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Long-term flood exposure assessment using satellite-based land use change detection and inundation simulation: A 30-year case study of the Bangkok Metropolitan Region 利用卫星土地利用变化探测和淹没模拟进行长期洪水暴露评估:曼谷大都市区 30 年案例研究
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-05-03 DOI: 10.1111/jfr3.12997
Siriporn Darnkachatarn, Yoshio Kajitani

The Bangkok Metropolitan Region (BMR), located in the Chao Phraya River basin delta, is particularly vulnerable to floods, with susceptibility heightened by geographical aspects and rapid urbanization. This study aimed to assess spatiotemporal flood exposure and allow proper flood-risk recognition among all stakeholders through a three-phase flood exposure assessment. First, land use and land cover (LULC) changes were identified based on a 30-year Landsat time series. Second, built-up areas that overlapped with past flood inundation maps were designated as flood exposure areas. Third, a rainfall-runoff inundation (RRI) model simulated the 2011 Thailand Flood, the largest on record, by analyzing inundation depth implications across three decades. The findings revealed a dramatic increase in the use of built-up areas and the associated flood exposure. In 1992, built-up areas accounted for approximately 20% of the total area, sharply increasing to nearly 45% by 2022, according to the LULC classification. The flood exposure increased from 648.83 km2 in 1992 to 1681.26 km2 by 2022, demonstrating a linear trend. Notably, the catastrophic 2011 flood did not inhibit urbanization in flood-prone areas, highlighting the need for robust policies, such as the segmentation of flood-risk zones, to mitigate future exposure in the region.

曼谷都会区(BMR)位于湄南河流域三角洲,特别容易受到洪水的影响,而地理因素和快速的城市化又加剧了洪水的易感性。本研究旨在评估时空洪水风险,并通过三阶段洪水风险评估让所有利益相关者正确认识洪水风险。首先,根据 30 年的 Landsat 时间序列确定土地利用和土地覆被 (LULC) 的变化。其次,与过去洪水淹没地图重叠的建成区被指定为洪水暴露区。第三,利用降雨-径流淹没(RRI)模型模拟了 2011 年泰国洪灾(有记录以来最大的洪灾),分析了三十年来洪水淹没深度的影响。研究结果表明,建筑密集区的使用和相关的洪水风险急剧增加。根据 LULC 分类,1992 年,建筑密集区约占总面积的 20%,到 2022 年急剧增加到近 45%。洪水暴露面积从 1992 年的 648.83 平方公里增加到 2022 年的 1681.26 平方公里,呈现出线性趋势。值得注意的是,2011 年的灾难性洪水并没有抑制洪水易发地区的城市化进程,这突出表明需要制定强有力的政策,如划分洪水风险区,以减轻该地区未来的洪水风险。
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引用次数: 0
Cumulative sedimentation hazard map of urban areas subject to hyperconcentrated flash flood: A case study of Suide County in the Wuding River basin, China 受超集中山洪影响的城市地区累积沉积危害图:中国无定河流域绥德县案例研究
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-05-03 DOI: 10.1111/jfr3.12996
Ruixun Lai, Junhua Li, Ping Wang, Yan Guo, Linjuan Xu, Xiangping Zhang, Min Wang, Xiaoli Zhang

Flash floods can carry substantial sediment, posing significant sedimentation hazards in hilly cities. The sedimentation hazard map can reproduce the sediment thickness and extent of an extreme events scenario, playing an important role in sediment risk management. However, current research primarily focuses on modeling the inundation area and depth of floods, while studying sedimentation hazard caused by flash floods in urban areas remains insufficient. This paper aims to address this gap by utilizing a numerical model that simulates hyperconcentrated flow in hilly urban areas using the two-dimensional hydro-sediment-morphological model to compile the cumulative sedimentation hazard map. The model, built upon the open-source TELEMAC-MASCARET framework, incorporates Zhang Hongwu's formula to simulate sediment-carrying capacity, particularly suitable for hyper-sediment concentration near the riverbed. This paper uses the data of extreme flash flood events in the Wuding River basin in 2017 to simulate and compile the cumulative sedimentation hazard map. The hazard map delineates the sedimentation hazard extent and level attributable to overbank floodplain sedimentation. Notably, the sediment thickness is highest in areas near the levees on both sides of the Dali River. Moreover, the map illustrates the extent of channel erosion resulting from hyperconcentrated floods, which could jeopardize bank stability.

山洪可携带大量泥沙,对丘陵城市造成严重的泥沙沉积危害。泥沙淤积危害图可以再现极端事件情景下的泥沙厚度和范围,在泥沙风险管理中发挥重要作用。然而,目前的研究主要集中在洪水淹没面积和深度的建模上,而对城市地区山洪造成的泥沙危害的研究仍然不足。本文旨在弥补这一不足,利用二维水文沉积形态模型模拟城市丘陵地区的超集中流,编制累积沉积危害图。该模型建立在开源的 TELEMAC-MASCARET 框架之上,采用张宏武公式模拟泥沙承载能力,尤其适用于河床附近的超泥沙淤积。本文利用 2017 年无定河流域特大山洪事件数据,模拟并编制了累积泥沙危害图。该危害图划分了因过岸洪泛区泥沙淤积造成的泥沙危害范围和程度。值得注意的是,大理河两岸堤防附近地区的泥沙厚度最大。此外,该地图还显示了超集中洪水造成的河道侵蚀范围,这可能会危及河岸的稳定性。
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引用次数: 0
Historical analysis of tropical and non-tropical induced flooding within the James River Basin, Virginia 弗吉尼亚州詹姆斯河流域热带和非热带洪水历史分析
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-28 DOI: 10.1111/jfr3.12998
William Paul Chilton, Robert Weiss, Jennifer L. Irish

The development of a basin-specific comprehensive flood record using publicly available data for the James River Basin, Virginia. Using mixed surface analysis maps (NOAA, NWS), historical hurricane records (IBTrACS, HURDAT2), and flood and river gauge records (NWS, USGS), a database is created for analysis. Related to creating this database, a novel classification of six unique weather systems (non-tropical and tropical) responsible for flooding is presented. The analysis includes Two-Way tables with observed marginal and joint probabilities in various potential flood, storm, and regional combinations. Results show 233 tropical systems passed within the 500-km study area, with 12.4%, or 29 systems of those systems causing flooding within the basin. An additional 713 events were non-tropical, composing the majority of flood sources in the basin. Non-tropical systems are responsible for 84% of the worst floods recorded, leading to an increased frequency of 6% yearly since 1941 and nearly 770% between 2014 and 2018. The findings of this study will be the basis for assessing land use and population patterns in the area, along with a future compound flooding model for the lower James River Basin.

利用弗吉尼亚州詹姆斯河流域的公开数据,开发针对该流域的综合洪水记录。利用混合地表分析图(美国国家海洋和大气管理局、美国国家气象局)、历史飓风记录(IBTrACS、HURDAT2)以及洪水和河道测量记录(美国国家气象局、美国地质调查局),创建了一个数据库用于分析。在创建该数据库的过程中,对造成洪水的六种独特天气系统(非热带和热带)进行了新颖的分类。分析包括两向表,其中包含各种潜在洪水、风暴和区域组合的观测边际概率和联合概率。结果显示,有 233 个热带系统经过 500 公里的研究区域,其中 12.4% 或 29 个系统造成了流域内的洪水。另外 713 个事件为非热带事件,构成了流域内的大部分洪水源。在有记录的最严重洪水中,84%是由非热带系统造成的,导致洪水频率自 1941 年以来每年增加 6%,在 2014 年至 2018 年期间增加了近 770%。这项研究的结果将成为评估该地区土地利用和人口模式的基础,以及詹姆斯河下游流域未来复合洪水模型的基础。
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引用次数: 0
Mixed debris interaction with obstacle array under extreme flood conditions 极端洪水条件下混合碎片与障碍物阵列的相互作用
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-18 DOI: 10.1111/jfr3.12987
Piyali Chowdhury, Indigo-Jaie Fredericks, Jesus Castaño Alvarez, Matthew Clark, Ravindra Jayaratne, J. J. Wijetunge, Alison Raby, Paul Taylor

This investigation explores the interactions of different shaped debris with an array of obstacles under subcritical flow conditions, representative of a flood associated with a storm surge or tsunami. Panels, blocks and cylinders were used in a flow channel, as analogues for house panels, cars/containers and trees respectively, whilst some tests used a mix of debris. The backwater effect due to the blockage caused by the obstacles was most (least) significant for panels (cylinders). There was some evidence that smaller key log types and higher flow rates led to smaller dams. It was also evident that key logs formed at different depths depending on debris shape; debris shape also determined the vertical shape of the dam. Capture efficiency had a broadly negative (positive) correlation with the Froude number (permeability). Also, from video footage there were examples of the debris moving more quickly through partial dams. Finally, the drag force, deduced from only the water depths and the flow discharge, showed a clear relationship between drag force and Froude number, and a dependency of drag force on debris shape. There are some implications for the layout of building footprints in the inundation zones and the use of large, break-away panels.

这项研究探讨了不同形状的碎片与一系列障碍物在次临界流动条件下的相互作用,这些障碍物代表了与风暴潮或海啸相关的洪水。在流道中使用了面板、木块和圆柱体,分别模拟房屋面板、汽车/集装箱和树木,有些测试还使用了混合碎片。由于障碍物造成的阻塞,板块(圆柱体)的回流效果最明显(最不明显)。有证据表明,较小的关键原木类型和较高的流速会导致较小的水坝。同样明显的是,关键原木形成的深度取决于碎屑的形状;碎屑的形状也决定了水坝的垂直形状。捕获效率与弗劳德数(渗透率)大致呈负相关(正相关)。此外,从视频录像中还可以看到碎屑在部分坝体中移动较快的例子。最后,仅从水深和流量推断出的阻力表明,阻力与弗劳德数之间存在明显的关系,而且阻力还取决于泥石的形状。这对淹没区的建筑占地布局和使用大型防渗板有一定的启示。
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引用次数: 0
Model-based estimation of long-duration design precipitation for basins with large storage volumes of reservoirs and snowpacks 以模型为基础估算水库和积雪储量大的盆地的长期设计降水量
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-18 DOI: 10.1111/jfr3.12992
Yusuke Hiraga, Yoshihiko Iseri, Michael D. Warner, Angela M. Duren, John F. England, Chris D. Frans, M. Levent Kavvas

This study proposes a model-based methodology to estimate design precipitation for long durations during the winter and spring seasons (October to June) through its application to the drainage areas of two dams in the Columbia River Basin, United States. For basins with large reservoir storage or snowpack, design precipitation and floods need to be estimated based on long-duration processes rather than focusing only on flood peaks or single storm durations. This study used the advanced research version of weather research and forecasting (WRF) model to maximize the target precipitation over the drainage areas by means of the Atmospheric Boundary Condition Shifting and Relative Humidity Perturbation with relaxed moisture flux thresholds. The greatest cumulative basin-average precipitation depths during Oct–Jun were estimated to be 1220.5 and 1595.4 mm for the drainage areas of Bonneville and Libby Dams, respectively. The 95% confidence interval (CI) of the exceedance probabilities of the estimated design precipitation depths were found to range from 10−3 to 10−5 at Bonneville Dam's drainage area. Those orders were found to be comparable with the documented exceedance probabilities of PMP/PMF in the US. The estimated design precipitation and corresponding atmospheric/land-surface fields together will drive a physical model to estimate the design flood.

本研究提出了一种基于模型的方法,通过将其应用于美国哥伦比亚河流域两个大坝的排水区,估算冬春季节(10 月至 6 月)长时间的设计降水量。对于水库蓄水量或积雪量较大的流域,需要根据长时间过程估算设计降水量和洪水,而不是只关注洪峰或单一暴雨持续时间。本研究使用高级研究版天气研究与预报(WRF)模型,通过大气边界条件移动和相对湿度扰动,在放宽水汽通量阈值的情况下,最大限度地提高了排水区的目标降水量。据估计,邦纳维尔大坝和利比大坝排水区 10-6 月期间的最大累积流域平均降水深度分别为 1220.5 毫米和 1595.4 毫米。在邦纳维尔大坝的排水区,估计设计降水深度超标概率的 95% 置信区间 (CI) 为 10-3 到 10-5。这些数值与美国 PMP/PMF 的超标概率相当。估算的设计降水量和相应的大气/地表场将共同驱动一个物理模型来估算设计洪水。
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引用次数: 0
Sensitivity analysis on stormwater management response to land cover dynamics and urban expansion of developing City in Lake Hawassa watershed, Ethiopia 埃塞俄比亚哈瓦萨湖流域发展中城市的土地覆被动态和城市扩张对雨水管理响应的敏感性分析
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-13 DOI: 10.1111/jfr3.12994
Abreham Birhane Kassay, Abraham Woldemichael Tuhar, Mihret Dananto Ulsido

Hawassa is a rapidly developing city in Lake Hawassa watershed of Ethiopia. Analyzing the effect of land cover dynamics on surface runoff remains imperative to adaptive urban stormwater management. This study quantified spatial variation of land cover and sensitivity of stormwater management response. Historical 30 years of daily annual rainfall, three satellite imageries, DEM, and hydrological soil group data were analyzed. A statistical-based combined approach of geospatial techniques and Soil Conservation Service-Curve Number (SCS-CN) model was employed. CN and surface runoff depth for the delineated urban watersheds were determined. The result revealed that the built-up area increased by 30.9 km2, where the rate varies spatially. The variation of impervious land cover explains 58.6% of change in CN with coefficient of 0.352. While CN is inversely correlated with agricultural and vegetation land cover variations. The finding suggests CN explains 96.78% of the change in surface runoff with a significant correlation coefficient of 3.91. The proposed integrated model approach justifies the potential to reorganize the relationship between the spatial effect of land cover variation on surface runoff at the urban watersheds. Thus, suitable local-specific solutions can be devised for effective management of flood risk and optimize the drainage system of urban areas.

哈瓦萨是埃塞俄比亚哈瓦萨湖流域一个快速发展的城市。分析土地覆被动态对地表径流的影响对于适应性城市雨水管理仍是当务之急。本研究对土地覆被的空间变化和雨水管理响应的敏感性进行了量化。研究分析了历史上 30 年的年日降雨量、三幅卫星图像、DEM 和水文土壤组数据。采用基于统计的地理空间技术和土壤保持服务-曲线数(SCS-CN)模型相结合的方法。确定了划定的城市流域的 CN 和地表径流深度。结果表明,城市建成区面积增加了 30.9 平方公里,其径流量在空间上存在差异。不透水土地覆盖的变化解释了 58.6% 的 CN 变化,系数为 0.352。而土壤覆盖率与农业和植被覆盖率的变化成反比。研究结果表明,地表径流变化的 96.78% 与地表径流有关,相关系数为 3.91。所提出的综合模型方法证明了重新组织城市流域土地覆被变化对地表径流的空间影响之间关系的潜力。因此,可以设计出适合当地具体情况的解决方案,以有效管理洪水风险,优化城市地区的排水系统。
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引用次数: 0
A framework for modelling the probability of flooding under levee breaching 堤坝决口洪水概率建模框架
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-13 DOI: 10.1111/jfr3.12988
Thomas Wallace, Kaley Crawford-Flett, Matthew Wilson, Tom Logan

Levees aim to provide protection during floods, however, these structures can breach, causing significant damage. Flood maps that include levee breaching are often limited to deterministic methods. Where probabilistic breaching is done, it often requires computationally expensive Monte Carlo simulations and an understanding of the geotechnical levee properties that are often limited. In this paper, we combine existing fragility curves and empirical breaching equations with a framework for automating levee breaching in catchments with limited geotechnical information. This method can be adapted and applied to existing 2D flood models to determine the probability of inundation, given that a breach occurs. This ultimately allows for greater emergency responses and land use planning to reduce the flood risk faced by our communities. The method was applied to four case study catchments. The results showed that including levee breaching in one catchment led to an average increase in the inundated area by 48.2% and a tripling in the potentially exposed area. However, breaching in some locations reduced the inundation extent by 12%, illustrating the potential for fuse plug levees and floodways as a flood mitigation strategy. This strategy has seen successful usage internationally. Further investigation is recommended to consider whether these mitigation strategies should be enacted.

堤坝的目的是在洪水期间提供保护,但这些结构可能会被冲垮,造成重大损失。包含堤坝决口的洪水地图通常仅限于确定性方法。在采用概率溃坝法时,往往需要进行计算成本高昂的蒙特卡罗模拟,而且对堤坝岩土特性的了解往往有限。在本文中,我们将现有的脆性曲线和经验破损方程与一个框架相结合,在岩土工程信息有限的集水区实现堤坝破损自动化。这种方法可以调整并应用于现有的二维洪水模型,以确定发生决堤时的淹没概率。这最终将有助于加强应急响应和土地利用规划,降低社区面临的洪水风险。该方法适用于四个案例研究集水区。结果显示,在一个集水区中,堤坝决口导致淹没面积平均增加 48.2%,潜在暴露面积增加三倍。然而,某些地方的堤坝溃口使淹没范围减少了 12%,这说明熔塞堤坝和溢洪道作为一种洪水缓解策略的潜力。这一策略在国际上已得到成功应用。建议开展进一步调查,以考虑是否应采用这些缓解策略。
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引用次数: 0
Using multi-criteria decision-making methods in prioritizing structural flood control solutions: A case study from Iran 使用多标准决策方法确定结构性洪水控制解决方案的优先次序:伊朗案例研究
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-10 DOI: 10.1111/jfr3.12991
Hossein Hamidifar, Faezeh Yaghoubi, Pawel M. Rowinski

Effective management of flood risks requires the prioritization of appropriate flood control solutions. This study aims to prioritize structural flood control options using multi-criteria decision-making (MCDM) methods. Four MCDM methods, namely analytic hierarchy process, technique for order preference by similarity to ideal solution, multi-criteria optimization and compromise solution, and Fuzzy-VIKOR are employed to assess and rank the flood control options based on multiple criteria. Field surveys, interviews with local authorities and experts, and on-site assessments of existing flood control structures constituted the primary data collection methods. The findings demonstrate the effectiveness of reservoir dams, retention basins, and levees as viable solutions. Conversely, flood control gates and the no-project options were assigned lower priorities. The findings highlight the importance of considering multiple MCDM methods to account for variations in rankings. The study provides valuable insights into the decision-making process for prioritizing flood control options in the study area. These findings can assist policymakers and stakeholders in effectively allocating resources and implementing appropriate structural flood control measures to mitigate flood risks.

要有效管理洪水风险,就必须对适当的洪水控制解决方案进行优先排序。本研究旨在利用多标准决策(MCDM)方法对结构性洪水控制方案进行优先排序。研究采用了四种 MCDM 方法,即层次分析法、与理想方案相似性排序偏好技术、多标准优化和折中方案以及模糊-VIKOR,根据多种标准对防洪方案进行评估和排序。实地调查、与地方当局和专家的访谈以及对现有防洪设施的现场评估构成了主要的数据收集方法。研究结果表明,水库大坝、蓄水池和堤坝是可行的有效解决方案。相反,防洪闸门和无项目方案的优先级较低。研究结果强调了考虑多种 MCDM 方法的重要性,以考虑到排名的变化。本研究为确定研究区域防洪方案优先级的决策过程提供了宝贵的见解。这些研究结果可帮助决策者和利益相关者有效分配资源并实施适当的结构性防洪措施,以减轻洪水风险。
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引用次数: 0
Gauged and historical abrupt wave front floods (‘walls of water’) in Pennine rivers, northern England 英格兰北部宾夕法尼亚州河流经测量和历史上的突发性波前洪水("水墙
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-10 DOI: 10.1111/jfr3.12989
David Archer, Samuel Watkiss, Sarah Warren, Rob Lamb, Hayley J. Fowler

Extremely rapid rates of rise in level and discharge in a subset of flash floods (‘abrupt wave front floods’, AWF) are separate hazards from peak level. Such flood events are investigated for Pennine catchments in northern England using both gauged and historical information. Gauged level and flow digital records at 15-min intervals provide recent data. Historical information for 122 AWF events is extracted from a chronology of flash floods for Britain. Historical AWF events are mapped and found to occur on every major Pennine catchment; catchment descriptors are derived as a basis for assessing catchment vulnerability. We discuss the disputed origin of AWF. Using gauged data, we contrast the rising limb of AWF and ‘normal’ floods. We investigate time series of historical AWF, noting a puzzling peak in the late 19th century. Current rainfall and river monitoring does not provide a reliable basis for understanding AWF processes or for operational response and we suggest improvements. Similarly, current models for design flood estimation and forecasting do not generate the observed rapid increase in level in AWF floods.

山洪暴发("突发性波前洪水",AWF)的水位和排水量上升速度极快,与洪峰水位的危害不同。我们利用测量资料和历史资料对英格兰北部宾夕法尼亚流域的此类洪水事件进行了研究。15 分钟间隔的测量水位和流量数字记录提供了最新数据。从英国山洪年表中提取了 122 次 AWF 事件的历史信息。绘制了历史上的 AWF 事件地图,并发现这些事件发生在宾夕法尼亚州的每一个主要集水区;得出了集水区描述符,作为评估集水区脆弱性的基础。我们讨论了有争议的 AWF 起源。利用测量数据,我们对比了 AWF 和 "正常 "洪水的上升幅度。我们研究了历史上 AWF 的时间序列,注意到 19 世纪末出现了一个令人费解的峰值。目前的降雨和河流监测并不能为了解 AWF 过程或业务响应提供可靠的依据,因此我们提出了改进建议。同样,目前的设计洪水估算和预报模型也无法产生观测到的 AWF 洪水水位快速上升的现象。
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引用次数: 0
Overcoming data utilization challenges for built environment flood resilience: Strategies and best practices 克服数据利用方面的挑战,提高建筑环境的抗洪能力:战略和最佳做法
IF 3 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-03-26 DOI: 10.1111/jfr3.12986
Pavithra Rathnasiri, Onaopepo Adeniyi, Niraj Thurairajah

Built environment flood resilience is a critical challenge facing communities worldwide. Amongst various efforts to resilience, the conception towards data utilization becomes popular with enormous technological advancements. Built environment creates varieties of data at larger volumes throughout their life cycle signifying that the importance of these data in the context of flood resilience cannot be ignored. However, despite the power of data, the greatest opportunities that exist for flood resilience enhancement have been mired by numerous and complex unidentified challenges. Thus, identifying these challenges with timely relevant strategies is a significant need. One of the best ways to tackle these challenges is by viewing them through the lens of data life cycle stages. This study, therefore, aimed to identify these challenges in each stage of the data life cycle with strategies to overcome them. Semi-structured interviews conducted with 12 experts revealed the significant challenges allied with built environment data with potential future strategies. The qualitative content analysis was conducted to analyse the findings. The use of advanced sensing technologies, cloud-based storage solutions, data governance policies and the development of predictive models are some of the consequential strategies outlined in this study. These findings provide valuable insights and guidance to facilitate built environment data utilization for flood resilience.

建筑环境的抗洪能力是全球社区面临的一项严峻挑战。在各种抗洪努力中,随着技术的巨大进步,数据利用的概念开始流行起来。建筑环境在其整个生命周期中会产生大量的各种数据,这表明这些数据在抗洪方面的重要性不容忽视。然而,尽管数据具有强大的力量,提高抗洪能力的最大机遇却因众多复杂的未确定挑战而陷入困境。因此,及时制定相关战略以确定这些挑战是一项重大需求。应对这些挑战的最佳方法之一是通过数据生命周期阶段的视角来看待它们。因此,本研究旨在确定数据生命周期各阶段的这些挑战,并制定克服这些挑战的战略。与 12 位专家进行的半结构式访谈揭示了与建筑环境数据相关的重大挑战以及潜在的未来战略。对访谈结果进行了定性内容分析。先进传感技术的使用、基于云的存储解决方案、数据管理政策和预测模型的开发是本研究概述的一些重要战略。这些发现为促进建筑环境数据的利用以提高抗洪能力提供了宝贵的见解和指导。
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引用次数: 0
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Journal of Flood Risk Management
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