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Machine learning in vadose zone hydrology: A flashback 渗透带水文学中的机器学习:闪回
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-06-30 DOI: 10.1002/vzj2.20212
B. Ghanbarian, Y. Pachepsky
Artificial intelligence (AI) and machine learning (ML) have been recently applied extensively in various disciplines of vadose zone hydrology. However, not much attention has been paid to their database‐dependent accuracy and uncertainty, reproducibility, and delivery, which undermines their applications to real‐world problems. We discuss lessons from the past and emphasize the need for and lack of fundamental protocols (i.e., detailed clarification on data processing, ML models accessibility, and a clear path for reproducing results).
人工智能(AI)和机器学习(ML)最近在渗流带水文的各个学科中得到了广泛应用。然而,人们对其依赖于数据库的准确性和不确定性、再现性和交付性没有给予太多关注,这破坏了其在现实世界问题中的应用。我们讨论了过去的经验教训,并强调了基本协议的必要性和缺乏性(即,对数据处理的详细说明、ML模型的可访问性以及复制结果的清晰路径)。
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引用次数: 5
Tracing lateral subsurface flow in layered soils by undisturbed monolith sampling, targeted laboratory experiments, and model‐based analysis 通过不受干扰的整体取样、有针对性的实验室实验和基于模型的分析来追踪分层土壤中的横向地下流动
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-06-28 DOI: 10.1002/vzj2.20206
Annelie Ehrhardt, Kristian Berger, V. Filipović, T. Wöhling, H. Vogel, H. Gerke
Lateral subsurface flow (LSF) is a phenomenon frequently occurring in the field induced by local water saturation along horizon boundaries under nonequilibrium conditions. However, observations of LSF in undisturbed soils under controlled irrigation in the laboratory are limited but needed for model improvement, prediction, and quantification of LSF. We present a method for extracting an undisturbed soil monolith along a soil horizon boundary and introduce an experimental setup for the measurement of LSF and an irrigation device for simulating rainfall. An experimental test run was simulated using HYDRUS 2D. Water infiltrating into the monolith and flowing either laterally along the horizon boundary or vertically through the bottom horizon could be separately captured by suction discs at the side and the bottom. Thus, a clear distinction between lateral and vertical flow was possible. Pressure heads and water contents were recorded by tensiometers and frequency domain reflectometry (FDR) sensors distributed across the monolith in a regular two‐dimensional, vertical, cross‐sectional pattern. Sensor readings indicated the presence of nonequilibrium conditions within the monolith. Modeling results could reproduce the lateral and vertical outflow of the monolith under constant irrigation, thus showing that water flow within the monolith under steady‐state conditions can be explained by the Richards equation and the van Genuchten–Mualem model. The presented method can be used to improve and verify models designed for the prediction of the onset of LSF including that induced by local nonequilibrium conditions.
侧向潜流(LSF)是在非平衡条件下,由地层边界局部水饱和度引起的场中经常发生的现象。然而,在实验室中对控制灌溉条件下原状土壤中LSF的观测是有限的,但需要对LSF进行模型改进、预测和量化。我们提出了一种沿土层边界提取未扰动土体的方法,并介绍了一个用于测量LSF的实验装置和一个用于模拟降雨的灌溉装置。使用HYDRUS 2D模拟实验测试运行。渗透到整料中并沿着层位边界横向流动或垂直穿过底部层位的水可以分别被侧面和底部的吸盘捕获。因此,可以在横向流和垂直流之间进行明确的区分。通过张力计和频域反射计(FDR)传感器记录压头和含水量,这些传感器以规则的二维、垂直、横截面模式分布在整料上。传感器读数表明整料内存在非平衡条件。建模结果可以再现恒定灌溉条件下整料的横向和垂直流出,从而表明稳定状态下整料内的水流可以用Richards方程和van Genuchten–Mualem模型来解释。所提出的方法可用于改进和验证为预测LSF开始而设计的模型,包括由局部非平衡条件引起的LSF。
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引用次数: 2
Soil water potential: A historical perspective and recent breakthroughs 土壤水势:历史视角与近期突破
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-06-10 DOI: 10.1002/vzj2.20203
Shengmin Luo, N. Lu, Chao Zhang, W. Likos
Soil water potential is a cornerstone in defining the thermodynamic state of soil water required to quantify phenomena such as water phase change, water movement, heat transfer, electric current, chemical transport, and mechanical stress and deformation in the earth's shallow subsurface environment. This potential has historically been conceptualized as free energy stored in a until volume of soil water. Though the concept of soil water potential has been evolving over the past 120 yr, a consensual definition is still lacking, and answers to some fundamental questions remain controversial and elusive. What are the origins and mechanisms for the free energy of soil water? Can the common mathematical expression of soil water potential as superposition of gravitational, osmotic, and matric potentials be used to define water phase transitions in soil? Are these major components of soil water potential independent or coupled? Is pore water pressure always tensile under unsaturated conditions? If so, how can soil water density be as high as 1.7 g cm−3? How do adsorptive soil–water interactions originating from the electromagnetic field around and within soil particles transfer to mechanical pore pressure? In this review, the authors (a) provide critical analysis of historical definitions of soil water potential to identify their strengths, limitations, and flaws; (b) synthesize the origins of electromagnetic energies in soil to clarify the fundamental differences between adsorptive and capillary soil water potential mechanisms; (c) introduce a recently emerging concept of soil matric potential that unifies contributions of adsorption and capillarity to soil water potential; and (d) illustrate the generality and promise of the unified definition of soil water potential for answering some of the fundamental questions that remain elusive to the hydrology, geoengineering, and geoscience communities.
土壤水势是定义土壤水热力学状态的基石,需要对地球浅层地下环境中的水相变、水运动、传热、电流、化学传输以及机械应力和变形等现象进行量化。这种潜力在历史上被概念化为储存在一定体积的土壤水中的自由能。尽管土壤水势的概念在过去的120年里一直在发展,但仍然缺乏一致的定义,一些基本问题的答案仍然存在争议和难以捉摸。土壤水分自由能的来源和机制是什么?土壤水势的常见数学表达式是重力势、渗透势和基质势的叠加,可以用来定义土壤中的水相变吗?土壤水势的这些主要组成部分是独立的还是耦合的?孔隙水压力在非饱和条件下总是拉伸的吗?如果是这样,土壤水分密度怎么能高达1.7 g cm−3?土壤颗粒周围和内部电磁场产生的吸附性土壤-水相互作用如何转化为机械孔隙压力?在这篇综述中,作者(a)对土壤水势的历史定义进行了批判性分析,以确定其优势、局限性和缺陷;(b) 综合土壤中电磁能的来源,阐明吸附和毛细土壤水势机制之间的根本区别;(c) 引入了最近出现的土壤基质势的概念,该概念将吸附和毛细管作用对土壤水势的贡献统一起来;以及(d)说明土壤水势统一定义的普遍性和前景,以回答水文、地球工程和地球科学界仍然难以捉摸的一些基本问题。
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引用次数: 11
Monitoring critically saturated conditions for shallow landslide occurrence using electrical resistivity tomography 利用电阻率层析成像技术监测浅层滑坡发生的临界饱和条件
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-06-09 DOI: 10.1002/vzj2.20204
A. Wicki, C. Hauck
Soil wetness is an important property in determining the variable disposition of hillslopes to shallow landslides. Recent studies have demonstrated the potential of in situ soil wetness information for landslide early warning. However, the spatial representativeness of in situ sensors may be affected by local heterogeneities of soil properties and hydrological processes, and their installation may be destructive. Electrical resistivity tomography (ERT) has been used in the past to estimate plot‐scale soil moisture variation and may overcome these limitations. In this study, we installed and operated an automated ERT monitoring system on a landslide‐prone hillslope in the Napf region (Switzerland). The system was operational during a period of 9 mo, and measurements were conducted at high temporal resolution and under different soil hydrological conditions. Electrical resistivity was measured along two perpendicular profile lines in Wenner–Schlumberger configuration at 0.25‐m electrode spacing. Soil saturation was calculated by the Archie's law and the parameters were fitted with colocated soil moisture sensors. Comparison of ERT‐derived soil moisture with soil wetness from in situ sensors showed a good correlation, and infiltration properties critical for landslide early warning could be reliably reproduced. Further, analysis of spatial saturation variation revealed that ERT was capable to detect heterogeneities of soil hydrological process. Under highly saturated conditions, the reliability of the saturation estimation was affected by an increased number of faulty measurements and the spatial heterogeneity of the infiltration process.
土壤湿度是决定浅层滑坡对斜坡的可变配置的一个重要性质。近年来的研究已经证明了原位土壤湿度信息在滑坡预警中的潜力。然而,原位传感器的空间代表性可能会受到当地土壤性质和水文过程的异质性的影响,并且它们的安装可能是破坏性的。电阻率层析成像(ERT)过去已被用于估算地块尺度的土壤湿度变化,并可能克服这些局限性。在这项研究中,我们在纳夫地区(瑞士)一个滑坡易发的山坡上安装并运行了一个自动ERT监测系统。该系统运行了9个月,在高时间分辨率和不同土壤水文条件下进行了测量。在温纳-斯伦贝谢配置下,沿两条垂直剖面线测量电极间距为0.25 m时的电阻率。利用阿奇定律计算土壤饱和度,并用土壤湿度传感器拟合参数。ERT -导出的土壤湿度与原位传感器的土壤湿度比较显示出良好的相关性,并且可以可靠地再现滑坡预警关键的入渗特性。此外,空间饱和度变化分析表明,ERT能够检测土壤水文过程的异质性。在高饱和条件下,饱和估计的可靠性受到错误测量数量增加和入渗过程空间异质性的影响。
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引用次数: 4
Water‐ and air‐filled pore networks and transport parameters under drying and wetting processes 干燥和润湿过程中充满水和空气的孔隙网络和传输参数
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-05-17 DOI: 10.1002/vzj2.20205
S. Hamamoto, Yushi Ohko, Y. Ohtake, P. Møldrup, T. Nishimura
The connectivity and tortuosity of fluid‐filled pore networks in the water and air phases strongly influence the mass transport in porous media. Moisture conditions (water content and distribution) alter water‐ or air‐filled pore networks. In this study, using a sand column with variable saturated conditions, water‐ and air‐filled pore networks were analyzed using X‐ray computed tomography (CT). Water and air transport parameters, including hydraulic conductivity, gas diffusion coefficient, and air permeability, were measured. The objectives were (a) to identify the effects of entrapped air on the water‐filled pore network and hydraulic conductivity and (b) to understand the water‐ and air‐filled pore networks and relevant transport parameters in the sand column during the drying and wetting processes. Measurements of hydraulic conductivity using quasisaturated samples showed that hydraulic conductivity was drastically reduced when smaller in situ air bubbles were present inside the sand column. At the same air‐filled porosity, higher gas diffusivity and air permeability were obtained under wetting than those during drying. X‐ray CT image analysis revealed that the air‐filled pore network connectivity during wetting was higher than that during drying, resulting in enhanced gas transport parameters during the wetting process. The observed differences in water‐ and air‐filled pore networks during drying and wetting processes are highly promising for future multiphase mass transport models in soils.
水相和气相中充满流体的孔隙网络的连通性和弯曲性强烈影响多孔介质中的质量输运。湿度条件(含水量和分布)改变了充满水或空气的孔隙网络。在这项研究中,使用不同饱和条件的砂柱,使用X射线计算机断层扫描(CT)分析了充满水和空气的孔隙网络。测量了水和空气的输送参数,包括水力导率、气体扩散系数和空气渗透性。目标是(a)确定被困空气对充水孔隙网络和水力导电性的影响,(b)了解在干燥和润湿过程中砂柱中充满水和空气的孔隙网络以及相关的传输参数。使用准饱和样品进行的水力导电性测量表明,当砂柱内部存在较小的原位气泡时,水力导电性急剧降低。在相同的充气孔隙率下,湿法比干燥法获得更高的气体扩散率和透气性。X射线CT图像分析显示,润湿过程中充满空气的孔隙网络连通性高于干燥过程,导致润湿过程中气体输运参数增强。在干燥和湿润过程中观察到的充满水和空气的孔隙网络的差异对未来的土壤多相质量传输模型非常有希望。
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引用次数: 0
Same soil, different climate: Crop model intercomparison on translocated lysimeters 相同的土壤,不同的气候:基于透射式蒸渗仪的作物模型相互比较
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-05-16 DOI: 10.1002/vzj2.20202
J. Groh, E. Diamantopoulos, X. Duan, F. Ewert, Florian Heinlein, M. Herbst, M. Holbak, B. Kamali, K. Kersebaum, M. Kuhnert, C. Nendel, E. Priesack, J. Steidl, Michael Sommer, T. Pütz, J. Vanderborght, H. Vereecken, E. Wallor, Tobias K. D. Weber, M. Wegehenkel, L. Weihermüller, H. Gerke
Crop model intercomparison studies have mostly focused on the assessment of predictive capabilities for crop development using weather and basic soil data from the same location. Still challenging is the model performance when considering complex interrelations between soil and crop dynamics under a changing climate. The objective of this study was to test the agronomic crop and environmental flux‐related performance of a set of crop models. The aim was to predict weighing lysimeter‐based crop (i.e., agronomic) and water‐related flux or state data (i.e., environmental) obtained for the same soil monoliths that were taken from their original environment and translocated to regions with different climatic conditions, after model calibration at the original site. Eleven models were deployed in the study. The lysimeter data (2014–2018) were from the Dedelow (Dd), Bad Lauchstädt (BL), and Selhausen (Se) sites of the TERENO (TERrestrial ENvironmental Observatories) SOILCan network. Soil monoliths from Dd were transferred to the drier and warmer BL site and the wetter and warmer Se site, which allowed a comparison of similar soil and crop under varying climatic conditions. The model parameters were calibrated using an identical set of crop‐ and soil‐related data from Dd. Environmental fluxes and crop growth of Dd soil were predicted for conditions at BL and Se sites using the calibrated models. The comparison of predicted and measured data of Dd lysimeters at BL and Se revealed differences among models. At site BL, the crop models predicted agronomic and environmental components similarly well. Model performance values indicate that the environmental components at site Se were better predicted than agronomic ones. The multi‐model mean was for most observations the better predictor compared with those of individual models. For Se site conditions, crop models failed to predict site‐specific crop development indicating that climatic conditions (i.e., heat stress) were outside the range of variation in the data sets considered for model calibration. For improving predictive ability of crop models (i.e., productivity and fluxes), more attention should be paid to soil‐related data (i.e., water fluxes and system states) when simulating soil–crop–climate interrelations in changing climatic conditions.
作物模型相互比较研究主要集中在利用同一地点的天气和基本土壤数据评估作物发育的预测能力。当考虑到气候变化下土壤和作物动态之间复杂的相互关系时,模型的性能仍然具有挑战性。本研究的目的是测试一组作物模型的农艺作物和环境通量相关性能。目的是预测基于称重渗滤仪的作物(即农学)和水相关的通量或状态数据(即环境),这些数据是在原始地点进行模型校准后,从原始环境中取出并转移到具有不同气候条件的地区的相同土壤单体获得的。研究中使用了11个模型。2014-2018年的蒸散计数据来自TERENO(陆地环境观测站)SOILCan网络的Dedelow (Dd)、Bad Lauchstädt (BL)和Selhausen (Se)站点。Dd的土壤单体被转移到干燥温暖的BL和湿润温暖的Se站点,从而可以在不同气候条件下比较相似的土壤和作物。使用来自Dd的一组相同的作物和土壤相关数据对模型参数进行了校准。使用校准的模型预测了BL和Se站点条件下Dd土壤的环境通量和作物生长。对BL和Se地区的Dd溶渗仪的预测和实测数据进行了比较,揭示了模型之间的差异。在BL站点,作物模型对农艺和环境成分的预测同样良好。模型性能值表明,土壤硒的环境组分比农艺组分预测效果更好。与单个模型相比,多模型均值对大多数观测值是更好的预测因子。对于Se站点条件,作物模型无法预测特定站点的作物发育,这表明气候条件(即热胁迫)超出了模型校准所考虑的数据集的变化范围。为了提高作物模型的预测能力(即生产力和通量),在模拟气候变化条件下土壤-作物-气候相互关系时,应更多地关注与土壤相关的数据(即水通量和系统状态)。
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引用次数: 3
In‐situ tin casting combined with three‐dimensional scanner to quantify anecic earthworm burrows 原位铸锡结合三维扫描仪量化奇异蚯蚓洞
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-05-14 DOI: 10.1002/vzj2.20198
Na Wen, J. Zhang, Huiping Zeng, Gang Liu, R. Horton
Earthworms (Lumbricus terrestris) play a critical role in soil ecosystems. Analyzing the spatial structure of earthworm burrows is important to understand their effect on water flow and solute transport. The aim of this study was to quantitatively characterize structural characteristics (cross‐sectional area [A], circularity [C], diameter [D], actual length [Lt], tortuosity [τ]) of anecic earthworm burrows that were open and connected at the soil surface at two sites of different tillage treatments (no‐till at Lu Yuan [LY] and rotary tillage at Shang Zhuang [SZ]) by combining a new in‐situ tin casting method with three‐dimensional (3D) laser scanning technology. The cross‐sections of anecic earthworm burrows were almost circular, and the C values were significantly negatively correlated with D and A. Statistically, there were no significant differences in the τ values (1.143 ± 0.082 vs. 1.133 ± 0.108) of anecic earthworm burrows at LY and SZ, but D (6.456 ± 1.585 mm) and A (36.929 ± 21.656 mm2) of anecic earthworm burrows at LY were significantly larger than D (3.449 ± 0.531 mm) and A (9.786 ± 2.885 mm2) at SZ. Our study showed that burrow structures at two different sites differed from each other. Soil tillage methods, soil texture, and soil organic matter content at the two sites could have affected earthworm species composition, variation of earthworm size and the morphology of burrows. The method used in this research enabled us to adequately assess the spatial structure of anecic earthworm burrows in the field with a limited budget.
蚯蚓(Lumbricus terrestris)在土壤生态系统中起着重要作用。分析蚯蚓地穴的空间结构对于了解地穴对水流和溶质运移的影响具有重要意义。本研究旨在利用新型原位铸锡法与三维激光扫描技术相结合的方法,定量表征不同耕作方式(陆园免耕和商庄旋转耕)土壤表面开放连接的蚯蚓洞的结构特征(横截面积[A]、圆度[C]、直径[D]、实际长度[Lt]、弯曲度[τ])。交叉检测部分anecic蚯蚓洞穴几乎是圆形,和C值D和A .统计学有显著负相关τ值没有明显差异(1.143±0.082和1.133±0.108)的anecic蚯蚓洞在LY和深圳,但D(6.456±1.585毫米)和(36.929±21.656平方毫米)anecic蚯蚓洞在LY明显大于D(3.449±0.531毫米)和(9.786±2.885平方毫米)在深圳。我们的研究表明,两个不同地点的洞穴结构彼此不同。两个地点的土壤耕作方式、土壤质地和土壤有机质含量都可能影响蚯蚓的种类组成、蚯蚓大小的变化和蚯蚓洞的形态。本研究中使用的方法使我们能够在有限的预算下充分评估野外anecic蚯蚓洞穴的空间结构。
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引用次数: 2
Erratum to: A methodology for simulating perched conditions in multilayer aquifer systems with 2D variably saturated flow 校正:二维可变饱和流的多层含水层系统中模拟栖息条件的方法
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-05-01 DOI: 10.1002/vzj2.20196
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引用次数: 0
Cover Image, Volume 21, Issue 3 封面图片,第21卷第3期
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-05-01 DOI: 10.1002/vzj2.20207
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引用次数: 0
VZJ 2021 Publisher's Report VZJ 2021出版商报告
IF 2.8 3区 地球科学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2022-04-26 DOI: 10.1002/vzj2.20201
{"title":"VZJ 2021 Publisher's Report","authors":"","doi":"10.1002/vzj2.20201","DOIUrl":"https://doi.org/10.1002/vzj2.20201","url":null,"abstract":"","PeriodicalId":23594,"journal":{"name":"Vadose Zone Journal","volume":" ","pages":""},"PeriodicalIF":2.8,"publicationDate":"2022-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41807807","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Vadose Zone Journal
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