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Groundwater level monitoring using exploited domestic wells: outlier removal and imputation of missing values 利用已开采的家用水井监测地下水位:异常值去除和缺失值估算
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-12-23 DOI: 10.1007/s10040-023-02740-4

Abstract

Groundwater-level monitoring networks provide vital information for hydrogeological studies. Including exploited domestic wells in these monitoring networks can provide a low-cost means of obtaining a broader set of data; however, the use of these sites is limited because the frequent pumping of these wells generates outliers in the recorded time series. Here a slope criterion is applied to identify and remove outliers from groundwater-level time series from exploited domestic wells. Nonetheless, eliminating outliers creates a problem of missing values, which biases the subsequent time series analysis. Thus, 14 imputation methods were used to replace the missing values. The proposed approach is applied to groundwater-level time series from a monitoring network of 20 wells in the Lanaudière region, Québec, Canada. The slope criterion proves very effective in identifying outliers in exploited domestic wells. Missing values generated by outlier removal can reach up to 99% of the recorded data. Among the characteristics of the missing value pattern, the gap size and the position of the gaps along the time series are the most important parameters that affect the performance of the 14 imputation methods. Of the imputation methods tested, linear interpolation and Stineman interpolation, and then Kalman filtering, were the most effective. The present study demonstrates that exploited domestic wells can be used for groundwater monitoring by removing the outliers and imputing the missing values.

摘要 地下水位监测网络为水文地质研究提供了重要信息。将已开采的家用水井纳入这些监测网络可提供一种获取更广泛数据集的低成本手段;然而,由于这些水井的频繁抽水会在记录的时间序列中产生异常值,因此这些站点的使用受到了限制。这里采用斜率标准从已开采的家用水井的地下水位时间序列中识别并剔除异常值。然而,剔除异常值会产生缺失值问题,从而影响后续的时间序列分析。因此,使用了 14 种估算方法来替换缺失值。所提出的方法适用于加拿大魁北克省拉诺迪耶尔地区 20 口水井监测网络的地下水位时间序列。事实证明,斜率标准在识别已开采的家用水井中的异常值方面非常有效。去除异常值后产生的缺失值可高达记录数据的 99%。在缺失值模式的特征中,时间序列的缺口大小和缺口位置是影响 14 种估算方法性能的最重要参数。在所测试的估算方法中,线性插值法和 Stineman 插值法以及卡尔曼滤波法最为有效。本研究表明,通过剔除异常值并对缺失值进行估算,已开发的家用水井可用于地下水监测。
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引用次数: 0
Jakarta groundwater: victim of its own success 雅加达地下水:自身成功的牺牲品
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-12-16 DOI: 10.1007/s10040-023-02758-8
Paul Whincup, Riza Oktavianus, Chandra Egy

The origin and setting of the extensive aquifer systems that underlie Jakarta (the capital city of Indonesia), and the impacts that have resulted from their largely unchecked exploitation, are described. The ready availability of groundwater has been key to the city’s growth and prosperity, but it has come at a cost. Jakarta is now the most rapidly subsiding capital city in the world and subject to frequent flooding. These impacts have become major factors in the decision to relocate to a new capital city, named Nusantara, currently under construction on the island of Borneo.

本文介绍了雅加达(印度尼西亚首都)地下大面积含水层系统的起源和环境,以及这些含水层在很大程度上被无节制开采所造成的影响。地下水的随时供应是城市发展和繁荣的关键,但也付出了代价。雅加达现在是世界上下沉速度最快的首都城市,经常遭受洪水侵袭。这些影响已成为雅加达决定迁往婆罗洲岛上正在建设的新首都努桑达拉的主要因素。
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引用次数: 0
Transpiration from crystalline unconfined aquifers as the cause of groundwater salinization in a semiarid area of Brazil 造成巴西半干旱地区地下水盐碱化的结晶非承压含水层蒸腾作用
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-12-13 DOI: 10.1007/s10040-023-02755-x
Marjorie Beate Kreis, Jean-Denis Taupin, Patrick Lachassagne, Nicolas Patris, Eduardo Sávio Passos Rodrigues Martins

The high groundwater salinity of crystalline aquifers in semiarid areas is generally attributed to the dissolution and leaching of meteoric salts that have been progressively evapoconcentrated in the different hydrological compartments under dry climate conditions. A numerical model, simulating water and salt balances, was developed from a case study in Northeast Brazil to: (1) test the validity of this hypothesis, through the quantification of all relevant water cycle processes in the studied watershed, and (2) demonstrate how changes in land cover can impact groundwater salinity. Computations showed that the aridity and the high evapo(transpi)ration rates from the unsaturated zone and/or surface water (ponds, reservoirs) cannot lead to the observed aquifer salinization levels, but only to concentrations of a few tens or hundreds of mg L–1 (Cl). The only process that can induce a high groundwater salinity, with chloride concentrations up to several g L–1, is the transpiration of groundwater by the deep roots of the vegetation, with a rate reaching 100% of the annual recharge. In this case study, the vegetation involved is the native Caatinga forest. Simulations of the long-term dynamics of groundwater salinity indicate that aquifer areas with high salinity are relicts of the Caatinga pre-colonization period during which subterranean endorheic conditions were prevailing. Following the Caatinga deforestation linked to colonial agricultural development, aquifer recharge increased and endorheism ceased. Consequently, these aquifers may have now been experiencing a desalination process for about three centuries. The desalination spatial variability drivers are explained in the paper.

半干旱地区结晶含水层的地下水盐度较高,这通常是由于在干燥气候条件下,流星盐在不同的水文分区中逐渐蒸发浓缩而造成的溶解和浸出。根据巴西东北部的一个案例研究,开发了一个模拟水盐平衡的数值模型,目的是(1) 通过量化所研究流域的所有相关水循环过程,检验这一假设的有效性;(2) 展示土地覆被的变化如何影响地下水盐度。计算结果表明,干旱和来自非饱和带和/或地表水(池塘、水库)的高蒸发(转)率不会导致观测到的含水层盐碱化水平,而只会导致几十或几百毫克 L-1 (Cl-)的浓度。唯一能导致地下水盐度升高(氯化物浓度高达几克 L-1)的过程是植被深层根系对地下水的蒸腾作用,蒸腾率达到年补给量的 100%。在本案例研究中,涉及的植被是原生的卡廷加林。对地下水含盐量长期动态的模拟表明,含盐量较高的含水层区域是卡廷加前殖民时期的遗迹,当时的地下内流体条件十分普遍。与殖民农业发展相关的卡廷加森林砍伐之后,含水层的补给增加,内流作用停止。因此,这些含水层可能已经经历了约三个世纪的海水淡化过程。本文对海水淡化的空间变化驱动因素进行了解释。
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引用次数: 0
Long datasets for improved understanding, management and protection of groundwater 用于更好地了解、管理和保护地下水的长期数据集
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-12-13 DOI: 10.1007/s10040-023-02759-7
John Chilton, Stephen Foster

In a changing world, long datasets for groundwater have great value, as they do for all components of environmental monitoring. However, there is a global scarcity of such datasets, with few extending beyond 30 years and even fewer to 50 or 100 years. Hydrogeological investigations and groundwater management activities benefiting from long-term data are listed, the successful use of such datasets illustrated, and the reasons for their scarcity discussed.

在不断变化的世界中,地下水的长期数据集与环境监测的所有组成部分一样,具有重要价值。然而,全球范围内此类数据集非常稀缺,很少有超过 30 年的数据集,50 年或 100 年的数据集更是少之又少。本文列举了受益于长期数据的水文地质调查和地下水管理活动,说明了此类数据集的成功应用,并讨论了其缺乏的原因。
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引用次数: 0
Integrated workflow incorporating the Hurst exponent and interval inversion for evaluating groundwater formations 结合赫斯特指数和区间反演评估地下水层的综合工作流程
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-12-11 DOI: 10.1007/s10040-023-02752-0
Moataz M. G. Abdelrahman, Norbert P. Szabó

A novel well-log-analysis approach is presented for an improved prediction of petrophysical properties in groundwater formations. Geophysical well logs are simultaneously processed for quantifying the lithology, storage capacity, and water flow parameters. A fully automated data processing workflow is proposed, the feasibility of which is assured by an appropriate starting model set by the joint application of factor analysis and the Hurst exponent, and a solution of a highly overdetermined inverse problem. The Hurst exponent is used for zone boundary detection, which assists the series expansion-based interval inversion method applied for estimation of the petrophysical parameters of clastic formations. The hydraulic conductivity as a well log is directly derived from the inversion results. The workflow is tested using both synthetic data contaminated with 5% Gaussian distributed noise and real data collected from a thermal water well in Baktalórántháza, eastern Hungary. At the test site, the Hurst exponent extracted from the wireline logs allows one to divide the processed interval into subzones around the Pleistocene-Miocene boundary. The observed wireline logs are inverted to estimate the volumetric parameters (porosity, shale content, water saturation, etc.) of the same zones. The predicted parameters, including hydraulic conductivity, reveal that Pleistocene sediments contain good aquifers with formation quality varying with depth. The shale volume and hydraulic conductivity logs show a proper match with the core data, which confirms the results of the comprehensive analysis. The suggested workflow is recommended for the evaluation of groundwater formations located in different depth domains, from unsaturated sediments to geothermal reservoirs.

本文提出了一种新颖的测井分析方法,用于改进对地下水层岩石物理特性的预测。地球物理测井同时进行处理,以量化岩性、储量和水流参数。提出了一个全自动数据处理工作流程,通过联合应用因子分析和赫斯特指数来设定一个适当的起始模型,并解决一个高度超定的逆问题,从而确保了该流程的可行性。赫斯特指数用于区域边界检测,这有助于采用基于序列扩展的区间反演方法估算碎屑岩地层的岩石物理参数。反演结果可直接得出作为测井记录的导水性。该工作流程使用了受 5% 高斯分布噪声污染的合成数据和从匈牙利东部 Baktalórántháza 的一口热水井收集的真实数据进行了测试。在测试地点,通过从有线测井记录中提取的赫斯特指数,可以将处理过的区间划分为更新世-中新世边界附近的子区间。对观测到的有线测井曲线进行反演,以估算同一区域的体积参数(孔隙度、页岩含量、含水饱和度等)。包括导水性在内的预测参数显示,更新世沉积物含有良好的含水层,地层质量随深度而变化。页岩体积和导水率测井结果与岩心数据吻合,证实了综合分析的结果。建议采用建议的工作流程来评估位于不同深度域的地下水层,从非饱和沉积物到地热储层。
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引用次数: 0
Determinando a origem de um rio utilizando técnicas estatísticas multivariadas: um caso de estudo do Rio Shavor, Irã 利用多元统计技术确定河流发源地:伊朗沙沃尔河案例研究
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-12-07 DOI: 10.1007/s10040-023-02751-1
Sanaz Ebrahimi Varzaneh, Heidar Zarei, Parvaneh Tishehzan, Ali Mohammad Akhondali
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引用次数: 0
Analysis of the contribution of rainfall to recharge in the Mu Us Desert (China) based on lysimeter data 基于渗湿计数据的毛乌素沙漠降雨对补给的贡献分析
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-11-30 DOI: 10.1007/s10040-023-02750-2
Xuanming Zhang, Ning Wang, Linshun Cao, Bin Ran, Wenke Wang, Yu Xiao, Zaiyong Zhang, Da Xu, Zhoufeng Wang

Scarce rainfall and strong evaporation add complexities to estimating groundwater recharge in arid and semiarid regions. There are still many gaps in the understanding of how soil water near the ground surface interacts with the atmosphere, which increases the difficulties of determining the contribution of rainfall to groundwater in these regions. This study used a weighing lysimeter to observe the potential recharge over a 1-year period in the Mu Us Desert, northwest China. The observed data were used to explore the infiltration processes and to quantify recharge. The results show: (1) no potential recharge can be observed if the rainfall is less than 12.3 mm/day during the experimental period. The observed annual potential recharge was 29.3 mm, which accounted for 10% of the annual rainfall. (2) The threshold of soil-water content for potential recharge was determined, such that when the average soil moisture along the soil profile (0–100 cm) is larger than 0.12 cm3/cm3, the potential recharge can be observed. (3) The empirical weight function (Poisson distribution) method performed well in the estimation of recharge compared to the observed lysimeter data. In addition, the parameter γ of the Poisson distribution has a linear relationship with the average soil-water content along the soil profile. These findings can help researchers understand recharge, which has significance in groundwater resource management.

在干旱和半干旱地区,降雨稀少和强烈的蒸发增加了估算地下水补给的复杂性。在了解地表附近的土壤水如何与大气相互作用方面仍有许多空白,这增加了确定这些地区降雨对地下水的贡献的困难。本研究采用称重渗滤仪对毛乌素沙漠1年的潜在补给量进行了观测。观测数据用于探索入渗过程和定量补给。结果表明:(1)试验期间降雨量小于12.3 mm/d时,没有观测到潜在补给。年潜在补给量为29.3 mm,占年降雨量的10%。(2)确定了土壤水分潜在补给的阈值,当土壤剖面(0 ~ 100 cm)土壤平均含水量大于0.12 cm3/cm3时,可观测到潜在补给。(3)经验权重函数(泊松分布)法与实测渗渗仪数据相比,能较好地估计补给量。此外,泊松分布的参数γ与沿土壤剖面的平均土壤含水量呈线性关系。这些发现有助于研究人员了解补给,对地下水资源管理具有重要意义。
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引用次数: 0
Identification of the groundwater flow system in the middle reaches of Heihe River Basin (northwestern China) based on stratified groundwater exploration technology 基于分层地下水勘探技术的黑河流域中游地下水流动系统识别
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-11-27 DOI: 10.1007/s10040-023-02753-z
Wei Xie, Dechao Yin, Yujun Zhao, Xi Wu, Wenxiang Wang, Mingming Wang, Yonghui An

Heihe River is the second largest inland river in China, but groundwater is the main source of water in the middle reaches of the Heihe River Basin (HRB). The middle reaches of HRB consists of Zhangye and Jiuquan basins. In view of deficiencies in the groundwater exploration techniques, methods, and accuracy associated with previous studies in the HRB, this study used stratified groundwater exploration (monitoring and sampling) techniques to identify the groundwater flow systems. Three fields were considered—groundwater flow dynamics, temperature, and chemical. The results show that stratified groundwater-level monitoring technology can be used to quickly identify groundwater recharge and discharge areas. The main groundwater recharge area in the HRB’s middle reaches is in the piedmont plain, and most of the rest of this middle basin comprises groundwater runoff areas and discharge areas. Shallow groundwater temperatures (average and variation) reflect the characteristics of groundwater recharge, runoff, and discharge. The shallow groundwater temperature gradually increased from the recharge area to the discharge area, and the temperature annual variation tended to be greatest in the central area. Along the direction of groundwater flow, the δD content of shallow groundwater in the HRB’s middle reaches initially increased and then decreased, and the δD content of groundwater in the vertical direction decreased gradually from shallow to deep. The surface-water/groundwater exchange in the central Zhangye Basin mainly occurred in the shallow areas, within 200 m depth. Thus, stratified groundwater exploration technology is helpful for identifying groundwater flow systems in inland arid basins.

黑河是中国第二大内陆河,但地下水是黑河流域中游的主要水源。中游包括张掖盆地和酒泉盆地。针对以往研究在地下水勘探技术、方法和精度上的不足,本研究采用分层地下水勘探(监测和采样)技术对地下水流系统进行识别。考虑了三个领域——地下水流动动力学、温度和化学。结果表明,分层地下水位监测技术可以快速识别地下水补给和排泄区。青藏高原中游的主要地下水补给区位于山前平原,中游流域其余大部分为地下水径流区和排放区。浅层地下水温度(平均和变化)反映了地下水补给、径流和排放的特征。浅层地下水温度从补给区向出水区逐渐升高,温度年变化趋势在中部地区最大。沿地下水流动方向,HRB中游浅层地下水δD含量先增大后减小,垂直方向由浅向深逐渐减小。张掖盆地中部地表水/地下水交换主要发生在200 m深度内的浅层区域。因此,分层地下水勘探技术有助于识别内陆干旱盆地的地下水流动系统。
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引用次数: 0
Review: Toward sustainable management of groundwater in the deserts of Egypt 综述:对埃及沙漠地下水的可持续管理
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-11-27 DOI: 10.1007/s10040-023-02738-y
Doaa E. El-Agha, Francois Molle, Mohamed I. Metwally, Sobhy R. Emara, Ahmed Shalby, Asaad M. Armanuos, Abdelazim Negm, Tamer A. Gado

To achieve its ambitious plans to reclaim its deserts through mega projects, Egypt is heavily relying on fossil or little-recharged groundwater. This article revisits the results and methodologies of the studies conducted over the last two decades on groundwater management and uses in the Western Desert. Most previous studies aimed at simulating different groundwater abstraction scenarios by modeling local areas in aquifer systems, but with poor definitions of boundary conditions and limited historical data. Studies were constrained by the unavailability of data, access difficulties, and high collection costs in desert lands. Thus, to propose reliable sustainable groundwater resources development plans and recommendations for future protection strategies, an open-access monitoring network representing regional aquifers is needed. More investigations based on extensive field visits are essential to monitor environmental, economic, and social conditions, identify constraints, and learn lessons for reclaiming desert lands. Moreover, this review highlighted the need to frame a rational strategy for the long-term sustainable exploitation of non-renewable groundwater in the aquifer systems of Egypt and develop an appropriate exit strategy for desert communities in case of serious water resource depletion.

为了实现通过大型工程开垦沙漠的宏伟计划,埃及严重依赖化石燃料或很少补给的地下水。本文回顾了过去二十年来在西部沙漠进行的地下水管理和利用研究的结果和方法。以往的研究大多是通过对含水层系统局部区域的建模来模拟不同的地下水抽取情景,但对边界条件的定义较差,历史数据有限。由于无法获得数据、获取困难和在沙漠地区收集成本高,研究受到限制。因此,为了提出可靠的可持续地下水资源开发计划和对未来保护战略的建议,需要一个代表区域含水层的开放式监测网络。在广泛实地考察的基础上进行更多的调查,对于监测环境、经济和社会条件、查明制约因素和吸取开垦沙漠土地的教训是必不可少的。此外,这项审查强调需要制定一项合理的战略,以便长期可持续地开发埃及含水层系统中不可再生的地下水,并在水资源严重枯竭的情况下为沙漠社区制定适当的退出战略。
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引用次数: 0
Variation in hydraulic structure with respect to depth and age of a large igneous province in Ethiopia 埃塞俄比亚一个大火成岩省的水工结构与深度和年龄的关系
IF 2.8 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-11-27 DOI: 10.1007/s10040-023-02749-9
Hassen Shube, Seifu Kebede

Depth-wise variation in hydraulic structures of volcanic aquifers is rarely investigated when compared to basement and other rocks. A comprehensive dataset is presented here on the hydraulic properties of volcanic aquifers from a large igneous province in Africa. Age- and depth-wise variation in transmissivity (T), yield (Q), hydraulic conductivity (K) and specific capacity (Sc) of volcanic aquifers and water wells were systematically examined for stratigraphic units of various ages (Eocene to Quaternary Period) and well depth (18–882 m). The T ranges from 0.02 to 9,830 m2/day. There is a good correlation between the age of the emplacement of the rocks and their hydraulic properties. The oldest (Eocene) basalts show lower productivity (T, K and Q) when compared to the youngest (Quaternary) basalts. There is no statistically significant depth-wise variation of T, K and Q when one single formation is investigated. The insights gained from the analysis show that increasing the depth of drilling does not necessarily increase aquifer yields and can inform global-scale groundwater modelling efforts. The data challenge the widely held assumption that K and Q decrease with depth. Unlike basement rocks, volcanic rocks show no statistically significant change in hydraulic properties along its depth profile to the depth of 900 m.

与基底和其他岩石相比,很少对火山含水层水工结构的深度变化进行研究。本文介绍了非洲一个大型火成岩省火山含水层水力特性的综合数据集。本文系统研究了不同年龄(始新世至第四纪)和井深(18-882 m)地层单元的火山含水层和水井透光率(T)、产量(Q)、导水率(K)和比容(Sc)的年龄和深度变化,T范围为0.02 ~ 9830 m2/天。岩石就位的年龄与其水力性质有很好的相关性。最老(始新世)玄武岩的生产力(T、K、Q)低于最年轻(第四纪)玄武岩。在调查单一地层时,T、K和Q的深度变化在统计上没有显著意义。从分析中获得的见解表明,增加钻探深度并不一定会增加含水层的产量,而且可以为全球范围的地下水建模工作提供信息。该数据挑战了普遍持有的假设,即K和Q随深度而减小。与基岩不同,火山岩在900 m深度剖面上的水力性质没有统计学上的显著变化。
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引用次数: 0
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