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Effect of the spatial distribution of macroinvertebrates in the benthic and hyporheic zones on the vertical hydraulic conductivity of the streambed 底栖区和下垫面区大型无脊椎动物的空间分布对河床垂直导水性的影响
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131503
Dandong Cheng , Jinxi Song , Yixuan Zhang , Cesheng Duan , Weize Wang

Water quality, aquatic habitat, and groundwater recharge, which have a critical impact on the river ecosystem health, are associated with the vertical hydraulic conductivity of streambed (Kv). Macroinvertebrates bioturbation can generate heterogeneity in the benthic and hyporheic zones to influence Kv by particle reworking and burrow construction, which are directly and indirectly related to the physicochemical conditions of sediments. However, understanding how these factors and processes influence Kv and its role is deficient. Here the spatial distribution of benthic macroinvertebrates and its effects on Kv in the Weihe River were investigated. Macroinvertebrate bioturbation had a significant effect on Kv when the biomass was greater than 1 mg/m2, and yet when the biomass exceeded 102 mg/m2, bioturbation had a significant inhibitory effect on Kv as the result of clogging due to the fine sediment particles and secrete mucus produced by benthic Macroinvertebrates. Macroinvertebrate distribution and biomass are often influenced by temperature which could also decrease the fluid viscosity, thus improving Kv. Moreover, the mixed bioturbation mode with the predominated Tubificidae was better than the bioturbation mode of single-type benthic macroinvertebrates in improving sediment permeability. These findings have important implications for revealing the disturbance mechanism of benthic macroinvertebrates on Kv and provide a reliable theoretical basis for the protection and planning of river ecosystems.

水质、水生生境和地下水补给对河流生态系统的健康有着至关重要的影响,它们与河床的垂直水力传导系数(Kv)有关。大型无脊椎动物的生物扰动可在底栖区和下垫面区产生异质性,通过颗粒再加工和洞穴建造影响 Kv,这与沉积物的物理化学条件直接或间接相关。然而,对这些因素和过程如何影响 Kv 及其作用的了解还很欠缺。本文研究了渭河底栖大型无脊椎动物的空间分布及其对 Kv 的影响。当生物量大于1 mg/m2时,大型底栖生物的生物扰动对Kv有明显的影响;当生物量超过102 mg/m2时,生物扰动对Kv有明显的抑制作用,这是由于底栖大型底栖生物产生的细小沉积物颗粒和分泌的粘液造成堵塞的结果。大型底栖生物的分布和生物量通常会受到温度的影响,而温度也会降低流体粘度,从而改善 Kv。此外,在改善沉积物渗透性方面,以栉水母科为主的混合生物扰动模式优于单一类型底栖大型无脊椎动物的生物扰动模式。这些发现对揭示底栖大型底栖动物对Kv的扰动机制具有重要意义,为河流生态系统的保护与规划提供了可靠的理论依据。
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引用次数: 0
Floodplain carbon dioxide emissions strongly exceed those of the main river stem: A case study of the Ob River, western Siberia 洪泛平原的二氧化碳排放量大大超过河流干流:西伯利亚西部鄂毕河案例研究
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131468
Sergey N. Vorobyev , Larisa G. Kolesnichenko , Yuri Kolesnichenko , Anatoly S. Prokushkin , Arina V. Lugovaya-Dolmatova , Jan Karlsson , Oleg S. Pokrovsky

The importance of floodplains in carbon (C) evasion from the lotic systems is especially important in continental plains of low runoff such as the organic-rich Western Siberian Lowland (WSL). To quantify the relative importance of the floodplain compared to main stem CO2 emissions, we monitored a large region of the Ob River’s middle course (permafrost-free zone) over 3 months from spring to summer. We calculated seasonal water coverage using remote sensing, GIS and hydrologically-based approaches and measured CO2 emissions using floating chambers. There was a strongly pronounced seasonality in the water area’s extent of the floodplain with water covering > 40 % of land during the ∼ 30 days of the most intensive spring flood (May – June) and subsequently declining to ≤ 10 % during summer (July-August). Maximal CO2 emissions were recorded in most shallow water bodies of the floodplain, notably in temporary flooded fens and birch forests. The CO2 emissions during the study period ranged from 0.2 ± 0.2 to 0.9 ± 0.2 g Cm−2 d-1 for the floodplain and 0.03 ± 0.34 g C m−2 d-1 for the Ob’s main channel.

CO2 emissions from the floodplain were ∼ 163 ± 20 t C per km for the river’s main stem during the 95 day study period. The partial contributions of temporary flooded zones, main stem, and permanent lakes / secondary channels to total emissions (1820 km² area) were 70, 16, and 14 %, respectively. Over spring and summer seasons, contributions from flooded zones ranged from 43 to 99 % of total CO2 emissions from water surfaces of the Ob River’s middle course. Extrapolation of obtained results to the entire territory of the Ob River floodplain indicates that not accounting for the floodplain emissions may sizably—up to an order of magnitude—underestimate the CO2 emissions from riverine systems in Western Siberia during open water period. Future work on the Ob River floodplain in the permafrost-bearing zone should be prioritized and would allow adequate upscaling of C emission from this environmentally important territory.

在富含有机物的西西伯利亚低地(WSL)等低径流大陆平原,冲积平原在地层系统碳(C)逃逸中的重要性尤为重要。为了量化洪泛平原与干流二氧化碳排放相比的相对重要性,我们从春季到夏季对鄂毕河中游(无永久冻土区)的大片区域进行了为期三个月的监测。我们利用遥感、地理信息系统和基于水文的方法计算了季节性水覆盖率,并利用浮箱测量了二氧化碳排放量。洪泛区的水域范围具有明显的季节性,在最密集的春季洪水(5 月至 6 月)的 30 天内,水域覆盖了 40% 的土地,随后在夏季(7 月至 8 月),水域覆盖率下降到 10%以下。洪泛区大多数浅水区的二氧化碳排放量最大,尤其是在临时淹没的沼泽地和桦树林中。在研究期间,洪泛区的二氧化碳排放量为 0.2 ± 0.2 至 0.9 ± 0.2 克 Cm-2 d-1,奥布主河道的二氧化碳排放量为 0.03 ± 0.34 克 C m-2 d-1。在总排放量(1820 平方公里面积)中,临时洪泛区、干流和永久性湖泊/次级河道的部分贡献率分别为 70%、16% 和 14%。在春季和夏季,鄂毕河中游河道水面的二氧化碳总排放量中,淹没区的排放量占 43% 到 99%。将所得结果推断到整个奥布江洪泛区表明,如果不考虑洪泛区的排放量,可能会大大低估西西伯利亚河道系统在开阔水域期间的二氧化碳排放量,低估的程度可达一个数量级。今后应优先考虑在永久冻土带的鄂毕河洪泛区开展工作,这样就能充分扩大这一环境重要地区的二氧化碳排放量。
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引用次数: 0
Evaluating biases in Penman and Penman–Monteith evapotranspiration rates at different timescales 评估不同时间尺度下彭曼蒸发蒸腾率和彭曼-蒙蒂斯蒸发蒸腾率的偏差
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131534
Yizhi Han , Salvatore Calabrese , Huihua Du , Jun Yin

The Penman and Penman–Monteith equations are widely used for estimating surface evapotranspiration (ET) at regional and global scales. These nonlinear equations were derived from the turbulent transport of heat fluxes and, in theory, need to be applied to a temporal scale ranging from half hour to an hour. However, these equations have been frequently applied with hydrometeorological variables averaged at daily, monthly, and even decadal time intervals, resulting in biases due to their nonlinearities. In this study, we used global reanalysis data and Taylor expanded Penman and Penman–Monteith equations to explore their nonlinear components and the biases associated with the timescale mismatches. We found that global average biases for approximating Penman equation range from 0.72 to 1.31 mm day−1 from daily to annual timescales, which mainly stem from the temperature–radiation, temperature–vapor pressure deficit (VPD), and aerodynamic conductance–VPD covariances. For Penman–Monteith equation, the corresponding biases vary from 0.47 to 0.53 mm day−1, which may be associated with the addition of stomatal conductance–VPD covariances. As a reference, the global averages from Penman and Penman–Monteith at hourly timescale over one year are 7.1 and 1.7 mm day−1. Large biases also exist around the world across various climate zones, where one or multiple covariances between meteorological variables makes the first-order approximations of Penman and Penman–Monteith equations less accurate. This analysis serves as a reminder of nonlinearities in Penman and Penman–Monteith equations, hence the requirement of data at high temporal resolution for estimating potential or actual evapotranspiration.

彭曼方程和彭曼-蒙蒂斯方程被广泛用于估算区域和全球范围内的地表蒸散量(ET)。这些非线性方程是从热通量的湍流传输中推导出来的,理论上需要应用于半小时到一小时的时间尺度。然而,这些方程经常被应用于按日、月甚至十年时间间隔平均的水文气象变量,从而导致其非线性偏差。在这项研究中,我们使用全球再分析数据和泰勒扩展彭曼方程和彭曼-蒙蒂斯方程,探讨了它们的非线性成分以及与时间尺度不匹配相关的偏差。我们发现,从日时间尺度到年时间尺度,近似彭曼方程的全球平均偏差在 0.72 到 1.31 毫米/天-1 之间,主要来自温度-辐射、温度-蒸气压差(VPD)和空气动力传导-蒸气压差协方差。对于彭曼-蒙蒂斯方程,相应的偏差从 0.47 毫米/天-1 到 0.53 毫米/天-1 不等,这可能与增加了气孔导度-VPD 协方差有关。作为参考,Penman 和 Penman-Monteith 以小时为时间尺度计算的一年全球平均值分别为 7.1 和 1.7 毫米/天-1。全球各气候带也存在较大偏差,气象变量之间的一个或多个协方差使得彭曼方程和彭曼-蒙蒂斯方程的一阶近似值不够准确。这一分析提醒我们注意彭曼方程和彭曼-蒙蒂斯方程的非线性,因此需要高时间分辨率的数据来估算潜在或实际蒸散量。
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引用次数: 0
A hybrid model coupling process-driven and data-driven models for improved real-time flood forecasting 将过程驱动模型和数据驱动模型相结合的混合模型,用于改进实时洪水预报
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131494
Chengjing Xu , Ping-an Zhong , Feilin Zhu , Bin Xu , Yiwen Wang , Luhua Yang , Sen Wang , Sunyu Xu

Accurate and reliable incoming flood forecasting is an important prerequisite for flood warning, flood risk analysis and reservoir flood control operation. This paper proposes a hybrid model for real-time flood forecasting that couples process-driven hydrological models (HMs) with data-driven models (DDMs). The generic hybrid model framework adds DDMs as the post-processing procedure for residual correction to the original results of HMs, and considers multiple uncertainties in input data, parameter and model structure simultaneously. The performance of the hybrid model is evaluated comprehensively in terms of deterministic forecast accuracy, interval forecast reliability, and the reliability and sharpness of probabilistic forecast. Taking the multireservoir system at the east Pi River as a study case, the results indicate that: (1) Compared to the benchmark model (ensemble XAJ model), the hybrid model with additional residual analysis show a significant improvement. The average continuous ranked probability score (CRPS) metric values calculated by the Stacking-Hybrid model improved by 71.5 %, 67.0 % and 38.1 % in the three data samples. Furthermore, the adaptability of the Stacking-Hybrid model for residual correction during short-duration intense rainfall events has been validated, with the relative error of the peak discharge improved to within ± 10 %. (2) The Stacking-Hybrid model, which also takes into account structure uncertainty, is able to better exploit the combined advantages and improve the stability of the model performance compared to those that only apply a single DDM. (3) When the number of iterations within the BOA reaches 300, the parameter optimization process is capable to search for the hyperparameters that bring out the best performance of the DDMs. (4) When the ensemble size reaches 200, the uncertainty of HM parameters can be fully defined, and the consumed computational resources can be controlled within an acceptable bound while ensuring stable model performance. Overall, the hybrid model that takes into account multiple sources of uncertainty generates both interval and probabilistic forecast in addition to deterministic forecast, which can provide richer risk information for subsequent flood warning and reservoir operation, making the flood prevention decisions more reliable and scientific.

准确可靠的来袭洪水预报是洪水预警、洪水风险分析和水库防洪运行的重要前提。本文提出了一种用于实时洪水预报的混合模型,它将过程驱动的水文模型(HMs)与数据驱动的模型(DDMs)结合在一起。通用混合模型框架增加了 DDM,作为对 HM 原始结果进行残差修正的后处理程序,并同时考虑输入数据、参数和模型结构中的多种不确定性。从确定性预报精度、区间预报可靠性以及概率预报的可靠性和敏锐性等方面综合评价了混合模型的性能。以东皮河多水库系统为例,结果表明(1) 与基准模型(集合 XAJ 模型)相比,附加残差分析的混合模型有显著改善。在三个数据样本中,堆叠-混合模型计算的平均连续排序概率分数(CRPS)指标值分别提高了 71.5%、67.0% 和 38.1%。此外,堆叠-混合模型在短时强降雨事件中进行残差修正的适应性也得到了验证,峰值排水量的相对误差提高到 ± 10 % 以内。(2)叠加混合模型还考虑了结构的不确定性,与只应用单一 DDM 的模型相比,能更好地发挥综合优势,提高模型性能的稳定性。(3) 当 BOA 的迭代次数达到 300 次时,参数优化过程能够搜索出 DDM 性能最佳的超参数。(4) 当集合规模达到 200 时,HM 参数的不确定性可以得到充分定义,消耗的计算资源可以控制在可接受的范围内,同时确保模型性能稳定。总之,考虑多源不确定性的混合模型在确定性预报的基础上,还可生成区间预报和概率预报,为后续的洪水预警和水库运行提供更丰富的风险信息,使防洪决策更加可靠和科学。
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引用次数: 0
Numerical simulations of soil water-salt movement considering the dynamics of cotton fine root growth under film-mulched drip irrigation 考虑覆膜滴灌条件下棉花细根生长动态的土壤水盐运动数值模拟
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131543
Wenling Chen , Siyu Xu , Tongmin Sheng , Ty P.A. Ferré , Qi Zhu , Yujiang He , Yanfeng Liu
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引用次数: 0
Soil organic matter components and sesquioxides integrally regulate aggregate stability and size distribution under erosion and deposition conditions in southern China 中国南方土壤有机质成分和倍半氧化物综合调控侵蚀和沉积条件下的团聚体稳定性和粒度分布
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131588
Geng Guo , Yu Kong , Yanyin Xu , Xiaoying Peng , Manting Niu , Guangruo Zeng , Zhen Ouyang , Jun Liu , Chen Zhang , Jie Lin

Water erosion considerably affects the stability and particle size distribution of soil aggregates, but the underlying mechanisms of water erosion remain unclear. To this end, we selected four landscape positions (top-, up-, mid-, and toe-slope) with distinct erosion and deposition characteristics on a typical eroded slope in southern China to conduct experiments- aiming to investigate the main drivers of soil aggregate stability during erosion and deposition processes. Soil samples were collected from 12 sites, and 4 size classes (>2, 2–0.25, 0.25–0.053, and <0.053 mm) of soil aggregates were obtained using the wet sieving method. The composition and stability of the soil aggregates, as well as the contents of organic (organic matter components) and inorganic (iron-aluminum oxides) cementing materials of different particle sizes, were determined. The results indicated that erosion significantly reduced the aggregate stability and the >0.25 mm water-stable aggregate content (WR0.25) (P < 0.05). The mean weight diameter (MWD) and geometric mean diameter (GMD) values of the soil aggregates at the eroding site decreased, and the fractal dimension (FD) increased. Furthermore, erosion markedly reduced the humic acid (HA) and fulvic acid (FA) contents in the bulk soils and soil aggregates, while the HA content showed no obvious difference between the eroding and depositional sites. In addition to the presence of complexed iron/alumina oxides (Fep/Alp), erosion markedly reduced the contents of amorphous (Feo/Alo) and free-form (Fed/Ald) iron/alumina oxides in the bulk soils and size fractions. Moreover, Fed/Ald, Fep and Feo/Alo were present in the microaggregates, while Alp was found in the macroaggregates. Additionally, boosted regression tree (BRT) analysis indicated that FA (36.70 %), Feo (19.00 %), and Ald (12.71 %) were the crucial predictors of soil aggregate stability. These findings further confirm that the organic and inorganic cementing materials in red soils collectively contribute to aggregate stabilization under the impact of erosion. This study facilitates a deeper understanding of the mechanisms governing soil aggregate stability in eroded landscapes, and provides a theoretical basis for biogeochemical cycling processes.

水蚀对土壤团聚体的稳定性和粒径分布有很大影响,但水蚀的内在机理尚不清楚。为此,我们在中国南方一个典型的侵蚀斜坡上选择了侵蚀和沉积特征明显的四个地貌位置(坡顶、坡顶、坡中、坡脚)进行实验,旨在研究侵蚀和沉积过程中影响土壤团粒稳定性的主要因素。实验采集了 12 个地点的土壤样品,并采用湿筛法获得了 4 个粒度等级(2 毫米、2-0.25 毫米、0.25-0.053 毫米和 0.053 毫米)的土壤团聚体。测定了土壤团聚体的组成和稳定性,以及不同粒径的有机(有机物成分)和无机(铁铝氧化物)胶结物质的含量。结果表明,侵蚀明显降低了集料的稳定性和 0.25 毫米水稳集料含量(WR0.25)(P <0.05)。侵蚀区土壤团聚体的平均重量直径(MWD)和几何平均直径(GMD)值降低,分形维度(FD)增加。此外,侵蚀明显降低了块状土壤和土壤团聚体中腐植酸(HA)和富里酸(FA)的含量,而 HA 的含量在侵蚀地和沉积地之间没有明显差异。除了存在络合铁/氧化铝(Fep/Alp)外,侵蚀还明显降低了块状土壤和粒度组分中无定形铁/氧化铝(Feo/Alo)和自由形态铁/氧化铝(Fed/Ald)的含量。此外,Fed/Ald、Fep 和 Feo/Alo 存在于微团聚体中,而 Alp 则存在于大团聚体中。此外,增强回归树(BRT)分析表明,FA(36.70 %)、Feo(19.00 %)和 Ald(12.71 %)是预测土壤团聚稳定性的关键因素。这些发现进一步证实,红壤中的有机和无机胶结材料共同促进了侵蚀影响下的骨料稳定性。这项研究有助于加深对侵蚀地貌中土壤团聚稳定性机理的理解,并为生物地球化学循环过程提供理论依据。
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引用次数: 0
Regulating flow to maximize riverine nitrogen removal by riparian zones downstream of reservoirs 调节流量,最大限度地利用水库下游河岸带的河水脱氮作用
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131526
Dongsheng Liu , Qiuwen Chen , Jianyun Zhang , Wenting Zhang , Zhiyuan Wang , Qihao Jiang , Jin-Yong Lee

Flood waves generated by reservoir discharge play a crucial role in the potential for riparian denitrification downstream. The efficiency of nitrogen (N) removal from river water by riparian zones is typically enhanced with greater wave amplitude (A) and duration (T). However, a knowledge gap exists with respect to the impact of flood waves on N removal when considering a fixed-value integral over time of flood waves (IOFW). This study explored N transport and transformation in the riparian zone downstream of the dammed Inbuk River, Korea under various wave conditions with a fixed IOFW. The results revealed a logarithmic enhancement in solute infiltration into the riverbank with an increasing wave amplitude/duration ratio (A/T ratio). The solute residence time within the riparian zone displays an initial increase followed by a decrease with the increment in the A/T ratio. We identified a threshold for the wave A/T ratio that maximizes riverine N removal by the riparian zone, a phenomenon observed across various dammed rivers. Our findings indicated that riparian denitrification is reaction time-limited when the wave A/T ratio exceeds the threshold; contrarily, it becomes transport capacity-limited. Additionally, we observed a significant relationship between the net nitrate removal and the return/infiltration time ratio of water (r2 = 0.93, p < 0.05). The research results contribute to a better understanding of the impact of water level fluctuations on the N cycle in riparian zones, and provide valuable insights for developing sustainable reservoir operation strategies.

水库泄洪产生的洪水波对下游河岸的脱氮潜力起着至关重要的作用。河岸带去除河水中氮(N)的效率通常会随着波幅(A)和持续时间(T)的增加而提高。然而,在考虑洪波时间积分(IOFW)的固定值时,洪波对氮去除的影响还存在知识空白。本研究探讨了在固定 IOFW 的各种波浪条件下,韩国仁北河坝下游河岸带的氮迁移和转化。结果表明,随着波幅/持续时间比(A/T 比)的增加,溶质渗入河岸的程度呈对数增加。随着波幅/持续时间比的增加,溶质在河岸带的停留时间显示出先增加后减少的趋势。我们确定了波幅/持续时间比的临界值,该临界值可使河岸带最大限度地去除河水中的氮,这一现象在各种筑坝河流中均可观察到。我们的研究结果表明,当波浪 A/T 比值超过阈值时,河岸的反硝化作用会受到时间的限制;相反,它会受到传输能力的限制。此外,我们还观察到硝酸盐净去除率与水的回流/渗透时间比之间存在显著关系(r2 = 0.93,p <0.05)。研究结果有助于更好地理解水位波动对河岸地区硝酸盐循环的影响,并为制定可持续的水库运行策略提供了宝贵的见解。
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引用次数: 0
Solute transport along a single channel with radial diffusion in the porous rock matrix: A simple analytical solution and the implementation of time domain random walk algorithm 多孔岩石基质中具有径向扩散作用的溶质沿单一通道传输:简单解析解与时域随机行走算法的实现
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131527
Shuo Meng , Xinyuan Mo , Longcheng Liu

Numerous field observations show that the channels in one fracture are narrow and the solute penetration depth might be larger than the width. For this case, the diffusion from a channel into the matrix is more realistic to be modeled as radial diffusion than one-dimensional. In present work, the single channel model with radial diffusion is revisited and a simple and robust analytical solution is developed. This solution takes a convolution form of two functions, in which different transport mechanisms are accounted for. The statistical interpretations of the two functions and the analytical solution aid to develop a simple Time Domain Random Walk (TDRW) algorithm and an extension is made to improve its accuracy, efficiency and applicability. To demonstrate the accuracy and efficacy of the extended algorithm, three groups of simulations are performed and it is found that the results of all approaches are identical. The TDRW algorithm, having the same performance as that of inverse Laplace transform solution, is superior to Gaussian quadrature method in computational time. However, due to Monte Carlo nature of the algorithm, the computational burden of TDRW algorithm is dependent on the number of particles applied, which also influences the calculation accuracy. Therefore, a trade-off between computational burden and calculation accuracy should always be made, once the TDRW algorithm is used.

大量实地观测表明,一条裂缝中的通道很窄,溶质渗透深度可能大于宽度。在这种情况下,将从通道向基质的扩散模拟为径向扩散比一维扩散更符合实际情况。在本研究中,我们重新审视了具有径向扩散的单通道模型,并开发了一种简单而稳健的解析解。该解决方案采用两个函数的卷积形式,其中考虑了不同的传输机制。这两个函数的统计解释和分析解法有助于开发一种简单的时域随机漫步(TDRW)算法,并对该算法进行了扩展,以提高其准确性、效率和适用性。为了证明扩展算法的准确性和有效性,我们进行了三组模拟,发现所有方法的结果都是相同的。TDRW 算法与反拉普拉斯变换解法性能相同,在计算时间上优于高斯正交法。然而,由于该算法的蒙特卡罗性质,TDRW 算法的计算负担取决于应用的粒子数,这也影响了计算精度。因此,一旦使用 TDRW 算法,就必须在计算负担和计算精度之间做出权衡。
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引用次数: 0
Visualizing preferential flow paths using dye tracer and species diversity theory methods to explore their correlation to soil properties with random forest algorithm 利用染料示踪和物种多样性理论方法将优先流动路径可视化,并利用随机森林算法探索其与土壤特性的相关性
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131570
Yinghu Zhang , Zhiying Tang , Jinchi Zhang , Zhenming Zhang , Mingxiang Zhang

The preferential flow path development is potentially the result of spatial variations in soil properties with soil depth. However, visualizing the evolution of the preferential flow path with soil depth remains a challenge. This paper presents dye tracer and species diversity theory methods for characterizing preferential flow paths. Field dye tracer experiments were performed at three sites (tree, bush, and grass) in the Yellow River Delta wetland and dye distribution diversity indices (Simpson index (Ds), Shannon-Wiener index (H), Margalef index (Dm), and Pielou index (E)) were applied to verify their availability for preferential flow assessment. The results showed that the uniformity of the shallow-infiltrated dye at the tree site, non-uniformity of the shallow-infiltrated dye at the bush site, and deep dye infiltration at the grass site were the three typical infiltration types. The average proportion of dye-stained areas (PDA) gradually decreased with increasing soil depth. The quantitative effects of soil properties on PDA changes were profound, indicating that soil clay content at 0–10 cm depth, soil sand content at 10–20 cm depth, soil drainage capacity at 20–30 cm depth, and soil bulk density at 30–40 cm depth were the most predictive factors controlling PDA changes. Our results also showed that dye-stained patches with extremely high and high dye concentrations were the most distributed; Ds, H, Dm, and E were the highest at the tree site and E was the diversity index with the greatest importance for PDA change. The findings reveal the soil properties controlling the formation of preferential flow paths, which will improve our understanding of water resource management in the vadose zones of coastal wetlands.

优先流道的形成可能是土壤性质随土壤深度发生空间变化的结果。然而,如何直观地显示优先流道随土壤深度的变化仍然是一个挑战。本文介绍了用于描述优先流道特征的染料示踪和物种多样性理论方法。在黄河三角洲湿地的三个地点(乔木、灌木和草地)进行了野外染料示踪实验,并应用染料分布多样性指数(辛普森指数()、香农-维纳指数()、马加莱夫指数()和皮鲁指数())验证了其在优先流评估中的可用性。结果表明,树地浅层染料浸润的均匀性、灌木丛地浅层染料浸润的非均匀性和草地染料浸润的深度是三种典型的浸润类型。随着土壤深度的增加,染色区域的平均比例()逐渐减少。土壤性质对变化的定量影响非常显著,表明 0-10 厘米深度的土壤粘粒含量、10-20 厘米深度的土壤含沙量、20-30 厘米深度的土壤排水能力和 30-40 厘米深度的土壤容重是控制变化的最主要预测因素。我们的研究结果还表明,染料浓度极高和高浓度的染料染色斑块分布最多;、、、和在树地最高,是对变化影响最大的多样性指数。研究结果揭示了控制优先流道形成的土壤特性,这将提高我们对滨海湿地暗流区水资源管理的认识。
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引用次数: 0
Reproducing surface water isoscapes of δ18O and δ2H across China: A machine learning approach 再现中国地表水δ18O和δ2H等值线:机器学习方法
IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1016/j.jhydrol.2024.131565
Huawu Wu , Hongxiang Fan , Jing Li , Fu-Jun Yue , Ergang Lian , Congsheng Fu , Ruiyu Lei , Mengyao Ding , Jinzhao Liu , Xiao-Yan Li

The availability of comprehensive stable isotope data in China is limited, which hinders a thorough understanding of interpreting runoff sources and land–atmosphere water fluxes on a national scale. In this study, we have undertaken the task of establishing a dataset of surface water isotopes (δ18O and δ2H) to create surface water isoscapes, and identify its controlling factors. Our analysis, utilizing a random forest model (RF), indicates that the isotopic patterns observed in precipitation are well-reflected in river water across China. Specifically, the δ18O isoscape in river demonstrates enrichment in the Western arid zone and depletion in the Tibetan Plateau. These patterns are strongly influenced by hydro-climatic factors such as relative humidity, precipitation, and catchment properties, such as elevation. Notably, elevation is a significant variable in the RF model, governing the isotopic composition (δ18O and d-excess) of rivers throughout China, primarily due to the rainout effect resulting in isotopically-depleted precipitation from lowlands to elevated mountain regions. In contrast, surface water d-excess isoscape reveals a more complex spatial variability in China, mainly associated with contrasting moisture sources including maritime vapor from tropical oceans and inland recycling vapor. In addition, secondary evaporation processes resulted from cumulative dams and developed irrigation systems also contribute to this variability. Hence, catchment-scale evapotranspiration and instream evaporative processes contribute to the enrichment of downstream river water isotopes. The predictive surface water isoscapes will help understand the impact of changes in the hydrological cycle on a larger scale and provide practical guidance for future monitoring efforts and isotopic simulations.

中国现有的综合稳定同位素数据有限,这阻碍了对全国范围内径流源和陆地-大气水通量的全面理解。在本研究中,我们的任务是建立地表水同位素(δO 和 δH)数据集,以创建地表水等值线,并确定其控制因素。我们利用随机森林模型(RF)进行的分析表明,在降水中观察到的同位素模式在中国各地的河水中得到了很好的反映。具体来说,河水中的δO等位景观在西部干旱区表现为富集,而在青藏高原则表现为贫乏。这些模式受到水文气候因素(如相对湿度、降水量和海拔等流域特性)的强烈影响。值得注意的是,在射频模型中,海拔高度是一个重要变量,它影响着中国各地河流的同位素组成(δO 和 d-过量),这主要是由于降雨效应导致同位素贫化的降水从低洼地区流向海拔高度较高的山区。相比之下,地表水 d-excess 等值线显示了中国更为复杂的空间变化,主要与不同的水汽来源有关,包括来自热带海洋的海洋水汽和内陆循环水汽。此外,累积水坝和发达的灌溉系统导致的二次蒸发过程也造成了这种变化。因此,集水尺度的蒸散和内流蒸发过程导致了下游河水同位素的富集。预测性地表水等位景观将有助于在更大范围内了解水文循环变化的影响,并为未来的监测工作和同位素模拟提供实际指导。
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引用次数: 0
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Journal of Hydrology
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