公共交通便利性的 AHR-FLOOD 再现了实际人口和房价的空间特征。低风险地区的开发减少了洪水风险和由此造成的洪水损失。然而,对于低收入人群来说,这种影响并不明显,但低风险地区的开发有可能促使低收入人群迁移到安全地区。据观察,连锁迁移是空间美化政策的一个长期效应。本研究采用基于代理的方法,对当地便利性对家庭搬迁选择的影响进行了严格的建模和验证,从而深入分析了交通政策对长期空间距离管理的防洪安全的影响。
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引用次数: 0
Time-varying copula-based compound flood risk assessment of extreme rainfall and high water level under a non-stationary environment 非稳态环境下基于时变共轭的极端降雨和高水位复合洪水风险评估
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-26 DOI: 10.1111/jfr3.13032
Mingming Song, Jianyun Zhang, Yanli Liu, Cuishan Liu, Zhenxin Bao, Junliang Jin, Ruimin He, Guodong Bian, Guoqing Wang

Quantifying flood risk depends on accurate probability estimation, which is challenging due to non-stationarity and the combined effects of multiple factors in a changing environment. The threat of compound flood risks may spread from coastal areas to inland basins, which have received less attention. In this study, a framework based on time-varying copulas was introduced for the treatment of compound flood risk and bivariate design in non-stationary environments. Archimedean copulas were developed to diagnose the non-stationary trends of flood risk. Return periods, average annual reliabilities, and bivariate designs were estimated. Model uncertainty was analyzed by comparing the results for stationary and non-stationary conditions. The case study investigated the extreme rainfall and water level series from the Qinhuai River Basin and the Yangtze River in China. The results showed that marginal distributions and correlations are non-stationary in all bivariate combinations. Ignoring composite effects may lead to inappropriate quantification of flood risk. Excluding non-stationarity may lead to risk over or underestimation. It showed the limitations of the 1-day scale and quantified the uncertainty of non-stationary models. This study provided a flood risk assessment framework in a changing environment and a risk-based design technique, which is essential for climate change adaptation and water management.

洪水风险的量化取决于准确的概率估算,而由于非稳态性和不断变化的环境中多种因素的综合影响,概率估算具有挑战性。复合洪水风险的威胁可能会从沿海地区蔓延到内陆盆地,而内陆盆地受到的关注较少。在本研究中,引入了一个基于时变协方差的框架,用于处理非平稳环境中的复合洪水风险和双变量设计。开发了阿基米德共轭系数来诊断洪水风险的非平稳趋势。对回归期、年均可靠度和双变量设计进行了估算。通过比较静态和非静态条件下的结果,分析了模型的不确定性。案例研究调查了中国秦淮河流域和长江的极端降雨量和水位序列。结果表明,在所有二元组合中,边际分布和相关性都是非平稳的。忽略复合效应可能导致洪水风险的不恰当量化。排除非平稳性可能会导致风险高估或低估。该研究显示了 1 天尺度的局限性,并量化了非稳态模型的不确定性。这项研究提供了一个变化环境中的洪水风险评估框架和一种基于风险的设计技术,这对于适应气候变化和水资源管理至关重要。
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引用次数: 0
Recognising floods, recognising people? Flood risk management in riverfront urban kampongs of Indonesia 认识洪水,认识人类?印度尼西亚河滨城市甘榜的洪水风险管理
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-25 DOI: 10.1111/jfr3.13014
Mark Wiering, Elizabeth MacAfee, Tara Saharan, Muhammad Damm, Muhammad Irvan, Cindy Rianti Priadi, Maria Kaufmann, Inaya Rakhmani, Edwin de Jong

Flood risks can stem from various causes and exhibit distinct characteristics that shape the way they are governed. Depending on flood risk characteristics, specific policies are designed and organisations are involved. In Indonesia, like in other regions, organisational divisions are made for coastal floods, fluvial floods and pluvial floods (resulting from tides, rivers and rain, respectively). The Indonesian cities of Manado and Pontianak both face recurring floods. However, the characteristics of and responses to these floods are different, with consequences for distributive, procedural as well as recognition justice in those cities. In line with Fraser, we define recognition justice in relation to three forms of misrecognition: cultural domination, disrespect, and non-recognition, with examples from Manado and Pontianak. We show that the misrecognition of certain types of floods overlaps and interacts with the non-recognition of low-income informal settlements, disrespect and stereotyping of residents of these areas, and a lack of attentiveness to the culture, livelihoods and practices of people who live alongside rivers. In this way, we examine the landscape of recognition justice in the event of flooding in an urban context, drawing on qualitative interview data gathered from the cities of Manado and Pontianak. The following questions are considered: Who experiences misrecognition? By whom is this misrecognition perpetrated? At which level (institutional frameworks or laws, implementation or social practices) and what are the resulting consequences of this misrecognition? Finally, we explore the interactions between different forms of misrecognition, which create a foundation for further distributional and procedural injustices.

洪水风险可能源于各种原因,并表现出不同的特征,这些特征决定了它们的治理方式。根据洪水的风险特征,制定了具体的政策,并有组织参与其中。与其他地区一样,印度尼西亚对沿海洪水、河流洪水和洪积洪水(分别由潮汐、河流和雨水引起)进行了组织划分。印尼城市万鸦老和Pontianak都面临着反复发生的洪水。然而,这些洪水的特点和应对措施是不同的,这对这些城市的分配、程序和承认正义产生了影响。与弗雷泽的观点一致,我们将承认正义定义为三种形式的误解:文化支配、不尊重和不承认,并以Manado和Pontianak的例子为例。我们的研究表明,对某些类型洪水的错误认识与不承认低收入非正式定居点、对这些地区居民的不尊重和刻板印象、以及对沿河居民的文化、生计和习俗缺乏关注重叠并相互作用。通过这种方式,我们研究了城市背景下洪水事件中识别正义的景观,借鉴了从马纳多和Pontianak城市收集的定性访谈数据。考虑以下问题:谁会经历误认?这种误认是谁造成的?在哪个层面(制度框架或法律,实施或社会实践),这种错误认识的结果是什么?最后,我们探讨了不同形式的误认之间的相互作用,这为进一步的分配和程序不公正奠定了基础。
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引用次数: 0
Precise assessment of flood risk and accurate allocation of disaster relief funds through a fuzzy set approach 通过模糊集方法精确评估洪水风险并准确分配救灾资金
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-08 DOI: 10.1111/jfr3.13025
Yudong Wang, Xida Yu, Lanjia Yi, Yun Chen, Qi Ao, Wenjun Shi, Lingyun Huang

The traditional flood hazard assessment system for emergency departments is based on the average hazard index of administrative regions. However, this approach may overlook errors with significant hazards caused by the transition from watershed hazard maps to administrative hazard maps. In our study, we propose an innovative approach that utilizes fuzzy sets to represent flood risk grades, incorporating the upper and lower boundaries of membership variety to effectively indicate higher and lower risks errors, respectively. The introduction of fuzzy set risk grades not only incorporates conventional information but also addresses local risk errors caused by the conversion, enabling Emergency Departments to allocate disaster prevention funds accurately for all risk spots. The fund allocation coefficient, based on fuzzy risk grades, strongly correlates with the proportion of flood-affected populations over time, highlighting the robustness of utilizing fuzzy set risk grades.

传统的紧急部门洪水危害评估系统是基于行政区域的平均危害指数。然而,这种方法可能会忽略从流域危险图过渡到行政危险图所造成的重大危险误差。在我们的研究中,我们提出了一种创新方法,即利用模糊集来表示洪水风险等级,结合成员种类的上下限,分别有效地表示较高和较低的风险误差。模糊集风险等级的引入不仅纳入了常规信息,还解决了因转换而造成的局部风险误差,使应急部门能够为所有风险点准确分配防灾资金。基于模糊风险等级的资金分配系数随着时间的推移与洪水受灾人口比例密切相关,凸显了利用模糊集风险等级的稳健性。
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引用次数: 0
期刊
Journal of Flood Risk Management
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