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Toward Street‐Level Nowcasting of Flash Floods Impacts Based on HPC Hydrodynamic Modeling at the Watershed Scale and High‐Resolution Weather Radar Data 基于流域尺度HPC水动力模拟和高分辨率天气雷达数据的街道级临近预报山洪影响
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.1029/2023wr034599
Pierfranco Costabile, Carmelina Costanzo, John Kalogiros, Vasilis Bellos
Abstract In our era, the rapid increase of parallel programming coupled with high‐performance computing (HPC) facilities allows for the use of two‐dimensional shallow water equation (2D‐SWE) algorithms for simulating floods at the “hydrological” catchment scale, rather than just at the “hydraulic” fluvial scale. This approach paves the way for the development of new operational systems focused on impact‐based flash‐floods nowcasting, wherein hydrodynamic simulations directly model the spatial and temporal variability of measured or predicted rainfall on impacts even at a street scale. Specifically, the main goal of this research is to make a step to move toward the implementation of an effective flash flood nowcasting system in which timely and accurate impact warnings are provided by including weather radar products in the HPC 2D‐SWEs modelling framework able to integrate watershed hydrology, flow hydrodynamics, and river urban flooding in just one model. The timing, location, and intensity of the street‐level evolution of some key elements at risk (people, vehicles, and infrastructures) are also discussed considering both calibration issues and the role played by the spatial and temporal rainfall resolution. All these issues are analyzed and discussed having as a starting point the flood event which hit the Mandra town (Athens, Greece) on the 15 November 2017, highlighting the feasibility and the accuracy of the overall approach and providing new insights for the research in this field.
在我们这个时代,并行编程的快速发展与高性能计算(HPC)设施相结合,使得二维浅水方程(2D - SWE)算法可以在“水文”流域尺度上模拟洪水,而不仅仅是在“水力”河流尺度上。这种方法为开发基于冲击的暴洪临近预报的新操作系统铺平了道路,其中水动力学模拟直接模拟了测量或预测的降雨对街道尺度影响的时空变化。具体而言,本研究的主要目标是朝着实现有效的山洪临近预报系统迈出一步,在该系统中,通过将天气雷达产品纳入HPC 2D‐SWEs建模框架,及时准确地提供影响预警,该模型能够将流域水文学、水流动力学和河流城市洪水整合到一个模型中。考虑到校准问题和时空降雨分辨率所起的作用,还讨论了一些关键风险要素(人、车辆和基础设施)的街道级演变的时间、位置和强度。所有这些问题都以2017年11月15日袭击Mandra镇(希腊雅典)的洪水事件为起点进行了分析和讨论,突出了整体方法的可行性和准确性,并为该领域的研究提供了新的见解。
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引用次数: 0
Continuing Severe Water Shortage in the Water‐Receiving Area of the South‐To‐North Water Diversion Eastern Route Project From 2002 to 2020 2002 - 2020年南水北调东线工程受水区持续严重缺水
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.1029/2022wr034365
Yuyue Xu, Zhao Gun, Jianwei Zhao, Jianli Chen, Qing Liu, Xing Cheng, Edwin H. Sutanudjaja, Jida Wang, Hehua Liu, Wenfeng Zhan
Abstract The water‐receiving area of the South‐to‐North Water Diversion Eastern Route Project (SNWDP‐ER) is one of the most severely affected water‐shortage areas in China, and no previous study has been conducted on the changes in water storage in this area. In this study, we combined the latest Gravity Recovery and Climate Experiment (GRACE) And GRACE Follow‐On products with global models for the first time to analyze changes in water storages in this area from 2002 to 2020, and to investigate the effects of climate change and human activity on changes in water storage. We found that SNWDP‐ER aided the recovery of surface water (nongroundwater) with a recovery rate of 9.44 ± 1.65 mm/yr after its implementation, but had little effect on the recovery of groundwater and terrestrial water storage in the water‐receiving area. Before the SNWDP‐ER was implemented, the rates of decrease of groundwater and terrestrial water storage were only −1.59 ± 0.58 and −5.18 ± 0.75 mm/yr, respectively. After implementation, the rates of decrease of groundwater and terrestrial water storage were −17.7 ± 1.27 and −8.16 ± 1.18 mm/yr, respectively. Groundwater decline, accelerated by human activity and climate change, has led to an accelerated decline in terrestrial water storage. Effects of SNWDP‐ER and stringent policies reducing groundwater use, along with largely increased precipitation in North China on groundwater storage after year 2020 need to be examined in the future. Our results have important implications for the management and evaluation of SNWDP‐ER.
摘要南水北调东线工程(SNWDP - ER)受水区是中国受水资源短缺影响最严重的地区之一,目前尚未对该地区的储水量变化进行研究。本研究首次将GRACE (Gravity Recovery and Climate Experiment)和GRACE Follow - On产品与全球模型相结合,分析了2002 - 2020年该地区储水量的变化,并探讨了气候变化和人类活动对储水量变化的影响。研究发现,实施后SNWDP - ER有助于恢复地表水(非地下水),回收率为9.44±1.65 mm/yr,但对受水区地下水和陆地储水量的恢复影响不大。在实施SNWDP‐ER之前,地下水和陆地储水量的减少率分别为- 1.59±0.58和- 5.18±0.75 mm/年。实施后,地下水和陆地储水量的减少率分别为- 17.7±1.27和- 8.16±1.18 mm/年。人类活动和气候变化加速了地下水的减少,导致陆地储水量加速减少。未来需要进一步研究SNWDP - ER和严格的减少地下水使用的政策,以及华北地区降水的大幅增加对2020年后地下水储量的影响。我们的研究结果对SNWDP‐ER的管理和评价具有重要意义。
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引用次数: 0
Model Validation and Sensitivity Analysis of Coupled Non‐Equilibrium Heat and Mass Transfer in Porous Media With Application to Evaporation From Bare Soils 多孔介质非平衡传热传质耦合模型验证及灵敏度分析及裸土蒸发
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.1029/2023wr035573
Ashkan Talebi, Brent E. Sleep, Denis M. O'Carroll
Abstract Mathematical models in engineering play an important role in understanding and predicting the behavior of a system. A mechanistic coupled liquid water, water vapor and heat transfer model incorporating kinetic phase change accounting for real‐time interfacial area between water and gas phases was developed to predict coupled subsurface processes and evaporation (drying) rates from bare soils. To enhance the model capability to predict evaporation rates, the air resistance associated with the viscous sublayer was implemented in energy and mass exchange across the soil‐air interface (the land‐atmosphere boundary condition [BC]). The atmospheric stability condition was also considered in the calculation of sensible heat and vapor fluxes at the ground surface. This comprehensive model was validated against measured field data from bare soil test plots from a green roof study, during temperate summer conditions in Canada, demonstrating that the model captured the main coupled processes in the subsurface of bare soil during drying periods. A sensitivity analysis was performed to determine the importance of various components of the comprehensive model. Removal of viscous sublayer resistance in the vapor transfer BC resulted in poorer predictions of evaporation (drying) rates. Incorporating the atmospheric stability function accounting for real‐time atmospheric conditions did not improve the predictive capability for the simulated drying events compared to the case when only a neutral atmospheric condition was implemented. Neglecting heat transfer associated with hydrodynamic dispersion of water vapor in the subsurface had limited impact on subsurface temperature predictions.
数学模型在理解和预测系统行为方面起着重要的作用。建立了一个机械耦合的液态水、水蒸气和热传递模型,该模型结合了考虑水和气相之间实时界面面积的动力学相变,用于预测裸露土壤的耦合地下过程和蒸发(干燥)速率。为了提高模型预测蒸发速率的能力,我们在土壤-空气界面(陆地-大气边界条件[BC])的能量和质量交换中引入了与粘性亚层相关的空气阻力。在计算地表感热通量和水汽通量时,还考虑了大气稳定性条件。在加拿大温带夏季条件下,该综合模型与绿色屋顶裸土试验田的实测数据进行了验证,表明该模型捕获了干燥期间裸土地下的主要耦合过程。进行敏感性分析以确定综合模型中各组成部分的重要性。在蒸汽转移BC中去除粘性亚层阻力导致较差的蒸发(干燥)速率预测。与只采用中性大气条件的情况相比,考虑实时大气条件的大气稳定性函数并没有提高模拟干燥事件的预测能力。忽略与地下水蒸气流体动力分散相关的传热对地下温度预测的影响有限。
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引用次数: 0
Synchrony of Nitrogen Wet Deposition Inputs and Watershed Nitrogen Outputs Using Information Theory 基于信息论的氮湿沉降输入与流域氮输出的同步性
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.1029/2023wr034794
Desneiges S. Murray, Edom Moges, Laurel Larsen, Michelle D. Shattuck, William H. McDowell, Adam S. Wymore
Abstract Nitrogen (N) wet deposition chemistry impacts watershed biogeochemical cycling. The timescale and magnitude of (a)synchrony between wet deposition N inputs and watershed N outputs remains unresolved. We quantify deposition‐river N (a)synchrony with transfer entropy (TE), an information theory metric enabling quantification of lag‐dependent feedbacks in a hydrologic system by calculating directional information flow between variables. Synchrony is defined as a significant amount of TE‐calculated reduction in uncertainty of river N from wet deposition N after conditioning for antecedent river N conditions. Using long‐term timeseries of wet deposition and river DON, NO 3 − , and NH 4 + concentrations from the Lamprey River watershed, New Hampshire (USA), we constrain the role of wet deposition N to watershed biogeochemistry. Wet deposition N contributed information to river N at timescales greater than quick‐flow runoff generation, indicating that river N losses are a lagged non‐linear function of hydro‐biogeochemical forcings. River DON received the most information from all three wet deposition N solutes while wet deposition DON and NH 4 + contributed the most information to all three river N solutes. Information theoretic algorithms facilitated data‐driven inferences on the hydro‐biogeochemical processes influencing the fate of N wet deposition. For example, signals of mineralization and assimilation at a timescale of 12 to 21‐weeks lag display greater synchrony than nitrification, and we find that N assimilation is a positive lagged function of increasing N wet deposition. Although wet deposition N is not the main driver of river N, it contributes a significant amount of information resolvable at time scales of transport and transformations.
氮(N)湿沉积化学影响流域生物地球化学循环。湿沉积N输入和流域N输出之间(a)同步的时间尺度和幅度仍未确定。我们用传递熵(TE)来量化沉积-河流N (a)的同步性,传递熵(TE)是一种信息理论度量,通过计算变量之间的方向信息流来量化水文系统中滞后依赖的反馈。同步被定义为在对先前的河流N条件进行调节后,通过TE计算的湿沉积N对河流N不确定性的显著减少。利用美国新罕布什尔州七目鱼河流域湿沉降和河流DON、NO 3−和nh4 +浓度的长期时间序列,研究了湿沉降N对流域生物地球化学的影响。湿沉积氮在时间尺度上对河流氮的贡献大于速流径流,表明河流氮损失是水文-生物地球化学强迫的滞后非线性函数。河流DON从三种湿沉积N溶质中获得的信息最多,而湿沉积DON和nh4 +对三种河流N溶质的信息贡献最多。信息理论算法促进了数据驱动的对影响N湿沉降命运的水文-生物地球化学过程的推断。例如,矿化和同化信号在滞后12至21周的时间尺度上比硝化表现出更大的同动性,我们发现N同化是N湿沉降增加的正滞后函数。虽然湿沉降N不是河流N的主要驱动因素,但它在运输和转换的时间尺度上提供了大量可解析的信息。
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引用次数: 0
Upland Hillslope Groundwater Subsidy Affects Low‐flow Storage‐Discharge Relationship 坡地地下水补给影响低流量储放关系
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.1029/2022wr034155
Hongyi Li, Ali A. Ameli
Abstract Large‐scale cross‐site scientific synthesis on low‐flow storage–discharge relation can promote developing transferable hypotheses on the interactions among critical zone attributes and on how such interactions affect catchments’ water vulnerabilities. This study leverages cross‐site empirical and theoretical analyses and develops a similarity index, based on the interactions among critical zone attributes, to help determine the less‐explored influence of upland hillslope groundwater subsidy on storage–discharge relation. We show that an increase in the relative extent of upland hillslope groundwater subsidy to low‐flow discharge, occurring through deep slow low‐moving (e.g., bedrock) storage unit, leads to (a) an increase in the nonlinearity of low‐flow discharge sensitivity to storage ( β 1 ) and (b) an increase in the convexity of low‐flow storage–discharge relation. Our findings also raise new hypotheses on the applicability of Boussinesq‐based hydraulic groundwater theory at low‐flow condition. Empirical results show that in a portion of our study catchments, particularly in those with a relatively small extent of upland hillslope groundwater subsidy, the theory’s proposed range of nonlinearity sufficiently explains the nonlinearity of low‐flow storage–discharge relation. However, in catchments with a strong influence of upland hillslope groundwater subsidy through deep slow‐moving storage unit, the current state of hydraulic groundwater theory, using one single (non)linear representative storage unit, may not be sufficient to explain the large nonlinearity and convexity of low‐flow storage–discharge relation (or the long tail of hydrograph late recession). Considering β 1 informs the low‐flow vulnerability of catchments, the findings of this study deepen and generalize our understanding of where low‐flow discharge is vulnerable to storage’s change.
对低流量储流量-流量关系的大规模跨站点科学综合可以促进对关键区域属性之间相互作用以及这种相互作用如何影响集水区水脆弱性的可转移假设的发展。本研究利用跨站点的经验和理论分析,并基于关键区域属性之间的相互作用,开发了一个相似指数,以帮助确定较少探索的高地山坡地下水补贴对储洪关系的影响。研究表明,高地山坡地下水通过深层缓慢低移动(如基岩)蓄水单元对低流量排放的相对补偿程度增加,导致(a)低流量排放对蓄水敏感性的非线性增加(β 1)和(b)低流量储流量关系的凹凸度增加。我们的发现也对基于Boussinesq的水力地下水理论在低流量条件下的适用性提出了新的假设。实证结果表明,在我们研究的一部分流域中,特别是在高地山坡地下水补贴程度相对较小的流域中,理论提出的非线性范围充分解释了低流量储流量关系的非线性。然而,在高地山坡地下水通过深层慢动蓄水单元补贴影响较大的集水区,采用单一(非线性)代表性蓄水单元的水力地下水理论的现状,可能不足以解释低流量储流量关系的大非线性和凸性(或水文曲线后期衰退的长尾)。考虑到β 1反映了集水区的低流量脆弱性,本研究的发现加深和概括了我们对低流量流量易受储水量变化影响的理解。
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引用次数: 0
Algal Blooms in Lakes in China Over the Past Two Decades: Patterns, Trends, and Drivers 过去二十年中国湖泊藻华:模式、趋势和驱动因素
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-10-01 DOI: 10.1029/2022wr033340
Ying Wang, Lian Feng, Xuejiao Hou
Abstract Many lakes in China suffer from algal bloom problems. However, the spatial and temporal distribution of lacustrine algal blooms at the national scale has not been well characterized. Here, we developed an automated algal bloom surface scums (hereafter referred to as algal bloom) detection algorithm for Moderate‐Resolution Imaging Spectroradiometer (MODIS) images based on a normalized floating algal index and the Commission on Illumination colorimetry system. This algorithm was then applied to 35,556 daily MODIS images acquired between 2003 and 2020 to hindcast the spatial and temporal dynamics of lacustrine algal blooms in 171 lakes in China. The results show that 103 (60.2%) of the examined lakes have been affected by algal blooms over the past two decades, and the bloom occurrence in 95 lakes showed an increasing trend. The prevailing increasing trends of algal blooms in Chinese lakes were also manifested by an earlier onset time and prolonged potential occurrence period. We found that approximately 80% of the historical algal blooms occurred under calm water surfaces (wind speed <3 m/s) and high temperatures (>16°C), and we revealed positive correlations between bloom occurrence and fertilizer use. We further demonstrated that the increasing trends in algal blooms were highly linked to recent increases in air temperature. The results here not only highlight the severe lacustrine algal bloom problems in China but also provide important baseline information for lake management and restoration efforts for the government.
中国许多湖泊都存在藻华问题。然而,在全国尺度上,湖泊藻华的时空分布尚未得到很好的表征。在这里,我们开发了一种基于标准化浮动藻指数和照明委员会比色系统的中分辨率成像光谱仪(MODIS)图像的自动藻华表面浮渣(以下简称藻华)检测算法。将该算法应用于2003 - 2020年间获取的35,556幅MODIS影像,对中国171个湖泊的湖泊藻华时空动态进行了反演。结果表明:近20年来,有103个(60.2%)湖泊受到过藻华的影响,其中95个湖泊的藻华发生率呈上升趋势;中国湖泊藻华的增加趋势也表现为发生时间提前和潜在发生期延长。研究发现,历史上大约80%的藻华发生在平静水面(风速3 m/s)和高温(16°C)下,并且发现藻华发生与肥料使用呈正相关。我们进一步证明,藻华的增加趋势与最近气温的升高高度相关。研究结果不仅突出了中国湖泊藻华的严重问题,而且为政府湖泊管理和恢复工作提供了重要的基线信息。
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引用次数: 0
A blue water scarcity‐based method for hydrologically sustainable agricultural expansion design 基于蓝水短缺的水文可持续农业扩展设计方法
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-09-28 DOI: 10.1029/2023wr034473
Nikolas Galli, Davide Danilo Chiarelli, Livia Ricciardi, Maria Cristina Rulli
Abstract Sustainable development and intergenerational responsibility entail the prudent use of natural resources. Water availability can constrain agriculture, a key sector in terms of resources consumed and goods and services provided. The sustainability of its intensification and expansion has been studied, often with a particular focus on water. Agricultural strategies have been based on local water availability, and some downstream effects have been evaluated. However, a method to identify and quantify hydrologically sustainable land use and crop use changes directly accounting for downstream effects is yet to be defined. We propose a framework to design land‐use and crop‐use changes preventing local and downstream effects. We apply it on of coffee plantations expansion in Kenya, a sector that is growing and planned to grow, given its agricultural, economic and social development potential, not without risks associated to hydroclimatic change. We use crop‐ and land‐use specific hydrological modeling to simulate water scarcity impacts of coffee plantation expansion onto available suitable areas, and use the results to iteratively identify and filter out expansion areas increasing water scarcity locally or downstream. This assessment proves effective in preserving water availability, identifying 10% of the suitable and available areas as hydrologically sustainable. Total water footprints are similar in these expansion areas and in currently used areas, but expansion areas have higher precipitation‐generated water availability. The proposed methodology locates and quantifies areas in a physically robust way, maintaining flexibility to the selected expansion scenario. Thus, the methodology is replicable for planning hydrologically agricultural development.
可持续发展和代际责任需要谨慎使用自然资源。水资源的供应可能制约农业,而农业是消耗资源和提供商品和服务的关键部门。对其加强和扩大的可持续性进行了研究,通常特别侧重于水。农业战略以当地的水资源供应为基础,并对一些下游影响进行了评估。然而,确定和量化直接考虑下游影响的水文可持续土地利用和作物利用变化的方法尚未确定。我们提出了一个框架来设计土地利用和作物利用变化,以防止局部和下游影响。我们将其应用于肯尼亚的咖啡种植园扩张,鉴于其农业、经济和社会发展潜力,该部门正在增长并计划增长,但并非没有与水文气候变化相关的风险。我们使用特定的作物和土地利用水文模型来模拟咖啡种植园扩张对可用合适区域的水资源短缺影响,并使用结果迭代识别和过滤出增加当地或下游水资源短缺的扩张区域。这一评估被证明在保护水资源供应方面是有效的,确定了10%的合适和可用地区是水文可持续的。在这些扩展区和现有利用区,总水足迹相似,但扩展区有更高的降水产生的水可用性。所提出的方法以物理稳健的方式定位和量化区域,保持对所选扩展方案的灵活性。因此,该方法可用于规划水文农业发展。
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引用次数: 0
Impact of Oil Viscosity on Dispersion in the Aqueous Phase of an Immiscible Two‐Phase Flow in Porous Media: An X‐ray Tomography Study 油粘度对多孔介质中非混相两相流水相分散的影响:X射线断层成像研究
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-09-28 DOI: 10.1029/2023wr034849
Zijing Li, Muhammad Nasir, Weicen Wang, Kazuki Kaito, Chunwei Zhang, Tetsuya Suekane, Shintaro Matsushita
Abstract In this study, dispersion and mixing were studied in a steady two‐phase flow generated using a co‐injection method. The impact of oil viscosity was investigated over a large range of fluid viscosity ratios. The results indicate that highly heterogeneous flow fields are generated by a wide distribution of oil clusters with varied volumes. Variation in the velocity distribution enhanced the deformation and spreading of a tracer plume, resulting in large dispersion scales and accelerated spreading rates. The dispersion coefficients vary with time and exhibit a non‐Fickian dispersion during co‐injection. Consequently, anomalous mixing behaviors can be observed when the viscosity ratio exceeds 10. The mixing strength, characterized by the scalar dissipation rate, is first enhanced by distortion on the surface of the solute. Therefore, diffusion contributes to mixing, resulting in a faster decrease in the mixing strength in the late time regime. These results can be attributed to the fact that the non‐wetting fluid becomes disconnected, and the size of each cluster decreases as the oil viscosity increases. The formation of an oil film narrows pore spaces, and a lubrication effect of the oil film may contribute to the enhanced dispersion and mixing state, even with the low relative permeability of the wetting phase. This study provides insights into dispersion in partially saturated porous media with varied oil viscosities at both the macro and pore scales, which can further improve CO 2 storage capacity and safety.
在本研究中,研究了用共注入法产生的稳定两相流中的分散和混合。在较大的流体粘度比范围内研究了油粘度的影响。结果表明,大范围分布的不同体积的油簇形成了高度非均匀的流场。速度分布的变化增强了示踪羽的变形和扩散,使示踪羽的扩散规模增大,扩散速度加快。色散系数随时间变化,在共注入过程中呈现非菲克色散。因此,当粘度比超过10时,可以观察到反常的混合行为。混合强度以标量耗散率为特征,首先由溶质表面的畸变增强。因此,扩散有助于混合,导致混合强度在后期更快地下降。这些结果可以归因于这样一个事实,即非润湿流体变得断开,并且每个簇的大小随着油粘度的增加而减小。油膜的形成缩小了孔隙空间,并且油膜的润滑作用可能有助于增强分散和混合状态,即使湿相的相对渗透率较低。该研究揭示了不同油粘度的部分饱和多孔介质在宏观和孔隙尺度上的分散性,可以进一步提高CO 2的储存能力和安全性。
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引用次数: 0
A novel analytical solution for ponded infiltration with consideration of a developing saturated zone 考虑发展中饱和带的池塘入渗新解析解
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-09-27 DOI: 10.1029/2022wr034228
DongHao Ma, SiCong Wu, ZhiPeng Liu, JiaBao Zhang
Abstract Ponding at the soil surface exerts profound impacts on infiltration. However, the effects of ponding depth on infiltration, especially the development of a saturated zone below the soil surface, have yet to be considered in present infiltration models. A new general Green‐Ampt model solution (GAMS) was derived for a one‐dimensional vertical infiltration problem under a uniform initial moisture distribution with ponding on its surface. An expression was included in the new solution for simulating the saturated layer developed below the soil surface as long as the pressure head at the surface is sufficiently high to saturate the soil. The GAMS simulates the infiltration processes closer to the numerical solution by HYDRUS‐1D than the traditional and the recently improved Green‐Ampt model. Moreover, an inversion method to improve the estimates of soil hydraulic parameters from one‐dimensional vertical infiltration experiments that is based on the GAMS was suggested. The effect of ponding depth ( h p ), initial soil moisture content, soil texture, and hydraulic soil properties (saturated hydraulic conductivity K s , water‐entry suction h d and shape coefficient n of soil water retention curve) in the saturated zone was also evaluated. The results indicate that the saturated zone length increased at a comparable rate with the unsaturated wetted zone length during infiltration. Generally, a larger saturated zone was found for soils with higher initial soil moisture contents, coarser texture, higher K s values, greater n , and lower − h d . Our findings reveal that including the saturated zone in the infiltration model yields a better estimate of the soil hydraulic parameters. The proposed GAMS model can improve irrigation design and rainfall‐runoff simulations.
摘要土壤表面积水对入渗有深远的影响。然而,目前的入渗模型尚未考虑蓄水池深度对入渗的影响,特别是土壤表面以下饱和区的发展。针对初始水分分布均匀且表面有积水的一维垂直入渗问题,导出了一个新的通用Green - Ampt模型解(GAMS)。在新解中加入了一个表达式,用于模拟只要地表压头足够高而使土壤饱和的土下饱和层。GAMS模拟的入渗过程比传统的和最近改进的Green - Ampt模型更接近HYDRUS‐1D的数值解。此外,还提出了一种基于GAMS的一维垂直入渗试验土壤水力参数反演方法。研究还评价了蓄水深度(h p)、土壤初始含水量、土壤质地和土壤水力特性(饱和导水率K s、入水吸力h d和土壤保水曲线形状系数n)对饱和区的影响。结果表明,在入渗过程中,饱和带长度与非饱和带长度以相当的速率增加。一般来说,土壤初始含水量越高、质地越粗、K - s值越高、n值越大、- h - d越小的土壤,其饱和区越大。我们的研究结果表明,在入渗模型中加入饱和区可以更好地估计土壤水力参数。提出的GAMS模型可以改进灌溉设计和降雨径流模拟。
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引用次数: 0
A novel efficient method of estimating suspended‐to‐total sediment load fraction in natural rivers 一种估算天然河流悬浮泥沙对总泥沙负荷比例的新方法
1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2023-09-25 DOI: 10.1029/2022wr034401
Hyoseob Noh, Yong Sung Park, Il Won Seo
Abstract Sediment transport load monitoring is important in civil and environmental engineering fields. Monitoring the total load is difficult, especially because of the cost of the bed load transport measurement. This study proposes estimation models for the suspended‐to‐total load fraction using dimensionless hydro‐morphological variables. Two prominent variable combinations were identified using the recursive feature elimination for support vector regression (SVR): (1) width‐to‐depth ratio, dimensionless particle size, flow Reynolds number, densimetric Froude number, and falling particle Reynolds number, and (2) flow Reynolds number, Froude number, and densimetric Froude number. The explicit relations between the suspended‐to‐total load fraction and the two combinations were revealed by two modern symbolic regression methods: multi‐gene genetic programming and Operon. The five‐variable SVR model showed the best performance. Clustering analyses using a self‐organizing map and Gaussian mixture model, respectively, identified the underlying relationships between dimensionless variables. Subsequently, the one‐at‐a‐time sensitivity of the input variables of the empirical models was investigated. The suspended‐to‐total load fraction is positively related to the flow Reynolds number and is inversely related to the densimetric Froude number. The models developed in this study are practical and easy to implement in other suspended sediment monitoring methods because they only require basic measurable hydro‐morphological variables, such as velocity, depth, width, and median bed material size. This article is protected by copyright. All rights reserved.
泥沙输沙量监测在土木工程和环境工程领域具有重要意义。监测总负荷是困难的,特别是因为床负荷运输测量的成本。本研究提出了使用无量纲水力形态变量的悬载至总荷载比例的估计模型。使用支持向量回归(SVR)的递归特征消去识别了两个重要的变量组合:(1)宽深比、无量纲粒度、流动雷诺数、密度弗劳德数和下落粒子雷诺数;(2)流动雷诺数、弗劳德数和密度弗劳德数。通过多基因遗传规划和操纵子两种现代符号回归方法,揭示了悬浮载荷与总载荷之间的显式关系。五变量SVR模型表现出最好的效果。分别使用自组织映射和高斯混合模型进行聚类分析,确定了无量纲变量之间的潜在关系。随后,研究了经验模型输入变量的一次灵敏度。悬浮对总载荷的比例与流动雷诺数正相关,与密度弗劳德数负相关。本研究中建立的模型是实用的,并且易于在其他悬沙监测方法中实施,因为它们只需要基本的可测量的水文形态变量,如速度、深度、宽度和中位床物质尺寸。这篇文章受版权保护。版权所有。
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Water Resources Research
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