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A decadal review of the CREST model family: Developments, applications, and outlook CREST模型家族的十年回顾:发展、应用和展望
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.1016/j.hydroa.2023.100159
Zhi Li , Xianwu Xue , Robert Clark , Humberto Vergara , Jonathan Gourley , Guoqiang Tang , Xinyi Shen , Guangyuan Kan , Ke Zhang , Jiahu Wang , Mengye Chen , Shang Gao , Jiaqi Zhang , Tiantian Yang , Yixin Wen , Pierre Kirstetter , Yang Hong

Hydrologic models are a powerful tool to predict water-related natural hazards. Of all hydrologic models, CREST (Coupled Routing and Excess STorage) was developed to facilitate hydrologic sciences and applications across various spatial and temporal scales. The CREST model was the earliest implementation of a quasi-global flood model integrating remote-sensing data and is the first operational deployment of a real-time model in the National Weather Service functioning at flash flood scales across a continent. Since being published in 2011, the CREST model has been evolving to empower flood predictions and to inform water resources management practices. Moreover, the CREST model is convenient to couple with other models/schemes (e.g., weather forecast model, snowmelt model, land surface model, hydrodynamic model, groundwater model, landslide model, vector-based routing) for border practices of investigating water-related natural hazards. To date its 10th anniversary, more than 80 peer-reviewed journal articles that have used the CREST model are curated and reviewed from the aspects of model development, worldwide applications, and outreach to emerging regions. Finally, the future directions for the CREST model family are outlined in the hope of stimulating new research endeavors. A digital collection of CREST model family is archived online at https://crest-family.readthedocs.io/en/latest/.

水文模型是预测与水有关的自然灾害的有力工具。在所有水文模型中,CREST(耦合路由和超额存储)的发展促进了水文科学和各种时空尺度的应用。CREST模型是整合遥感数据的准全球洪水模型的最早实现,也是美国国家气象局在整个大陆的山洪暴发规模上首次部署的实时模型。自2011年发布以来,CREST模型一直在不断发展,以增强洪水预测能力,并为水资源管理实践提供信息。此外,CREST模型便于与其他模型/方案(如天气预报模型、融雪模型、地表模型、水动力模型、地下水模型、滑坡模型、矢量路由)耦合,用于调查与水有关的自然灾害的边界实践。到目前为止,已有80多篇同行评议的期刊文章使用了CREST模型,从模型开发、全球应用和向新兴地区的推广等方面进行了整理和审查。最后,概述了CREST模型家族的未来发展方向,希望能激发新的研究努力。CREST模型家族的数字集合在线存档于https://crest-family.readthedocs.io/en/latest/。
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引用次数: 0
Water diplomacy: A man’s world? Insights from the Nile, Rhine and Chu-Talas basins 水外交:男人的世界?来自尼罗河、莱茵河和楚塔拉斯盆地的见解
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.1016/j.hydroa.2023.100152
Jenniver Sehring , Rozemarijn ter Horst , Alexandra Said

Based on Feminist Institutionalism, this paper analyses the reasons for gender disbalance in water diplomacy. To this end, it looks at three intergovernmental decision-making forums on shared waters, namely the Nile Technical Advisory Committee, the Chu-Talas Water Commission, and the International Commission for the Protection of the Rhine. The perceived key obstacles for women’s access to decision-making positions were disciplinary gender divides that go along with a largely technical approach to water management, the gender division of labour, cultural norms, and perceptions of good leadership. While their relevance differed in the different socio-economic, political and cultural contexts, the overall results show that male dominance in water diplomacy is not only a matter of numerical representation, but enshrined in professional norms and practices.

本文以女性主义制度主义为理论基础,分析了水外交中性别失衡的原因。为此,它着眼于三个关于共享水域的政府间决策论坛,即尼罗河技术咨询委员会、朱-塔拉斯水委员会和保护莱茵河国际委员会。人们认为妇女获得决策职位的主要障碍是学科上的性别差异,这种差异与水管理的主要技术方法、性别分工、文化规范和对良好领导的看法有关。虽然它们的相关性在不同的社会经济、政治和文化背景下有所不同,但总体结果表明,男性在水外交中的主导地位不仅是数字代表性的问题,而且体现在专业规范和实践中。
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引用次数: 0
Estimating evapotranspiration from soil moisture using the improved soil water balance method in cold mountainous areas 利用改进的土壤水分平衡法估算寒冷山区土壤水分蒸散量
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-08-01 DOI: 10.1016/j.hydroa.2023.100154
Yao Lai , Jie Tian , Weiming Kang , Shuchen Guo , Yongxu Zhou , Chansheng He

Evapotranspiration (ET) is critical for ecosystem protection and water services, especially in the mountainous areas of arid and semi-arid watersheds. The lysimeter and Eddy Covariance (EC) methods are widely used for directly measuring ET, but are difficult to install and apply in mountainous areas with complex topography. The commonly used indirect methods for estimating ET, such as the Penman-Monteith (PM) method, present significant challenges in mountainous areas with scarce data. The simple soil water balance (SWB) method, which estimates ET from soil moisture dynamics, is another reliable and simple method for estimating ET. However, a drawback of the original SWB method is that it assumes soil moisture depletion only occurs through ET, ignoring the process of deep percolation. This restriction limits the applicability of the SWB method. In this study, we improve the SWB method (ISWB) by incorporating a deep percolation module into the soil water balance equation. Subsequently, we compare the estimated ET obtained from the ISWB, the Food and Agriculture Organization (FAO)-56 PM, and the Hargreaves-Samani (HS) methods with the observed ET. Results show that the ISWB method for estimating ET performs better when using the soil moisture of the 0–25 cm and below layers, compared to the 0–20 cm and above layers. Meanwhile, there is no significant difference in performance between using the soil moisture of the 0–25 cm layer and the soil layers below 25 cm. In addition, ignoring interception evaporation has an obvious influence on ET estimation using the ISWB. Furthermore, the comparison indicated that the performance of the ISWB method is superior to that of the FAO-56 PM and HS methods in the study areas. Our study shows that the ISWB method has significant potential for ET estimation in data-scarce and topographic-complex mountainous areas.

蒸散发对生态系统保护和水服务至关重要,特别是在干旱和半干旱流域的山区。蒸渗仪和涡动相关(Eddy Covariance, EC)方法被广泛用于直接测量ET,但在地形复杂的山区安装和应用困难。常用的间接估算ET的方法,如Penman-Monteith (PM)方法,在数据稀缺的山区面临着重大挑战。简单土壤水分平衡法(simple soil water balance, SWB)是估算ET的另一种简单可靠的方法,它通过土壤水分动态来估算ET。然而,原有的SWB方法有一个缺点,即它假设土壤水分耗竭只通过ET发生,而忽略了深层渗流过程。这一限制限制了SWB方法的适用性。在这项研究中,我们改进了SWB方法(ISWB),将深层渗透模块纳入土壤水分平衡方程。随后,我们将ISWB、FAO -56 PM和Hargreaves-Samani (HS)方法估算的ET与观测的ET进行了比较。结果表明,ISWB方法在0-25 cm及以下土层的估算ET优于0-20 cm及以上土层的估算ET。同时,0 ~ 25 cm土层与25 cm以下土层的土壤水分利用性能无显著差异。此外,忽略拦截蒸发对利用ISWB估算蒸散发有明显影响。此外,比较表明,ISWB方法在研究区域的性能优于FAO-56 PM和HS方法。研究表明,ISWB方法在数据稀缺和地形复杂的山区具有很大的应用潜力。
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引用次数: 0
The NRCS curve number equation derived from an instantaneous unit hydrograph: Some consequences 由瞬时单位水线导出的NRCS曲线数方程:若干结论
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-05-01 DOI: 10.1016/j.hydroa.2023.100151
Klaas Metselaar

The NCRS-curve number equation allows calculating the storm runoff from a rainfall event for specific types of land use. It was based on an analysis of direct runoff data using baseflow corrected hydrographs and rainfall. Given this basis, the curve number equation can be derived assuming a constant effective rainfall intensity and a cubic reciprocal function as the instantaneous unit hydrograph. The instantaneous unit hydrograph and the resulting curve number equation are further generalized by adding a lag time. The equation for a curve number related hydrograph is presented, allowing to fit this curve number-based hydrograph to event data. The curve number itself is shown be a function of a catchment response time and the average event rainfall intensity. As the catchment response time is linked to the time of concentration the curve number equation and the storage index can be linked to catchment- and flow type characteristics. First results suggest that including the rainfall intensity duration frequency function in the curve number equation may explain systematic deviations observed when fitting the NCRS curve number equation to measured data.

ncrs曲线数字方程允许计算特定类型土地使用的降雨事件的暴雨径流。它是基于对直接径流数据的分析,使用基流校正的水文曲线和降雨量。在此基础上,假设有效降雨强度恒定,以三次倒数函数为瞬时单位线线,可导出曲线数方程。通过加入滞后时间,进一步推广了瞬时单位线和由此产生的曲线数方程。给出了与曲线数相关的水线图的方程,使基于曲线数的水线图与事件数据相拟合。曲线数本身是集水区响应时间和平均事件降雨强度的函数。由于集水区响应时间与集水区浓度时间相联系,曲线数方程和蓄水指数可以与集水区和流型特征相联系。首先,在曲线数方程中加入降雨强度持续时间频率函数可以解释NCRS曲线数方程拟合实测数据时所观察到的系统偏差。
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引用次数: 2
Influence of alpine vegetation on water storage and discharge functions in an alpine headwater of Northern Japan Alps 高寒植被对日本北部阿尔卑斯高山源头储水功能的影响
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1016/j.hydroa.2022.100146
Mayu Fujino , Koichi Sakakibara , Maki Tsujimura , Keisuke Suzuki

As mountainous areas provide abundant water resources to lower elevations, and alpine zones are major recharge areas for water resources, it is important to understand water storage and discharge processes in these zones. Regarding water storage, sedimentary structures (e.g., talus and moraines) in alpine zones function as aquifers. However, the functions of vegetation, thought to contribute to water recharge and storage in forested watersheds, have rarely been investigated. Accordingly, we evaluated the influence of alpine vegetation on water storage processes in alpine zones. Two intensive field surveys were conducted on August 17 and October 5, 2019, in the alpine headwaters of Mt. Norikura in the Northern Japan Alps. Chemical analyses were conducted of rainwater, snowmelt water, and runoff water from bare and vegetated catchments. From the results, a two-component separation was conducted to calculate the contributions of precipitation and groundwater components to runoff water. Our results implied that runoff water from vegetated catchments was in contact with the regolith for longer, with the contribution of groundwater being higher in this runoff water. Moreover, the groundwater component contribution tended to increase as the ratio of vegetation area to bare area in each catchment increased, suggesting a higher water storage function for vegetated areas. In other words, the subsurface water flow should be slower in vegetated areas due to the presence of vegetated soils compared to bare areas where coarse-grained sediments are dominant. Accordingly, the alpine vegetated area has a higher water storage function than the alpine bare area.

山区为低海拔地区提供了丰富的水资源,高寒地区是水资源的主要补给区,了解高寒地区的储水和排水过程具有重要意义。在蓄水方面,高寒地区的沉积构造(如土垄和冰碛)起蓄水层的作用。然而,植被的功能被认为有助于森林流域的水补给和储存,很少被调查。因此,我们评估了高寒植被对高寒地区蓄水过程的影响。2019年8月17日和10月5日,在日本北部阿尔卑斯山的Norikura山的高山源头进行了两次密集的实地调查。化学分析进行了雨水,融雪水,径流水从裸露和植被集水区。在此基础上,进行了双组分分离,计算了降水和地下水组分对径流的贡献。研究结果表明,植被覆盖的流域径流与风化层的接触时间较长,地下水在径流中的贡献较大。随着各流域植被面积与裸地面积之比的增加,地下水组分的贡献有增加的趋势,表明植被区具有更高的蓄水功能。换句话说,由于植被土壤的存在,与粗颗粒沉积物占主导地位的光秃秃的地区相比,地下水流应该更慢。因此,高寒植被区比高寒光秃区具有更高的蓄水功能。
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引用次数: 2
Improvement of low flows simulation in the SASER hydrological modeling chain SASER水文模拟链中小流量模拟的改进
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1016/j.hydroa.2022.100147
Omar Cenobio-Cruz , Pere Quintana-Seguí , Anaïs Barella-Ortiz , Ane Zabaleta , Luis Garrote , Roger Clavera-Gispert , Florence Habets , Santiago Beguería

The physically-based, spatially-distributed hydrometeorological model SASER, which is based on the SURFEX LSM, is used to model the hydrological cycle in several domains in Spain and southern France. In this study, the modeled streamflows are validated in a domain centered on the Pyrenees mountain range and which includes all the surrounding river basins, including the Ebro and the Adour-Garonne, with a spatial resolution of 2.5 km. Low flows were found to be poorly simulated by the model. We present an improvement of the SASER modeling chain, which introduces a conceptual reservoir, to enhance the representation of the slow component (drainage) in the hydrological response. The reservoir introduces two new empirical parameters. First, the parameters of the conceptual reservoir model were determined on a catchment-by-catchment basis, calibrating against daily observed data from 53 hydrological stations representing near-natural conditions (local calibration). The results show, on the median value, an improvement (ΔKGE of 0.11) with respect to the reference simulation. Furthermore, the relative bias of two low-flow indices were calculated and reported a clear improvement. Secondly, a regionalization approach was used, which links physiographic information with reservoir parameters through linear equations. A genetic algorithm was used to optimize the equation coefficients through the median daily KGE. Cross-validation was used to test the regionalization approach. The median KGE improved from 0.60 (default simulation) to 0.67 (ΔKGE = 0.07) after regionalization and execution of the routing scheme, and 79 % of independent catchments showed improvement. The model with regionalized parameters had a performance, in KGE terms, very close to that of the model with locally calibrated parameters. The key benefit if the regionalization is that allow us to determine the new empirical parameter of the conceptual reservoir in basins where calibration is not possible (ungauged or human-influenced basins).

基于SURFEX LSM的基于物理的、空间分布的水文气象模式SASER被用于模拟西班牙和法国南部几个地区的水文循环。在本研究中,模拟的河流在以比利牛斯山脉为中心的区域进行验证,该区域包括周围所有的河流流域,包括Ebro和Adour-Garonne,空间分辨率为2.5 km。发现该模型对低流量的模拟效果较差。我们提出了SASER建模链的改进,它引入了一个概念水库,以增强水文响应中慢分量(排水)的表示。该油藏引入了两个新的经验参数。首先,根据代表接近自然条件的53个水文站的每日观测数据(本地校准),在每个流域的基础上确定概念水库模型的参数。结果表明,在中值上,相对于参考模拟有了改进(ΔKGE 0.11)。此外,计算了两个低流量指标的相对偏差,并报告了明显的改善。其次,采用分区方法,通过线性方程将地理信息与储层参数联系起来;采用遗传算法通过每日KGE中位数对方程系数进行优化。采用交叉验证方法对区域化方法进行检验。区划和路由方案执行后,KGE中位数从0.60(默认模拟)提高到0.67 (ΔKGE = 0.07), 79%的独立集水区有所改善。在KGE方面,具有区域化参数的模型的性能与具有局部校准参数的模型非常接近。区域化的主要好处是,它使我们能够在无法进行校准的盆地(未测量或受人为影响的盆地)确定概念水库的新经验参数。
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引用次数: 3
Incorporating IMERG satellite precipitation uncertainty into seasonal and peak streamflow predictions using the Hillslope Link hydrological model 利用Hillslope Link水文模型将IMERG卫星降水不确定性纳入季节和高峰流量预测
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1016/j.hydroa.2023.100148
Samantha H. Hartke , Daniel B. Wright , Felipe Quintero , Aline S. Falck

In global applications and data sparse regions, which comprise most of the earth, hydrologic model-based flood monitoring relies on precipitation data from satellite multisensor precipitation products or numerical weather forecasts. However, these products often exhibit substantial errors during the meteorological conditions that lead to flooding, including extreme rainfall. The propagation of precipitation forcing errors to predicted runoff and streamflow is scale-dependent and requires an understanding of the autocorrelation structure of precipitation errors, since error autocorrelation impacts the accumulation of precipitation errors over space and time in hydrologic models. Previous efforts to account for satellite precipitation uncertainty in hydrologic models have demonstrated the potential for improving streamflow estimates; however, these efforts use satellite precipitation error models that rely heavily on ground reference data such as rain gages or weather radar and do not characterize the nonstationarity of precipitation error autocorrelation structures. This work evaluates a new method, the Space-Time Rainfall Error and Autocorrelation Model (STREAM), which stochastically generates possible true precipitation fields, as input to the Hillslope Link Model to generate ensemble streamflow estimates. Unlike previous error models, STREAM represents the nonstationary and anisotropic autocorrelation structure of satellite precipitation error and does not use any ground reference to do so. Ensemble streamflow predictions are compared with streamflow generated using satellite precipitation fields as well as a radar-gage precipitation dataset during peak flow events. Results demonstrate that this approach to accounting for precipitation uncertainty effectively characterizes the uncertainty in streamflow estimates and reduces the error of predicted streamflow. Streamflow ensembles forced by STREAM improve streamflow prediction nearly to the level obtained using ground-reference forcing data across basin sizes.

在包括地球大部分地区的全球应用和数据稀疏区域中,基于水文模型的洪水监测依赖于来自卫星多传感器降水产品或数值天气预报的降水数据。然而,这些产品在导致洪水(包括极端降雨)的气象条件下往往会出现重大错误。降水强迫误差对预测径流和径流的传播是规模相关的,需要了解降水误差的自相关结构,因为误差自相关影响水文模型中降水误差在空间和时间上的累积。以前在水文模型中考虑卫星降水不确定性的努力已经证明了改进流量估计的潜力;然而,这些工作使用的卫星降水误差模型严重依赖于地面参考数据,如雨量计或天气雷达,并且没有表征降水误差自相关结构的非平稳性。这项工作评估了一种新的方法,时空降雨误差和自相关模型(STREAM),该模型随机生成可能的真实降水场,作为Hillslope Link模型的输入,以生成综合流量估计。与以前的误差模型不同,STREAM表示卫星降水误差的非平稳和各向异性自相关结构,并且不使用任何地面参考。集合径流预测与峰值流量事件期间使用卫星降水场和雷达测量降水数据集生成的径流进行比较。结果表明,这种计算降水不确定性的方法有效地表征了流量估计中的不确定性,并降低了预测流量的误差。STREAM强制的径流集合将径流预测提高到几乎使用地面参考强制数据获得的流域大小的水平。
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引用次数: 0
Variably saturated dual-permeability flow modeling to assess distributed infiltration and vadose storage dynamics of a karst aquifer – The Western Mountain Aquifer in Israel and the West Bank 用变饱和双渗透渗流模型评估喀斯特含水层的分布渗透和储集动态——以以色列和西岸的西山含水层为例
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1016/j.hydroa.2022.100143
Lysander Bresinsky , Jannes Kordilla , Irina Engelhardt , Yakov Livshitz , Martin Sauter

Available methods to quantify the recharge of karst aquifers usually rely on spatially and temporally aggregated precipitation measurements and simplified recharge models, employing transfer functions to account for the delay in infiltration and the distribution in time and space. They generally neglect the non-linear nature of infiltration dynamics through the vadose zone, characterized by dual flow behavior with slow diffuse and rapid focused recharge components. Here, we present a methodology that accounts for the physics of flow by employing a variably saturated dual-permeability flow model to simulate diffuse and preferential infiltration in a large-scale carbonate aquifer. The Western Mountain Aquifer (WMA) in Israel and the West Bank was selected as a suitable groundwater basin because of the large thickness of the vadose zone, extending over several hundred-meters, the availability of long-term data as well as the catchment size, stretching across a catchment area of circa 9000km2. Together, these characteristics allow the identification and quantification of the spatio-temporal distribution of the infiltration/recharge component, assessed at the level of the groundwater table. The presented methodology allows for improved water resources planning and generalization of the results, i.e., the robustness of large-scale model results with respect to local hydraulic parameter variations and data uncertainty. Semi-arid climate regions with a highly pronounced seasonality of precipitation and intense short-duration rainfalls, such as the Mediterranean region, represent a prime study location because of the clear and pronounced recharge input signals that are not superimposed by summer rainstorms. We simulate the complex dynamics of the dual-domain infiltration and partitioning of the precipitation input signal by employing HydroGeoSphere (HGS) for transient variably saturated water flow. Flow in the limestone rock matrix and high porosity system (i.e., conduits and fractures) is modeled by overlapping individual continua based on the bulk-effective Richards’ equation with van Genuchten (VG) parameters.

现有的喀斯特含水层补给量化方法通常依赖于时空累计降水测量和简化补给模型,采用传递函数来考虑入渗延迟和时空分布。它们通常忽略了渗透动力学的非线性性质,渗透动力学具有缓慢扩散和快速集中补给组分的双重流动特征。在这里,我们提出了一种方法,该方法通过采用变饱和双渗透性流动模型来模拟大规模碳酸盐含水层中的扩散和优先渗透,从而解释了流动的物理特性。以色列和西岸的西山含水层(WMA)被选为合适的地下水盆地,因为水汽带的厚度很大,延伸了几百米,长期数据的可用性以及集水区的大小,延伸了大约9000平方公里的集水区。总之,这些特征允许识别和量化渗透/补给分量的时空分布,在地下水位进行评估。所提出的方法允许改进水资源规划和结果的推广,即,关于局部水力参数变化和数据不确定性的大规模模型结果的鲁棒性。半干旱气候区具有高度明显的降水季节性和强烈的短时降雨,如地中海地区,是一个主要的研究地点,因为它有明确而明显的补给输入信号,而不是由夏季暴雨叠加。利用水文地质圈(HydroGeoSphere, HGS)模拟了瞬态变饱和水流的双域入渗和降水输入信号分配的复杂动力学过程。基于具有van Genuchten (VG)参数的体积有效Richards方程,通过重叠的单个连续体来模拟石灰岩岩石基质和高孔隙度系统(即管道和裂缝)中的流动。
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引用次数: 1
Using helium-4, tritium, carbon-14 and other hydrogeochemical evidence to evaluate the groundwater age distribution: The case of the Neogene aquifer, Belgium 利用氦-4、氚、碳-14等水文地球化学证据评价地下水年龄分布:以比利时新近系含水层为例
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-12-01 DOI: 10.1016/j.hydroa.2022.100132
Alberto Casillas-Trasvina , Bart Rogiers , Koen Beerten , Joonas Pärn , Laurent Wouters , Kristine Walraevens

Apparent groundwater age dating has been proven useful and robust in understanding water origin and mixing processes, particularly when multiple tracers are considered. However, even though now extensively used, the age tracers have not been widely applied in the general practice of flow and transport model calibration. A multi tracer-study was carried out in the Neogene aquifer in Flanders to quantify the apparent age and construct a joint interpretation for the delineation of different groundwater flow systems. This understanding is critical as part of the safety and feasibility studies for the underlying Boom Clay Formation that has been considered as a potential host rock for the geological disposal of radioactive waste. In this study, we combine evidence from tritium/helium-3 (3H/3He), helium-4 (4He) and radiocarbon (14C) dating as well as stable isotopic (δ18O, δ2H) and hydrochemical signatures in combination with particle tracking-based age distributions from the 3D groundwater flow model. The results of the study indicate that mixing of groundwater with young and old fractions occurs predominantly in the central part of the aquifer which is made evident by the coexistence of 3H (pre and post-bomb pulse Era), 14C and 4He in several groundwater samples. The mixing between water of different origin is also supported by the sampled stable isotopic and hydrochemical composition of groundwater. Particle tracking residence time results show an acceptable agreement with apparent ages derived from age tracers for young (≤100 years) and old (>1000 years) groundwater. Groundwater with ages between 100 and 1000 years is likely a mixture of water with young/old fractions and shows the strongest discrepancies between advective model ages and age tracer based apparent ages. On the basis of our findings, we distinguish between three groundwater flow systems in the Neogene aquifer: i) a shallow/local flow system, with groundwater originating from modern meteoric water; ii) a deep/semi-regional flow system, characterized by old groundwater where the presence of 4Herad is significant; iii) a mixed zone of groundwater flow where the recently infiltrated meteoric water mixes with discharging old groundwater. These results have helped us to refine previously proposed conceptual models for the study area and will in the end reduce uncertainties relevant to the potential future geological disposal of radioactive waste.

地表地下水年龄测年已被证明在了解水源和混合过程方面是有用和可靠的,特别是在考虑多种示踪剂的情况下。然而,尽管年龄示踪剂现在被广泛使用,但在流动和输运模型校准的一般实践中尚未得到广泛应用。在佛兰德斯新近系含水层中进行了多示踪研究,以量化表观年龄并构建不同地下水流动系统圈定的联合解释。这种理解对于井架粘土地层的安全性和可行性研究是至关重要的,井架粘土地层被认为是放射性废物地质处置的潜在宿主岩石。在这项研究中,我们结合了氚/氦-3 (3H/3He),氦-4 (4He)和放射性碳(14C)定年以及稳定同位素(δ18O, δ2H)和水化学特征的证据,并结合了基于颗粒跟踪的三维地下水流动模型的年龄分布。研究结果表明,地下水与年轻组分和老组分的混合主要发生在含水层的中部,这从几个地下水样品中3H(爆炸前和爆炸后脉冲时代)、14C和4He的共存可见一斑。不同来源的水之间的混合也得到了地下水稳定同位素和水化学组成的支持。粒子跟踪停留时间的结果与年龄示踪剂得出的年轻(≤100年)和年老(>1000年)地下水的表观年龄具有可接受的一致性。年龄在100年至1000年之间的地下水可能是年轻/年老组分水的混合物,并且在平流模式年龄和基于年龄示踪剂的表观年龄之间显示出最大的差异。在此基础上,我们区分了新近系含水层的三种地下水流动系统:1)浅层/局部流动系统,地下水起源于现代大气水;ii)深层/半区域流动系统,以4Herad显著存在的旧地下水为特征;Iii)地下水流动的混合区,在这里,最近渗入的大气水与排出的旧地下水混合在一起。这些结果有助于我们完善先前提出的研究区域的概念模型,并最终减少与未来潜在的放射性废物地质处置有关的不确定性。
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引用次数: 2
Simulating hydrologic pathway contributions in fluvial and karst settings: An evaluation of conceptual, physically-based, and deep learning modeling approaches 模拟河流和喀斯特环境中的水文路径贡献:对概念、物理和深度学习建模方法的评估
IF 4 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-12-01 DOI: 10.1016/j.hydroa.2022.100134
Admin Husic , Nabil Al-Aamery , James F. Fox

Hydrologic models are robust tools for estimating key parameters in the management of water resources, including water inputs, storage, and pathway fluxes. The selection of process-based versus data-driven modeling structure is an important consideration, particularly as advancements in machine learning yield potential for improved model performance but at the cost of lacking physical analogues. Despite recent advancement, there exists an absence of cross-model comparison of the tradeoffs between process-based and data-driven model types in settings with varying hydrologic controls. In this study, we use physically-based (SWAT), conceptually-based (LUMP), and deep-learning (LSTM) models to simulate hydrologic pathway contributions for a fluvial watershed and a karst basin over a twenty-year period. We find that, while all models are satisfactory, the LSTM model outperformed both the SWAT and LUMP models in simulating total discharge and that the improved performance was more evident in the groundwater-dominated karst system than the surface-dominated fluvial stream. Further, the LSTM model was able to achieve this improved performance with only 10–25% of the observed time-series as training data. Regarding pathways, the LSTM model coupled with a recursive digital filter was able to successfully match the magnitude of process-based estimates of quick, intermediate, and slow flow contributions for both basins (ρ ranging from 0.58 to 0.71). However, the process-based models exhibited more realistic time-fractal scaling of hydrologic flow pathways compared to the LSTM model which, depending on project objectives, presents a potential drawback to the use of machine learning models for some hydrologic applications. This study demonstrates the utility and potential extraction of physical-analogues of LSTM modeling, which will be useful as deep learning approaches to hydrologic modeling become more prominent and modelers look for ways to infer physical information from data-driven predictions.

水文模型是估计水资源管理关键参数的有力工具,包括水的输入、储存和路径通量。基于过程与数据驱动的建模结构的选择是一个重要的考虑因素,特别是机器学习的进步产生了改进模型性能的潜力,但代价是缺乏物理类似物。尽管最近取得了进展,但在不同水文控制环境下,缺乏基于过程和数据驱动的模型类型之间权衡的跨模型比较。在这项研究中,我们使用基于物理的(SWAT)、基于概念的(LUMP)和深度学习(LSTM)模型来模拟河流流域和喀斯特盆地在20年期间的水文路径贡献。我们发现,虽然所有模型都令人满意,但LSTM模型在模拟总流量方面优于SWAT和LUMP模型,并且在地下水为主的喀斯特系统中比地表为主的河流系统性能的改善更为明显。此外,LSTM模型仅使用10-25%的观测时间序列作为训练数据就能实现这种改进的性能。在路径方面,LSTM模型与递归数字滤波器相结合,能够成功匹配两个流域基于过程的快速、中间和慢流贡献估计的大小(ρ范围从0.58到0.71)。然而,与LSTM模型相比,基于过程的模型显示出更真实的水文流动路径的时间分形尺度,这取决于项目目标,在某些水文应用中使用机器学习模型存在潜在的缺点。这项研究证明了LSTM建模的物理类似物的实用性和潜在提取,随着水文建模的深度学习方法变得越来越突出,建模者寻找从数据驱动的预测中推断物理信息的方法,这将是有用的。
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引用次数: 4
期刊
Journal of Hydrology X
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