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Monitoring Slope Movement and Soil Hydrologic Behavior Using IoT and AI Technologies: A Systematic Review 利用物联网和人工智能技术监测边坡移动和土壤水文行为:系统性综述
Pub Date : 2024-07-24 DOI: 10.3390/hydrology11080111
Md Jobair Bin Alam, Luis Salgado Manzano, Rahul Debnath, A. Ahmed
Landslides or slope failure pose a significant risk to human lives and infrastructures. The stability of slopes is controlled by various hydrological processes such as rainfall infiltration, soil water dynamics, and unsaturated soil behavior. Accordingly, soil hydrological monitoring and tracking the displacement of slopes become crucial to mitigate such risks by issuing early warnings to the respective authorities. In this context, there have been advancements in monitoring critical soil hydrological parameters and slope movement to ensure potential causative slope failure hazards are identified and mitigated before they escalate into disasters. With the advent of the Internet of Things (IoT), artificial intelligence, and high-speed internet, the potential to use such technologies for remotely monitoring soil hydrological parameters and slope movement is becoming increasingly important. This paper provides an overview of existing hydrological monitoring systems using IoT and AI technologies, including soil sampling, deploying on-site sensors such as capacitance, thermal dissipation, Time-Domain Reflectometers (TDRs), geophysical applications, etc. In addition, we review and compare the traditional slope movement detection systems, including topographic surveys for sophisticated applications such as terrestrial laser scanners, extensometers, tensiometers, inclinometers, GPS, synthetic aperture radar (SAR), LiDAR, and Unmanned Aerial Vehicles (UAVs). Finally, this interdisciplinary research from both Geotechnical Engineering and Computer Science perspectives provides a comprehensive state-of-the-art review of the different methodologies and solutions for monitoring landslides and slope failures, along with key challenges and prospects for potential future study.
山体滑坡或斜坡崩塌对人类生命和基础设施构成重大威胁。斜坡的稳定性受各种水文过程控制,如降雨渗透、土壤水动态和非饱和土壤行为。因此,土壤水文监测和斜坡位移跟踪对于通过向相关部门发出预警来降低此类风险至关重要。在这种情况下,对关键土壤水文参数和斜坡移动的监测已经取得了进展,以确保在潜在的斜坡崩塌危险升级为灾难之前将其识别出来并加以缓解。随着物联网 (IoT)、人工智能和高速互联网的出现,利用这些技术远程监测土壤水文参数和边坡运动的潜力正变得越来越重要。本文概述了使用物联网和人工智能技术的现有水文监测系统,包括土壤采样、部署现场传感器(如电容、热耗散、时域反射仪(TDR))、地球物理应用等。此外,我们还回顾并比较了传统的斜坡移动探测系统,包括地面激光扫描仪、伸长计、张力计、倾角仪、全球定位系统、合成孔径雷达 (SAR)、激光雷达和无人机 (UAV) 等复杂应用的地形测量。最后,这项跨学科研究从岩土工程和计算机科学的角度,对监测滑坡和斜坡崩塌的不同方法和解决方案,以及未来研究可能面临的主要挑战和前景进行了全面的最新评述。
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引用次数: 0
Groundwater Vulnerability Assessment—Case Study: Tirana–Ishmi Aquifer, Albania 地下水脆弱性评估--案例研究:阿尔巴尼亚地拉那-伊什米含水层
Pub Date : 2024-07-23 DOI: 10.3390/hydrology11080110
Elsa Dindi, Ardian Shehu, Ana Dindi
This paper discusses the groundwater vulnerability to pollution assessment for the Tirana–Ishmi alluvium aquifer, Albania. Economic activities, municipal wastewater discharged into rivers and groundwater overexploitation threaten to pollute the groundwater. Based on the aquifer characteristics and the available data, SINTACS was selected as the most realistic assessment model. The SINTACS parameters’ rates assigned to the aquifer’s characteristics (water table depth, infiltration, unsaturated zone, soil media, aquifer media, hydraulic conductivity, topography) were adapted to the local features, followed by GIS vulnerability mapping. Statistical analysis indicates that the unsaturated zone, hydraulic conductivity and aquifer media have the highest influence on groundwater vulnerability, whereas topography has the lowest influence. Validation through sensitivity analysis and nitrates content confirms the rational selection of the SINTACS model and the reliability of the study’s outputs. The most vulnerable areas to pollution are the recharge zones, followed by the highly urbanized Tirana City area, characterized by high levels of groundwater extraction rate and wastewater discharged into the rivers. The paper, being the first completed groundwater vulnerability assessment of the study area, could serve as a basis for a scientific–based groundwater management that should be considered in local territory planning.
本文讨论了阿尔巴尼亚地拉那-伊什米冲积含水层的地下水易受污染性评估。经济活动、排入河流的城市污水以及地下水的过度开采都有可能对地下水造成污染。根据含水层的特点和现有数据,SINTACS 被选为最现实的评估模型。根据含水层特征(地下水位深度、渗透、非饱和带、土壤介质、含水层介质、水力传导性、地形)分配的 SINTACS 参数比率与当地特征相适应,然后绘制 GIS 脆弱性图。统计分析表明,非饱和带、水力传导性和含水层介质对地下水脆弱性的影响最大,而地形的影响最小。通过敏感性分析和硝酸盐含量验证,确认了 SINTACS 模型的合理选择和研究结果的可靠性。最容易受到污染的地区是补给区,其次是高度城市化的地拉那市地区,该地区的特点是地下水开采率高,废水排入河流。本文是首次完成的研究区域地下水脆弱性评估,可作为科学管理地下水的基础,在地方领土规划中应加以考虑。
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引用次数: 0
Estimation of Groundwater Recharge in a Volcanic Aquifer System Using Soil Moisture Balance and Baseflow Separation Methods: The Case of Gilgel Gibe Catchment, Ethiopia 利用土壤水分平衡和基流分离方法估算火山含水层系统的地下水补给量:埃塞俄比亚 Gilgel Gibe 集水区案例
Pub Date : 2024-07-22 DOI: 10.3390/hydrology11070109
F. Tufa, Fekadu Fufa Feyissa, Adisu Befekadu Kebede, Beekan Gurmessa Gudeta, Wagari Mosisa Kitessa, Seifu Kebede Debela, Bekan Chelkeba Tumsa, Alemu Yenehun, M. Van Camp, K. Walraevens
Understanding the recharge–discharge system of a catchment is key to the efficient use and effective management of groundwater resources. The present study focused on the estimation of groundwater recharge using Soil Moisture Balance (SMB) and Baseflow Separation (BFS) methods in the Gilgel Gibe catchment where water demand for irrigation, domestic, and industrial purposes is dramatically increasing. The demand for groundwater and the existing ambitious plans to respond to this demand will put a strain on the groundwater resource in the catchment unless prompt intervention is undertaken to ensure its sustainability. Ground-based hydrometeorological 36-years data (1985 to 2020) from 17 stations and satellite products from CHIRPS and NASA/POWER were used for the SMB method. Six BFS methods were applied through the Web-based Hydrograph Analysis Tool (WHAT), SepHydro, BFLOW, and Automated Computer Programming (PART) to sub-catchments and the main catchment to estimate the groundwater recharge. The streamflow data (discharge) obtained from the Ministry of Water and Energy were the main input data for the BFS methods. The average annual recharge of groundwater was estimated to be 313 mm using SMB for the years 1985 to 2020 and 314 mm using BFS for the years 1986 to 2003. The results from the SMB method revealed geographical heterogeneity in annual groundwater recharge, varying from 209 to 442 mm. Significant spatial variation is also observed in the estimated annual groundwater recharge using the BFS methods, which varies from 181 to 411 mm for sub-catchments. Hydrogeological conditions of the catchment were observed, and the yielding capacity of existing wells was assessed to evaluate the validity of the results. The recharge values estimated using SMB and BFS methods are comparable and hydrologically reasonable. The findings remarkably provide insightful information for decision-makers to develop effective groundwater management strategies and to prioritize the sub-catchments for immediate intervention to ensure the sustainability of groundwater.
了解集水区的补给-排泄系统是高效利用和有效管理地下水资源的关键。本研究的重点是利用土壤水分平衡法(SMB)和基流分离法(BFS)估算吉尔吉吉贝集水区的地下水补给量,该集水区的灌溉、生活和工业用水需求正在急剧增加。对地下水的需求以及为满足这一需求而制定的现有宏伟计划将对集水区的地下水资源造成压力,除非及时采取干预措施,确保地下水资源的可持续性。SMB 方法使用了来自 17 个站点的 36 年(1985 年至 2020 年)地面水文气象数据以及来自 CHIRPS 和 NASA/POWER 的卫星产品。通过基于网络的水文图分析工具 (WHAT)、SepHydro、BFLOW 和自动计算机编程 (PART),对子流域和主流域应用了六种 BFS 方法,以估算地下水补给量。从水利和能源部获得的溪流数据(排水量)是 BFS 方法的主要输入数据。1985 年至 2020 年,采用 SMB 方法估算的年均地下水补给量为 313 毫米;1986 年至 2003 年,采用 BFS 方法估算的年均地下水补给量为 314 毫米。SMB 方法的结果显示,地下水年补给量存在地域差异,从 209 毫米到 442 毫米不等。使用 BFS 方法估算的年地下水补给量也存在显著的空间差异,子流域的差异从 181 毫米到 411 毫米不等。对集水区的水文地质条件进行了观测,并对现有水井的出水能力进行了评估,以评价结果的有效性。使用 SMB 和 BFS 方法估算出的补给值具有可比性,在水文上也是合理的。研究结果为决策者制定有效的地下水管理策略和优先考虑需要立即干预的次级集水区以确保地下水的可持续性提供了极具洞察力的信息。
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引用次数: 0
Constraining Geogenic Sources of Boron Impacting Groundwater and Wells in the Newark Basin, USA 制约影响美国纽瓦克盆地地下水和水井的硼的地质来源
Pub Date : 2024-07-21 DOI: 10.3390/hydrology11070107
Larbi Rddad, Steven Spayd
The Newark Basin comprises Late Triassic and Early Jurassic fluvio-lacustrine rocks (Stockton, Lockatong, Passaic, Feltville, Towaco, and Boonton Formations) and Early Jurassic diabase intrusions and basalt lava flows. Boron concentrations in private well water samples range up to 18,000 μg/L, exceeding the U.S. Environmental Protection Agency Health Advisory of 2000 μg/L for children and 5000 μg/L for adults. Boron was analyzed in minerals, rocks, and water samples using FUS-ICPMS, LA-ICP-MS, and MC ICP-MS, respectively. Boron concentrations reach up to 121 ppm in sandstone of the Passaic Formation, 42 ppm in black shale of the Lockatong Formation, 31.2 ppm in sandstone of the Stockton Formation, and 36 ppm in diabase. The δ11B isotopic values of groundwater range from 16.7 to 32.7‰, which fall within those of the diabase intrusion (25 to 31‰). Geostatistical analysis using Principal Component Analysis (PCA) reveals that boron is associated with clay minerals in black shales and with Na-bearing minerals (possibly feldspar and evaporite minerals) in sandstones. The PCA also shows that boron is not associated with any major phases in diabase intrusion, and is likely remobilized from the surrounding rocks by the intrusion-related late hydrothermal fluids and subsequently incorporated into diabase. Calcite veins found within the Triassic rock formations exhibit relatively elevated concentrations ranging from 6.3 to 97.3 ppm and may contain micro-inclusions rich in boron. Based on the available data, it is suggested that the primary sources of boron contaminating groundwater in the area are clay minerals in black shales, Na-bearing minerals in sandstone, diabase intrusion-related hydrothermal fluids, and a contribution from calcite veins.
纽瓦克盆地由三叠纪晚期和侏罗纪早期的流积-湖积岩(斯托克顿地层、洛卡通地层、帕塞伊克地层、费尔特维尔地层、托瓦科地层和博恩顿地层)以及侏罗纪早期的辉绿岩侵入体和玄武岩熔岩流组成。私人井水样本中的硼浓度最高可达 18,000 微克/升,超过了美国环境保护署规定的儿童健康建议值 2000 微克/升和成人健康建议值 5000 微克/升。使用 FUS-ICP-MS、LA-ICP-MS 和 MC ICP-MS 分别对矿物、岩石和水样中的硼进行了分析。帕塞克地层砂岩中的硼浓度高达百万分之 121,洛克特通地层黑色页岩中的硼浓度为百万分之 42,斯托克顿地层砂岩中的硼浓度为百万分之 31.2,辉绿岩中的硼浓度为百万分之 36。地下水的 δ11B 同位素值介于 16.7 至 32.7‰之间,属于辉绿岩侵入体的范围(25 至 31‰)。利用主成分分析法(PCA)进行的地质统计分析显示,硼与黑色页岩中的粘土矿物和砂岩中的含钠矿物(可能是长石和蒸发岩矿物)有关。PCA 还显示,硼与辉绿岩侵入体中的任何主要相都没有关联,很可能是与侵入体有关的晚期热液从周围岩石中重新移动出来,然后融入辉绿岩中。在三叠纪岩层中发现的方解石矿脉显示出相对较高的浓度,从百万分之 6.3 到百万分之 97.3 不等,可能含有富含硼的微包裹体。根据现有数据,该地区地下水硼污染的主要来源是黑色页岩中的粘土矿物、砂岩中的含镍矿物、与辉绿岩侵入有关的热液以及方解石矿脉。
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引用次数: 0
How do CMIP6 HighResMIP Models Perform in Simulating Precipitation Extremes over East Africa? CMIP6 HighResMIP 模型在模拟东非极端降水方面表现如何?
Pub Date : 2024-07-20 DOI: 10.3390/hydrology11070106
Hassen Babaousmail, B. Ayugi, K. T. C. Lim Kam Sian, Herijaona Hani‐Roge Hundilida Randriatsara, Richard Mumo
This work assesses the ability of nine Coupled Model Intercomparison Project phase 6 (CMIP6) High-Resolution Model Intercomparison Project (HighResMIP) models and their ensemble mean to reproduce precipitation extremes over East Africa for the period 1995–2014. The model datasets are assessed against two observation datasets: CHIRPS and GPCC. The precipitation indices considered are CDD, CWD, R1mm, R10mm, R20mm, SDII, R95p, PRCPTOT, and Rx1day. The overall results show that HighResMIP models reproduce annual variability fairly well; however, certain consistent biases are found across HighResMIP models, which tend to overestimate CWD and R1mm and underestimate CDD and SDII. The HighResMIP models are ranked using the Taylor diagram and Taylor Skill Score. The results show that the models reasonably simulate indices, such as PRCPTOT, R1mm, R10mm, R95p, and CDD; however, the simulation of SDII CWD, SDII, and R20mm is generally poor. They are CMCC-CM2-VHR4, HadGEM31-MM, HadGEM3-GC31-HM, and GFDL-CM4. Conversely, MPI-ESM1-2-XR and MPI-ESM1-2-HR show remarkable performance in simulating the OND season while underestimating the MAM season. A comparative analysis demonstrates that the MME has better accuracy than the individual models in the simulation of the various indices. The findings of the present study are important to establish the ability of HighResMIP data to reproduce extreme precipitation events over East Africa and, thus, help in decision making. However, caution should be exercised in the interpretation of the findings based on individual CMIP6 models over East Africa given the overall weakness observed in reproducing mean precipitation.
这项研究评估了九个耦合模式相互比较项目第六阶段(CMIP6)高分辨率模式相互比较项目(HighResMIP)模式及其集合平均值再现 1995-2014 年期间东非极端降水的能力。模型数据集根据两个观测数据集进行评估:CHIRPS和GPCC。考虑的降水指数包括 CDD、CWD、R1mm、R10mm、R20mm、SDII、R95p、PRCPTOT 和 Rx1day。总体结果表明,HighResMIP 模式较好地再现了年变率;但是,HighResMIP 模式之间存在某些一致的偏差,即倾向于高估 CWD 和 R1mm,低估 CDD 和 SDII。利用泰勒图和泰勒技能得分对 HighResMIP 模式进行了排序。结果表明,这些模式合理地模拟了 PRCPTOT、R1mm、R10mm、R95p 和 CDD 等指数,但对 SDII CWD、SDII 和 R20mm 的模拟普遍较差。它们是 CMCC-CM2-VHR4、HadGEM31-MM、HadGEM3-GC31-HM 和 GFDL-CM4。相反,MPI-ESM1-2-XR 和 MPI-ESM1-2-HR 在模拟 OND 季节方面表现出色,但低估了 MAM 季节。比较分析表明,在模拟各种指数方面,多模式模拟的准确性优于单个模式。本研究的结果对于确定 HighResMIP 数据再现东非极端降水事件的能力非常重要,从而有助于决策。然而,鉴于在再现平均降水量方面观察到的总体弱点,在解释基于东非个别 CMIP6 模式的研究结果时应谨慎。
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引用次数: 0
Assessment of Multiple Trace Metal Fluxes in a Semi-Arid Watershed Containing Mine Tailing, Using a Multiple Tool Approach (Zaida Mine, Upper Moulouya Watershed, Morocco) 采用多种工具方法评估含有矿山尾矿的半干旱流域的多种痕量金属通量(摩洛哥上穆卢亚流域 Zaida 矿山)
Pub Date : 2024-07-17 DOI: 10.3390/hydrology11070105
Yassine Mimouni, Abdelhafid Chafi, A. Bouabdli, B. Baghdad, Jean-François Deliege
Few studies have quantified the complex flux of trace metals from mine tailings to rivers through water erosion, especially in the semi-arid region of North Morocco (Zaida mine) where soil erosion is a severe issue. This study applies (i) methods to understand and estimate the complex flux of trace metals from mine tailings to rivers, using the RUSLE model combined with the concentration of trace metals in the soil and additionally (ii) pollution indices and statistical analyses to assess the sediment contamination by Cd, Cu, Pb, and Zn. Our study revealed that the basin has a low erosion rate, with an average of 9.1 t/ha/yr. Moreover, the soil contamination is particularly high at the north of the mine tailings, as prevailing winds disperse particles across the basin. The assessment of the sediments indicated that Pb is the main contaminant, with concentrations exceeding 200 mg/kg specifically downstream of the tailings. This study also identified high a concentration of trace elements 14 km away from the tailings alongside the Moulouya river, due to the specific hydrological transport patterns in the area. This research contributes to a better understanding of the transport and fate of the trace metals in mining areas. It proposes a replicable method that can be applied in other regions to assess the contamination flows and thereby assist water resource management.
很少有研究对矿山尾矿中的痕量金属通过水侵蚀流向河流的复杂通量进行量化,特别是在摩洛哥北部的半干旱地区(Zaida 矿区),那里的土壤侵蚀是一个严重问题。本研究采用了以下方法:(i) 利用 RUSLE 模型结合土壤中的痕量金属浓度,了解和估算矿山尾矿中的痕量金属向河流的复杂通量;(ii) 污染指数和统计分析,评估沉积物中的镉、铜、铅和锌污染情况。我们的研究表明,该流域的水土流失率较低,平均为 9.1 吨/公顷/年。此外,由于盛行风将颗粒吹散到整个盆地,矿山尾矿北部的土壤污染尤其严重。对沉积物的评估表明,铅是主要污染物,特别是在尾矿下游,其浓度超过 200 毫克/千克。由于该地区特殊的水文迁移模式,这项研究还在距离尾矿 14 公里远的穆鲁亚河边发现了高浓度的微量元素。这项研究有助于更好地了解矿区痕量金属的迁移和归宿。它提出了一种可复制的方法,可用于其他地区评估污染流,从而协助水资源管理。
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引用次数: 0
Exploring PCSWMM for Large Mixed Land Use Watershed by Establishing Monitoring Sites to Evaluate Stream Water Quality 通过建立监测点评估溪流水质,探索大型混合土地利用流域的 PCSWMM
Pub Date : 2024-07-15 DOI: 10.3390/hydrology11070104
Mohd Sohib Ansari, Suresh Sharma, Felicia P. Armstrong, Mark Delisio, Sahar Ehsani
Extensive hydrologic and water quality modeling within a watershed benefits from long-term flow and nutrient data sets for appropriate model calibration and validation. However, due to a lack of local water quality data, simpler water quality modeling techniques are generally adopted. In this study, the monitoring sites were established at two different locations to collect hydraulic data for the hydraulic calibration and validation of the model. In addition, water quality samples were collected at eight monitoring sites and analyzed in the lab for various parameters for calibration. This includes total suspended solids (TSS), soluble phosphorus, five-day biochemical oxygen demand (BOD5), and dissolved oxygen (DO). The Personal Computer Storm Water Management Model (PCSWMM) 7.6 software was used to simulate all the pollutant loads using event mean concentrations (EMCs). The performance of the model for streamflow calibration at the two USGS gauging stations was satisfactory, with Nash–Sutcliffe Efficiency (NSE) values ranging from 0.51 to 0.54 and coefficients of determination (R2) ranging from 0.71 to 0.72. The model was also validated with the help of historical flow data with NSE values ranging from 0.5 to 0.79, and R2 values ranging from 0.6 to 0.95. The hydraulic calibration also showed acceptable results with reasonable NSE and R2 values. The water quality data recorded at the monitoring stations were then compared with the simulated water quality modeling results. The model reasonably simulated the water quality, which was evaluated through visual inspection using a scatter plot. Our analysis showed that the upstream tributaries, particularly from agricultural areas, were contributing more pollutants than the downstream tributaries. Overall, this study demonstrates that the PCSWMM, which was typically used for modeling urban watersheds, could also be used for modeling larger mixed land use watersheds with reasonable accuracy.
在流域内进行广泛的水文和水质建模,可以从长期的流量和营养数据集中获益,从而对模型进行适当的校准和验证。然而,由于缺乏当地的水质数据,通常采用较为简单的水质建模技术。本研究在两个不同地点设立了监测点,以收集水力数据,用于模型的水力校准和验证。此外,还在八个监测点收集了水质样本,并在实验室分析了各种参数,以进行校准。其中包括总悬浮固体 (TSS)、可溶性磷、五天生化需氧量 (BOD5) 和溶解氧 (DO)。个人电脑雨水管理模型 (PCSWMM) 7.6 软件使用事件平均浓度 (EMC) 模拟所有污染物负荷。该模型在美国地质调查局的两个测量站进行了河水流量校准,其性能令人满意,纳什-苏克里夫效率 (NSE) 值为 0.51 至 0.54,决定系数 (R2) 为 0.71 至 0.72。该模型还借助历史流量数据进行了验证,其 NSE 值介于 0.5 至 0.79 之间,R2 值介于 0.6 至 0.95 之间。水力校准也显示了可接受的结果,NSE 值和 R2 值都比较合理。然后,将监测站记录的水质数据与模拟的水质模型结果进行比较。通过使用散点图进行目测,模型合理地模拟了水质。我们的分析表明,上游支流(尤其是来自农业区的支流)比下游支流排放了更多的污染物。总之,这项研究表明,通常用于城市流域建模的 PCSWMM 也可用于较大型混合土地利用流域的建模,并具有合理的准确性。
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引用次数: 0
Spatio-Temporal Behavior of Land Surface Temperatures (LSTs) in Central Chile, Using Terra MODIS Images 利用 Terra MODIS 图像分析智利中部陆地表面温度 (LST) 的时空行为
Pub Date : 2024-07-12 DOI: 10.3390/hydrology11070103
Pedro Muñoz-Aguayo, L. Morales-Salinas, Roberto Pizarro, Alfredo Ibáñez, Claudia Sangüesa, Guillermo Fuentes-Jaque, Cristóbal Toledo, Pablo A. García-Chevesich
Land surface temperature (LST) is one of the most important variables in the physical processes of surface energy and water balance. The temporal behavior of LST was analyzed between the latitudes 32°00′ S and 34°24′ S (Valparaíso and Metropolitana regions of Chile) for three summer months (December, January, and February) in the 2000–2017 period, using the Terra MODIS image information and applying the Mann–Kendall test. The results show an increase in LST in the study area, particularly in the Andes mountain range in January (5240 km2), which mainly comprises areas devoid of vegetation and eternal snow and glaciers, and are zones that act as water reserves for the capital city of Santiago. Similarly, vegetated areas such as forests, grasslands, and shrublands also show increasing trends in LST but over smaller surfaces. Because this study is regional, it is recommended to improve the spatial and temporal resolutions of the images to obtain conclusions on more local scales.
地表温度(LST)是地表能量和水分平衡物理过程中最重要的变量之一。利用 Terra MODIS 图像信息和 Mann-Kendall 检验法,分析了 2000-2017 年间南纬 32°00′ 至 34°24′(智利瓦尔帕莱索和大都会地区)三个夏季月份(12 月、1 月和 2 月)的地表温度时间行为。结果表明,研究区域的 LST 有所上升,尤其是 1 月份的安第斯山脉(5240 平方公里),该区域主要包括没有植被、永恒积雪和冰川的地区,是首都圣地亚哥的蓄水区。同样,森林、草原和灌木林等植被区的 LST 也呈上升趋势,但面积较小。由于这项研究是区域性的,因此建议提高图像的空间和时间分辨率,以便在更大范围内得出结论。
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引用次数: 0
Geostatistical Analysis of Groundwater Data in a Mining Area in Greece 希腊矿区地下水数据的地质统计分析
Pub Date : 2024-07-11 DOI: 10.3390/hydrology11070102
E. Diamantopoulou, A. Pavlides, E. Steiakakis, E. Varouchakis
Geostatistical prediction methods are increasingly used in earth sciences and engineering to improve upon our knowledge of attributes in space and time. During mining activities, it is very important to have an estimate of any contamination of the soil and groundwater in the area for environmental reasons and to guide the reclamation once mining operations are finished. In this paper, we present the geostatistical analysis of the water content in certain pollutants (Cd and Mn) in a group of mines in Northern Greece. The monitoring points that were studied are 62. The aim of this work is to create a contamination prediction map that better represents the values of Cd and Mn, which is challenging based on the small sample size. The correlation between Cd and Mn concentration in the groundwater is investigated during the preliminary analysis of the data. The logarithm of the data values was used, and after removing a linear trend, the variogram parameters were estimated. In order to create the necessary maps of contamination, we employed the method of ordinary Kriging (OK) and inversed the transformations using bias correction to adjust the results for the inverse transform. Cross-validation shows promising results (ρ=65% for Cd and ρ=52% for Mn, RMSE = 25.9 ppb for Cd and RMSE = 25.1 ppm for Mn). As part of this work, the Spartan Variogram model was compared with the other models and was found to perform better for the data of Mn.
地质统计预测方法越来越多地用于地球科学和工程学领域,以提高我们对空间和时间属性的认识。在采矿活动中,出于环境原因,对该地区土壤和地下水的污染情况进行估算非常重要,这也为采矿作业结束后的复垦工作提供了指导。在本文中,我们介绍了对希腊北部一组矿井中某些污染物(镉和锰)含水量的地质统计分析。所研究的监测点有 62 个。这项工作的目的是绘制污染预测图,更好地反映镉和锰的数值,由于样本量较小,这项工作具有挑战性。在对数据进行初步分析时,研究了地下水中镉和锰浓度之间的相关性。使用了数据值的对数,在去除线性趋势后,估算了变异图参数。为了绘制必要的污染图,我们采用了普通克里金法(OK),并利用偏差校正进行反变换,以调整反变换的结果。交叉验证显示了良好的结果(镉的ρ=65%,锰的ρ=52%,镉的 RMSE = 25.9 ppb,锰的 RMSE = 25.1 ppm)。作为这项工作的一部分,我们将 Spartan Variogram 模型与其他模型进行了比较,发现 Spartan Variogram 模型在锰的数据方面表现更好。
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引用次数: 0
Influence of Slope Aspect and Vegetation on the Soil Moisture Response to Snowmelt in the German Alps 德国阿尔卑斯山的坡向和植被对土壤水分对融雪的反应的影响
Pub Date : 2024-07-10 DOI: 10.3390/hydrology11070101
Michael Leopold Schaefer, Wolfgang Bogacki, Maximo Larry Lopez Caceres, Lothar Kirschbauer, C. Kato, Shun-ichi Kikuchi
Snow, especially in mountainous regions, plays a major role acting as a quasi-reservoir, as it gradually releases fresh water during the melting season and thereby fills rivers, lakes, and groundwater aquifers. For vegetation and irrigation, the timing of the snowmelt is crucial. Therefore, it is necessary to understand how snowmelt varies under different local conditions. While differences in slope aspect and vegetation (individually) were linked to differences in snow accumulation and ablation, this study connects the two and describes their influence on the soil moisture response to snowmelt. This research focuses on the catchment of the “Brunnenkopfhütte” (BKH) in Bavaria, southern Germany, where an automatic weather station (AWS) has operated since 2016. In addition, soil temperature and moisture monitoring systems in the surrounding area on a south aspect slope on an open field (SO), on a south aspect slope in the forest (SF), and a north aspect slope in the forest (NF) have operated since 2020. On snow-free days in winter, the soil temperature at the SF site was on average 1 °C lower than on the open site. At the NF site, this soil temperature difference increased to 2.3 °C. At the same time, for a 1 °C increase in the air temperature, the soil temperature increases by 0.35 °C at the NF site. In addition, at this site, snow cover disappeared approximately one week later than on the south aspect slopes. Snow cover at the SF site disappeared even earlier than at the SO site. Finally, a significant difference in the soil moisture response was found between the sites. While the vegetation cover dampens the magnitude of the soil moisture increases, at the NF site, no sharp increases in soil moisture were observed.
积雪,尤其是山区的积雪,在融化季节会逐渐释放淡水,从而填充河流、湖泊和地下蓄水层,起到了类似水库的重要作用。对于植被和灌溉而言,融雪时间至关重要。因此,有必要了解融雪在当地不同条件下的变化情况。虽然坡度和植被(个别)的差异与积雪和融雪的差异有关,但本研究将两者联系起来,描述了它们对土壤水分对融雪的反应的影响。本研究的重点是德国南部巴伐利亚州的 "Brunnenkopfhütte"(BKH)集水区,该集水区的自动气象站(AWS)自 2016 年起开始运行。此外,自 2020 年起,周边地区的土壤温度和湿度监测系统也开始运行,分别位于空地南坡(SO)、森林南坡(SF)和森林北坡(NF)。在冬季无雪的日子里,SF 地块的土壤温度比空地平均低 1 °C。在 NF 地块,土壤温差增加到 2.3 °C。与此同时,空气温度每升高 1 °C,无雪地区的土壤温度就会升高 0.35 °C。此外,与南坡相比,北坡的积雪大约晚一周消失。南风坡地的积雪比南风坡地的积雪消失得更早。最后,不同地点的土壤湿度反应也有显著差异。虽然植被覆盖抑制了土壤水分的增加幅度,但在 NF 站点,没有观察到土壤水分急剧增加的现象。
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