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Measuring and modeling soil moisture and runoff at solar farms using a disconnected impervious surface approach 采用断开不透水表面的方法测量太阳能农场的土壤湿度和径流并建立模型
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-15 DOI: 10.1002/vzj2.20335
David Mulla, Jake Galzki, Aaron Hanson, Jirka Simunek
Ground-mounted photovoltaic sites are often treated as impervious surfaces in stormwater permits. This ignores the pervious soils beneath and between solar arrays and leads to an overestimation of runoff. Our objective was to improve solar farm stormwater hydrology models by explicitly considering the disconnected impervious nature of solar design and site characteristics. Experimental sites established on utility scale solar farms in Colorado, Georgia, Minnesota, New York, and Oregon had perennial vegetative plantings with mean precipitation ranging from 40.6 to 124.5 cm, and soil texture ranging from loamy sand to clay. Soil moisture measurements were collected beneath arrays, under drip edges, and in the vegetated area between arrays at each site. Hydrus-3D models for soil moisture and stormwater hydrology were developed that accounted for precipitation falling on solar panels, drip edge redistribution of rainfall, infiltration, and runoff in the pervious areas between solar arrays and beneath panels. Drip edge runoff averaged 3- to 10-times incident precipitation at the New York and Minnesota sites, respectively. Root mean square error values between measured sub-hourly soil moisture and predicted moisture for large measured single storm events averaged 0.029 across all five sites. Predicted runoff depths were strongly affected by precipitation depth, soil texture, soil profile depth, and soil bulk density. Runoff depths across the five experimental sites averaged 13%, 25%, and 45% of the 2-, 10-, and 100-year design storm depths, clearly showing that these solar farms do not behave like impervious surfaces, but rather as disconnected impervious surfaces with substantial infiltration of runoff in the vegetated areas between and beneath solar arrays.
在暴雨许可中,地面光伏场地通常被视为不透水表面。这忽略了太阳能电池阵列下方和之间的透水土壤,导致对径流的高估。我们的目标是通过明确考虑太阳能设计的不透水性质和场地特征,改进太阳能发电场暴雨水文模型。在科罗拉多州、佐治亚州、明尼苏达州、纽约州和俄勒冈州的公用事业规模太阳能发电场建立的实验场地种植了多年生植被,平均降水量从 40.6 厘米到 124.5 厘米不等,土壤质地从壤土到粘土不等。土壤水分测量是在每个地点的阵列下方、滴水边缘和阵列之间的植被区进行的。开发了土壤水分和暴雨水文 Hydrus-3D 模型,该模型考虑了太阳能电池板上的降水、滴水边缘的降雨再分布、渗透以及太阳能电池阵列之间和电池板下方透水区域的径流。纽约州和明尼苏达州的滴边径流平均值分别是入射降水量的 3 到 10 倍。在所有五个地点,对于单次大暴雨事件,每小时测得的土壤湿度与预测湿度之间的均方根误差值平均为 0.029。预测的径流深度受降水深度、土壤质地、土壤剖面深度和土壤容重的影响很大。五个实验点的径流深度平均为 2 年、10 年和 100 年设计暴雨深度的 13%、25% 和 45%,这清楚地表明这些太阳能发电场并不表现为不透水表面,而是表现为断开的不透水表面,径流在太阳能电池阵列之间和下方的植被区大量渗透。
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引用次数: 0
Modeling water flow and volumetric water content in a degraded peat comparing unimodal with bimodal porosity and flux with pressure head boundary condition 模拟退化泥炭中的水流和体积含水量,比较单模态和双模态孔隙度以及带有压头边界条件的通量
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-12 DOI: 10.1002/vzj2.20328
Mariel F. Davies, Ottfried Dietrich, Horst H. Gerke, Christoph Merz
Degraded peatlands release large amounts of greenhouse gases. The development of effective mitigation and management measures requires an understanding of relevant site‐specific biogeochemical and hydraulic processes. However, the simulation of water fluxes and vadose zone state variables of degrading peatlands relies on proper process description, parameterization of hydraulic functions, and representation of the boundary conditions. The objective of this study was to analyze the effects of unimodal versus bimodal soil hydraulic functions and pressure head versus flux‐type lower boundary conditions (LBCs) on the calculated hydraulic characteristics of a degraded peat profile. HYDRUS‐1D was used to study the hydraulic flow dynamics parameterized with data from a weighable groundwater lysimeter for the period from May 1 to December 31, 2019. Simulations comparing uni‐ and bimodal hydraulic functions showed only minor differences. Simulations of soil water pressure at a depth of 30 cm using a flux‐type LBC (RMSE: 27 cm, where RMSE is root mean square error) performed better than simulations using a pressure head LBC (RMSE: 48 cm). The pressure head LBC performed better at simulating volumetric water contents in 30‐cm depth than the flux LBC variant (RMSE: 0.05 vs. 0.09 cm3 cm−3). For specific site conditions with a shallow, fluctuating groundwater table and temporary air entrapment, the choice of LBC was important for a more accurate simulation of soil water fluxes and volumetric water content.
退化的泥炭地会释放大量温室气体。要制定有效的缓解和管理措施,就必须了解相关地点的生物地球化学和水文过程。然而,模拟退化泥炭地的水通量和软弱带状态变量依赖于正确的过程描述、水力函数参数化和边界条件表示。本研究的目的是分析单模态与双模态土壤水力函数、压头与通量型下边界条件(LBC)对退化泥炭剖面计算水力特征的影响。使用 HYDRUS-1D 研究了 2019 年 5 月 1 日至 12 月 31 日期间的水流动力学参数,参数采用的是可称重地下水渗滤仪的数据。单模态和双模态水力函数的模拟比较仅显示出微小差异。使用通量型 LBC(均方根误差:27 厘米,RMSE 为均方根误差)模拟 30 厘米深度的土壤水压力,比使用压力水头 LBC(均方根误差:48 厘米)模拟的结果更好。在模拟 30 厘米深度的体积含水量方面,压头 LBC 比通量 LBC 变体(均方根误差:0.05 对 0.09 cm3 cm-3)表现更好。对于地下水位较浅、波动较大且存在临时空气截留的特定地点条件,选择 LBC 对于更准确地模拟土壤水通量和体积含水量非常重要。
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引用次数: 0
Unsaturated hydraulic property measurements of subtropical anthropogenic (purple) soils in China 中国亚热带人为(紫色)土壤的非饱和水力特性测量结果
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-12 DOI: 10.1002/vzj2.20334
Luwen Zhuang, Hao Chen, Ping Yan, Xingmei Liang, Wenceslau G. Teixera, Martinus Th. van Genuchten, Kairong Lin
Many anthropogenic soils, often referred to as red bed or purple soils, are distributed in various areas of southern China. Purple soils typically are highly weathered and often lead to natural and engineering hazards because of their relatively poor water retention properties. Knowledge of the unsaturated soil hydraulic properties of purple soils is crucial for their optimal management and various assessment studies. In this work, the hydraulic properties of purple soils from southern China were measured in the laboratory over the full moisture range using a combination of evaporation (HYPROP) and psychrometer (WP4C) approaches. Measured data were analyzed in terms of four different unimodal and bimodal soil hydraulic models. The measurements and analyses showed that bimodality was not overly significant for most samples. The good fit of the Peters–Durner–Iden models furthermore suggested that corner and film flows were important under relative dry conditions. Existing soil pedotransfer functions were found to provide a fairly close match for the slope of water retention curves with the exception of near saturated water contents and the saturated conductivity. To the best of our knowledge, this is the first time that unsaturated hydraulic data of purple soils are provided over the full moisture range.
中国南方各地区分布着许多人为土壤,通常被称为红壤或紫色土。紫色土通常风化程度较高,由于其保水性能相对较差,往往会导致自然和工程危害。了解紫色土的非饱和土壤水力特性对其优化管理和各种评估研究至关重要。在这项工作中,采用蒸发(HYPROP)和心力计(WP4C)相结合的方法,在实验室测量了中国南方紫色土在全湿度范围内的水力特性。测量数据根据四种不同的单峰和双峰土壤水力模型进行了分析。测量和分析结果表明,对于大多数样本来说,双模性并不过分明显。Peters-Durner-Iden 模型的良好拟合进一步表明,在相对干燥的条件下,角流和膜流非常重要。除了近饱和含水量和饱和电导率之外,现有的土壤传导函数与保水曲线的斜率相当接近。据我们所知,这是首次提供紫色土在整个湿度范围内的非饱和水力数据。
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引用次数: 0
Mechanistically derived macroscopic root water uptake functions: The α and ω of root water uptake functions 从机理上推导出的宏观根系吸水函数:根系吸水函数的 α 和 ω
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-12 DOI: 10.1002/vzj2.20333
Jan Vanderborght, Valentin Couvreur, Mathieu Javaux, Daniel Leitner, Andrea Schnepf, Harry Vereecken
Water uptake by plant roots is an important component of the soil water balance. Predicting to what extent potential transpiration from the canopy, that is, transpiration demand, can be met by supply of water from the soil through the root system is crucial to simulate the actual transpiration and assess vegetation water stress. In models that simulate the dynamics of vertical soil water content profiles as a function of water fluxes and soil water potential gradients, the root water uptake (RWU) distribution is represented by macroscopic sink terms. We present RWU functions that calculate sink terms based on a mechanistic model of water flow in the soil–root system. Based on soil–root hydraulics, we define α‐supply functions representing the maximal uptake by the root system from a certain soil depth when the root collar water potential equals the wilting point, ω‐supply factors representing the maximal supply from the entire root system, and a critical ωc factor representing the potential transpiration demand. These functions and factors are subsequently used to calculate RWU distributions directly from potential transpiration or demand and the soil water potentials. Unlike currently used approaches, which define α‐stress functions and ω factors representing ratios of actual uptake to uptake demand, the supply‐based formulations can be derived directly from soil and root hydraulic properties and can represent processes like root hydraulic redistribution and hydraulic lift.
植物根系的水分吸收是土壤水分平衡的重要组成部分。预测树冠的潜在蒸腾量(即蒸腾需求量)在多大程度上可以通过根系从土壤中获得水分供应,对于模拟实际蒸腾量和评估植被水分胁迫至关重要。在模拟作为水通量和土壤水势梯度函数的垂直土壤含水量剖面动态的模型中,根系吸水(RWU)分布由宏观汇项表示。我们提出了基于土壤-根系水流机理模型计算汇项的 RWU 函数。根据土壤-根系水力学,我们定义了 α 供水函数,表示当根领水势等于枯萎点时根系从某一土壤深度的最大吸收量;ω 供水因子,表示整个根系的最大供水量;临界 ωc 因子,表示潜在的蒸腾需求量。这些函数和因子随后可用于直接根据潜在蒸腾或需求量和土壤水势计算 RWU 分布。目前使用的方法定义了代表实际吸收量与吸收需求量之比的α-应力函数和ω系数,而基于供给的公式则不同,它可以直接从土壤和根系的水力特性中推导出来,并能代表根系水力再分配和水力提升等过程。
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引用次数: 0
Vadose zone flushing of fertilizer tracked by isotopes of water and nitrate 通过水和硝酸盐的同位素追踪地下水层对肥料的冲刷情况
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-09 DOI: 10.1002/vzj2.20324
Julie N. Weitzman, J. Renée Brooks, Jana E. Compton, Barton R. Faulkner, R. Edward Peachey, William D. Rugh, Robert A. Coulombe, Blake Hatteberg, Stephen R. Hutchins
A substantial fraction of nitrogen (N) fertilizer applied in agricultural systems is not incorporated into crops and moves below the rooting zone as nitrate (NO3). Understanding mechanisms for soil N retention below the rooting zone and leaching to groundwater is essential for our ability to track the fate of added N. We used dual stable isotopes of nitrate (δ15N–NO3 and δ18O–NO3) and water (δ18O–H2O and δ2H–H2O) to understand the mechanisms driving nitrate leaching at three depths (0.8, 1.5, and 3.0 m) of an irrigated corn field sampled every 2 weeks from 2016 to 2020 in the southern Willamette Valley, Oregon, USA. Distinct periods of high nitrate concentrations with lower δ15N–NO3 values indicated that a portion of that nitrate was from recent fertilizer applications. We used a mixing model to quantify nitrate fluxes associated with recently added fertilizer N versus older, legacy soil N during these “fertilizer signal periods.” Nitrate leached below 3.0 m in these periods made up a larger proportion of the total N leached at that depth (∼52%) versus the two shallower depths (∼13%–16%), indicating preferential movement of recently applied fertilizer N through the deep soil into groundwater. Further, N associated with recent fertilizer additions leached more easily when compared to remobilized legacy N. A high volume of fall and winter precipitation may push residual fertilizer N to depth, potentially posing a larger threat to groundwater than legacy N. Optimizing fertilizer N additions could minimize fertilizer losses and reduce nitrate leaching to groundwater.
农业系统中施用的氮(N)肥料有很大一部分没有被作物吸收,而是以硝酸盐(NO3-)的形式转移到根系以下。了解土壤氮在根区以下的滞留机制以及向地下水沥滤的机制,对于我们追踪所施氮肥的去向至关重要。我们使用硝酸盐(δ15N-NO3- 和 δ18O-NO3-)和水(δ18O-H2O 和 δ2H-H2O)的双稳定同位素来了解美国俄勒冈州威拉米特河谷南部灌溉玉米田三个深度(0.8 米、1.5 米和 3.0 米)的硝酸盐淋溶驱动机制。不同时期的硝酸盐浓度较高,而δ15N-NO3-值较低,这表明其中一部分硝酸盐来自最近施用的化肥。在这些 "化肥信号期",我们使用混合模型来量化与最近添加的化肥氮和较早的遗留土壤氮相关的硝酸盐通量。在这些时期,3.0 米以下浸出的硝酸盐在该深度浸出的总氮量中所占比例较大(52%),而在两个较浅的深度(13%-16%),这表明最近施用的化肥氮优先通过深层土壤进入地下水。秋冬季的大量降水可能会将残留的化肥氮推向深层,对地下水的潜在威胁大于遗留氮。
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引用次数: 0
Coupled hydro‐mechanical pore‐scale modeling of biopore‐coated clods for upscaling soil shrinkage and hydraulic properties 生物孔涂层土块的水力机械孔隙尺度耦合建模,用于提升土壤收缩率和水力特性
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-04 DOI: 10.1002/vzj2.20325
Luis Alfredo Pires Barbosa, Horst H. Gerke
Earthworms and plant roots are vital for macropore formation and stabilization. The organo‐mineral coating of biopore surfaces also regulates macropore‐matrix mass exchange during preferential flow. The influence of finer‐textured burrow coatings on macroscopic soil properties during shrinkage could potentially be assessed by upscaling pore‐scale hydraulic and mechanical simulations. The aim was to investigate the influence of micro parameters (particle size, stiffness, and bond strength) on macro parameters (i.e., shrinkage curve and soil hydraulic properties). Drainage experiments and simulations were carried out using biopore‐coated clod‐size samples compared to those without coating. Simulations were performed using a two‐phase pore‐scale finite volume coupled with discrete element model (DEM‐2PFV). The structural dynamics was characterized by analyzing the pore volume and soil shrinkage curve obtained from numerically determined data. The soil hydraulic parameters were described using uni‐ and bimodal van Genuchten (vG) functions. The drainage simulations revealed hydro‐mechanical dynamics characterized by Braudeau‐shrinkage curve subdomains: The matrix‐only samples, with lower particle bond strength, exhibited relatively higher shrinkage. The coated samples, with higher particle stiffness and bond strength, displayed greater hydro‐mechanical stability. The numerically determined initial value of the saturated hydraulic conductivity (Ks) was about 70 times larger for matrix‐only samples than for coated samples. As expected, for the nonrigid soil structures, constant Ks, α, and n values for bimodal vG model resulted in prediction errors. Upscaling DEM‐2PFV pore‐scale model outcomes quantifies micro‐coating effects on macro hydro‐mechanics. This yields void ratio‐based soil water retention and hydraulic conductivity functions, advancing macroscopic soil hydraulic models and enhancing structured soil flow and transport descriptions.
蚯蚓和植物根系对大孔隙的形成和稳定至关重要。生物孔表面的有机矿物涂层还能在优先流动过程中调节大孔与基质之间的质量交换。通过放大孔隙尺度的水力和力学模拟,可以评估收缩过程中质地更细的孔穴涂层对土壤宏观特性的影响。目的是研究微观参数(粒度、硬度和粘结强度)对宏观参数(即收缩曲线和土壤水力特性)的影响。使用有生物孔涂层和无涂层的泥块大小样本进行了排水实验和模拟。模拟使用了两相孔隙尺度有限体积与离散元素耦合模型(DEM-2PFV)。通过分析从数值测定数据中获得的孔隙体积和土壤收缩曲线,对结构动力学进行了表征。土壤水力参数使用单峰和双峰 van Genuchten(vG)函数进行描述。排水模拟揭示了以布劳德收缩曲线子域为特征的水力学动态:纯基质样品的颗粒结合强度较低,收缩率相对较高。而具有较高颗粒刚度和粘结强度的涂层样品则表现出更高的水力学稳定性。通过数值确定的饱和水导率初始值(Ks),纯基质样品比涂层样品大 70 倍左右。正如预期的那样,对于非刚性土壤结构,双峰 vG 模型的 Ks、α 和 n 值恒定会导致预测误差。将 DEM-2PFV 孔隙尺度模型结果放大,可量化微涂层对宏观水力学的影响。这就产生了基于空隙率的土壤水分保持率和水力传导函数,从而推进了宏观土壤水力模型的发展,并增强了结构化土壤流动和传输描述。
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引用次数: 0
Implementation of the Brunswick model system into the Hydrus software suite 将不伦瑞克模型系统纳入水文学软件套件
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-04-01 DOI: 10.1002/vzj2.20326
Efstathios Diamantopoulos, Jirka Simunek, Tobias K. D. Weber
The Brunswick modular framework for modeling unsaturated soil hydraulic properties (SHP) over the full moisture range was implemented in the Hydrus suite. Users can now additionally choose between four different variants of the Brunswick model: (i) van Genuchten–Mualem (VGM), (ii) Brooks–Corey, (iii) Kosugi, and (iv) modified van Genuchten. For demonstration purposes, simulation results for two different setups, (i) bare soil evaporation and (ii) root water uptake, are presented, along with a comparison of the original VGM model and its Brunswick variant. Results show that the original VGM model underestimates the simulated cumulative evaporation and cumulative transpiration due to the inconsistent representation of the SHP in the dry moisture range. We also implemented a two‐step hydro‐PTF (pedotransfer function) into the Hydrus suite that converts the parameters of the original VGM model (from Rosetta) to the corresponding Brunswick variant. In that way, physically comprehensive simulations are ensured if no data on SHP are directly available, but information on physical soil properties (e.g., texture and bulk density) exists.
水文学套件中采用了用于模拟全湿度范围内非饱和土壤水力特性(SHP)的布朗斯维克模块框架。现在,用户还可以在 Brunswick 模型的四个不同变体之间进行选择:(i) van Genuchten-Mualem (VGM),(ii) Brooks-Corey,(iii) Kosugi 和 (iv) 改进的 van Genuchten。为演示起见,本文介绍了两种不同设置的模拟结果:(i) 裸土蒸发和 (ii) 根系吸水,并对原始 VGM 模型及其不伦瑞克变体进行了比较。结果表明,原始 VGM 模型低估了模拟累积蒸发量和累积蒸腾量,原因是在干湿度范围内对 SHP 的表示不一致。我们还在 Hydrus 套件中实施了一个两步水文转换函数(hydro-PTF),将原始 VGM 模型(来自 Rosetta)的参数转换为相应的不伦瑞克变体。这样,如果无法直接获得有关 SHP 的数据,但存在有关土壤物理特性(如质地和容重)的信息,也能确保进行物理上全面的模拟。
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引用次数: 0
Averaging or adding domain conductivities to calculate the unsaturated soil hydraulic conductivity 计算非饱和土壤导水性的平均值或加域导水性
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-03-27 DOI: 10.1002/vzj2.20329
Gerrit H. de Rooij
Recent models of the unsaturated hydraulic conductivity curve (UHCC) are the sum of separate UHCCs for domains of capillary water, film water, and water vapor. This requires parallel, noninteracting domains. A theoretical framework for aggregating domain conductivities to a bulk soil UHCC is presented to identify and possibly relax implicit assumptions about domain configuration. The paper develops arithmetic, harmonic, and geometric averages of the liquid-water conductivities that can be arithmetically averaged with the vapor conductivity. However, current models for capillary and film conductivities are intrinsic, that is, valid within their respective domain. The vapor conductivity is a bulk conductivity, that is, it gives the conductivity of the gaseous domain as it manifests itself in the soil. Conversion relationships use the domain volume fractions as approximations of the as-yet unknown weighting factors to convert between intrinsic and bulk conductivities. This facilitates consistent averaging of domain conductivities. Even with consistent averaging, a truly physically accurate model of the UHCC based on domain conductivities is fundamentally elusive. Nevertheless, models based on the three averages and the unweighted sum of the domain conductivities produce good fits to data for two soils but diverge in the dry range. The fitted curves for the capillary and film water depend on the averaging (or adding) method. Hence, they are not strictly characteristic of their respective domains. The true intrinsic domain conductivity functions may be impossible to determine.
最近的非饱和水力传导曲线(UHCC)模型是毛细管水、薄膜水和水蒸气域的独立 UHCC 的总和。这需要平行的、不相互影响的域。本文提出了一个理论框架,用于将域电导率聚合为整体土壤 UHCC,以确定并可能放宽有关域配置的隐含假设。论文提出了可与蒸汽电导率进行算术平均的液-水电导率的算术平均、谐波平均和几何平均。然而,目前的毛细管电导率和薄膜电导率模型都是固有的,即在各自的领域内有效。蒸汽电导率是一种体积电导率,也就是说,它给出的是气体域在土壤中的电导率。转换关系使用域体积分数作为未知加权因子的近似值,在固有电导率和体积电导率之间进行转换。这有助于对域电导率进行一致的平均。即使采用一致的平均值,基于畴导电率的 UHCC 真正物理精确模型从根本上说也是难以实现的。不过,基于三个平均值和域电导率的非加权和的模型可以很好地拟合两种土壤的数据,但在干燥范围内会出现偏差。毛细管水和薄膜水的拟合曲线取决于平均(或添加)方法。因此,它们并不是各自领域的严格特征。真正的固有域电导率函数可能无法确定。
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引用次数: 0
Rien van Genuchten: A short autobiography 里安-范-吉努赫腾自传短篇
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-03-24 DOI: 10.1002/vzj2.20322
Martinus Th. van Genuchten

1 INTRODUCTION

I am extremely honored to receive the 2023 Wolf Prize in the field of agriculture for “groundbreaking work in understanding water flow and predicting contaminant transport in soils,” and for that reason, being invited to contribute an autobiography to this special section of Vadose Zone Journal. Receiving the Wolf Prize reflects the guidance, support, and input I received from so many over the years, starting from the very beginning from my parents who instilled in me the beauty of the natural environment through their careful management of a small family farm in the Netherlands. They encouraged me to pursue my MS studies in Holland, after which I went to the United States, subsequently to Brazil, and back to the Netherlands. Throughout my life, I enjoyed enormous freedom to pursue whatever I felt was important to better describe fluid flow and contaminant transport processes in the near-surface environment. I could interact with a large number of colleagues from all over the world. This collaboration made me see not only the important gaps in science but also the difficulties of applying what we know to the many environmental and socio-economic problems facing this planet. As such, my appreciation goes to the Wolf Foundation for recognizing, through this award, the importance of us taking care of this planet and its inhabitants.

1 引言 我非常荣幸能够因 "在理解水流和预测土壤中污染物迁移方面的开创性工作 "而获得农业领域的 2023 年沃尔夫奖,并因此受邀为《沃德区期刊》的这一专栏撰写自传。获得沃尔夫奖体现了多年来许多人对我的指导、支持和帮助,我的父母从一开始就通过他们对荷兰一个小型家庭农场的精心管理,向我灌输了自然环境之美的理念。他们鼓励我在荷兰攻读硕士学位,之后我去了美国,后来又去了巴西,最后又回到了荷兰。在我的一生中,我享有极大的自由,可以从事任何我认为重要的研究,以更好地描述近地表环境中的流体流动和污染物迁移过程。我可以与来自世界各地的众多同事进行交流。这种合作不仅让我看到了科学领域的重要差距,也让我看到了将我们所知道的知识应用于解决地球面临的许多环境和社会经济问题的困难。因此,我感谢沃尔夫基金会通过这个奖项认可了我们关爱地球及其居民的重要性。
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引用次数: 0
Downscaling SMAP soil moisture product in cold and arid region: Incorporating NDSI and BSI into the random forest algorithm 对寒冷和干旱地区的 SMAP 土壤水分产品进行降尺度处理:将 NDSI 和 BSI 纳入随机森林算法
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-03-20 DOI: 10.1002/vzj2.20323
Mingxing Gao, Kui Zhu, Yanjun Guo, Xuhang Han, Dongsheng Li, Shujian Zhang
Soil moisture (SM) is a critical element of the hydrological cycle, land surface processes, and surface energy balance. However, the low spatial resolution of commonly used SM products limits the application of SM in agriculture and eco‐hydrology in cold and arid regions. In this study, the normalized difference soil index (NDSI) and bare soil index (BSI) were added to traditional downscaling factors including land surface temperature, normalized difference vegetation index, digital elevation mode, apparent thermal inertia, Albedo, and temperature vegetation dryness index, as they are more strongly correlated with surface SM in the bare soil‐vegetation alternation zone of such region. Using the random forest algorithm, a downscaling model of SM was constructed for such region. The accuracy of the downscaled SM estimates was validated by comparing them with the original SM data collected from May to September 2021, which is the non‐freezing period of the soil. The findings indicate that the newly added NDSI and BSI have good correlation with SM. Incorporating NDSI and BSI to construct the downscaled model enhances the accuracy by over 19% compared to excluding them, while also providing a more comprehensive representation of SM information. NDSI and BSI can be well applied to the downscaled research of SM in the bare soil‐vegetation alternation zone, which is of great value for the study of eco‐hydrology and agricultural drought monitoring in cold and arid regions.
土壤水分(SM)是水文循环、地表过程和地表能量平衡的关键要素。然而,常用土壤水分产品的空间分辨率较低,限制了土壤水分在寒冷干旱地区农业和生态水文学中的应用。本研究在传统降尺度因子(包括地表温度、归一化差异植被指数、数字高程模式、视热惯性、反照率和温度植被干燥指数)的基础上,增加了归一化差异土壤指数(NDSI)和裸土指数(BSI),因为它们与此类地区裸土-植被交替区的地表SM具有更强的相关性。利用随机森林算法,为该区域构建了 SM 的降尺度模型。通过与 2021 年 5 月至 9 月(土壤非冰冻期)收集的原始 SM 数据进行比较,验证了降尺度 SM 估计值的准确性。结果表明,新加入的 NDSI 和 BSI 与 SM 具有良好的相关性。在构建降尺度模型时加入 NDSI 和 BSI,其精度比不加入 NDSI 和 BSI 时提高了 19% 以上,同时还能更全面地反映土壤信息。NDSI和BSI可以很好地应用于裸露土壤-植被交替区SM的降尺度研究,对寒冷干旱地区的生态水文研究和农业干旱监测具有重要价值。
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Vadose Zone Journal
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