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Assessing soil quality dynamics in northern Iran: a spatial modeling approach to predict and project future trends 伊朗北部土壤质量动态评估:预测和预测未来趋势的空间建模方法
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-30 DOI: 10.1007/s12665-024-11862-1
Fatemeh Aghalari, Elham Chavoshi, Sattar Chavoshi Borujeni

The soil in Northern Iran exhibits significant variability, showing notable responses to variations in climatic and environmental conditions. In a representative area covering 936.7 km2, we measured 18 soil properties at 73 sampling locations. These properties were then screened using Principal Component Analysis (PCA) which identified five PCs with eigenvalues greater than 1.0 and correlation analysis to construct the Nemro Soil Quality Index (SQI) with a mean of 0.27 ± 0.04. The predictability of SQI was modeled using the Generalized Additive Model (R2 = 0.669, explained deviance = 69.7%), indicating that elevated Normalized Difference Vegetation Index (NDVI; p value = 0.000) and daytime Land Surface Temperature (LST; p value = 0.000) enhance SQI, while higher slopes (p value = 0.020) have a diminishing effect. The model was also utilized to illustrate potential future alterations in SQI for the year 2040. For this purpose, the 2040 MODIS data (NDVI and LST) were projected using various regression models (0.09 < R2 < 0.69) applied to historical mean annual MODIS data spanning from 2002 to 2022. The majority of projected changes in SQI exhibited a negative trend, primarily attributed to the depletion of vegetation cover at the peripheries of forest borders. These findings underscore the imperative need for strategic future management plans, emphasizing the preservation of soil in marginal forest lands.

伊朗北部的土壤变化很大,对气候和环境条件的变化有明显的反应。在一个面积为 936.7 平方公里的代表性地区,我们在 73 个取样点测量了 18 种土壤特性。然后使用主成分分析法(PCA)对这些属性进行筛选,确定了 5 个特征值大于 1.0 的主成分,并通过相关分析构建了平均值为 0.27 ± 0.04 的尼姆罗土壤质量指数(SQI)。利用广义相加模型(R2 = 0.669,解释偏差 = 69.7%)对 SQI 的可预测性进行了建模,结果表明归一化差异植被指数(NDVI;p 值 = 0.000)和白天地表温度(LST;p 值 = 0.000)的升高会提高 SQI,而坡度(p 值 = 0.020)的升高则会降低 SQI。该模型还用于说明未来 2040 年 SQI 的潜在变化。为此,利用各种回归模型(0.09 <R2 <0.69)对 2040 年的 MODIS 数据(NDVI 和 LST)进行预测,并将其应用于 2002 年至 2022 年的 MODIS 年均历史数据。预测的 SQI 变化大多呈现负趋势,主要归因于森林边界外围植被的减少。这些发现突出表明,未来的战略管理计划必须强调保护边缘林地的土壤。
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引用次数: 0
Terrain-based avalanche susceptibility mapping in a Manali region of Himachal Pradesh, India: machine learning approaches 印度喜马偕尔邦马纳里地区基于地形的雪崩易发性测绘:机器学习方法
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-30 DOI: 10.1007/s12665-024-11882-x
Kirti Thakur, Harish Kumar,  Snehmani

Avalanches are natural events that can lead to significant risks to both human life and property. The creation of an avalanche susceptibility map is a valuable tool for effectively managing the avalanche prone areas. The primary objective of this paper is to utilize and analyse machine learning models for susceptibility mapping, with the goal of classifying avalanche-prone regions based on terrain parameters extracted from a digital elevation model. In other word, to explore the capability of Tree-based machine learning methods to handle the GIS dataset. Fifteen data layers have been extracted, stacked, and processed to create training and testing data using the avalanche inventory. Three tree-based machine learning models has been trained and tuned using grid search on dataset that has been split into 80:20 for model calibration and validation. Results indicated that both advanced models had an excellent performance in terrain-based avalanche modelling (ROC-AUC > 85%), although true positive and true negative analysis demonstrated the superior performance of Random Forest. Feature importance analysis indicated that elevation and aspect are the top effective and most common feature among all the variables and models, respectively. Building a high-quality and informative database is a crucial part, and avalanches inventory classification before susceptibility assessment is a key step in enhancing the accuracy of the model. The study’s findings can offer valuable insights for land use planning, enabling the control of avalanche paths and mitigating potential hazards. Additionally, these results can serve as a valuable reference for future studies focused on snow avalanche hazards modelling.

雪崩是一种自然事件,可对人类生命和财产造成重大威胁。绘制雪崩易发区地图是有效管理雪崩易发区的重要工具。本文的主要目标是利用和分析绘制雪崩易发区地图的机器学习模型,目的是根据从数字高程模型中提取的地形参数对雪崩易发区进行分类。换句话说,就是探索基于树的机器学习方法处理 GIS 数据集的能力。利用雪崩清单提取、堆叠和处理了 15 个数据层,以创建训练和测试数据。在数据集上使用网格搜索对三个基于树的机器学习模型进行了训练和调整,数据集被分成 80:20 用于模型校准和验证。结果表明,两种高级模型在基于地形的雪崩建模中都有出色的表现(ROC-AUC >85%),但真阳性和真阴性分析表明随机森林的表现更优。特征重要性分析表明,在所有变量和模型中,海拔和坡度分别是最有效和最常见的特征。建立一个高质量、信息丰富的数据库是至关重要的一环,而在进行雪崩易感性评估前进行雪崩清单分类则是提高模型准确性的关键一步。研究结果可为土地利用规划提供有价值的见解,从而控制雪崩路径并减轻潜在危害。此外,这些结果还可作为未来雪崩危害建模研究的宝贵参考。
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引用次数: 0
Effect of biochar application on physiochemical properties and nitrate degradation rate in a Siliciclastic Riverine Sandy soil 施用生物炭对硅质河沙土壤理化性质和硝酸盐降解率的影响
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-28 DOI: 10.1007/s12665-024-11883-w
Luigi Alessandrino

This study investigated the efficacy of biochar as a soil amendment for enhancing soil physicochemical properties and solute transport dynamics, with implications for agricultural sustainability and environmental stewardship. Batch laboratory experiments and column studies were conducted to assess the effects of biochar application on soil parameters and solute transport under saturated conditions. The saturation soil extraction approach was employed in batch leaching tests, while column experiments replicated subsurface conditions. Transport modeling using CXTFIT 2.1 elucidated solute dispersion dynamics in biochar-amended soils. Batch experiments revealed significant alterations in soil pH, electrical conductivity, and nutrient release following biochar addition. Biochar exhibited adsorption capacity for fluoride ions and released dissolved organic carbon, highlighting its potential for soil carbon sequestration and microbial activity. Column studies demonstrated enhanced solute dispersion and increased microbial activity in biochar-amended soils, as evidenced by changes in breakthrough curves and degradation rates of nitrate. Indeed, nitrate first-order degradation coefficients were 9.08E-06 for the column with only sandy soil, 3.09E-05 and 1.47E-04 for the columns with minimum and maximum doses of biochar respectively. Biochar application significantly influenced soil physicochemical properties and solute transport dynamics, with potential implications for nutrient management and contaminant attenuation in agricultural systems. Despite limitations in laboratory-scale experiments, this research provides valuable insights into biochar-soil interactions. It underscores the need for further investigation under field conditions to validate findings and optimize biochar management practices for sustainable soil and environmental management.

本研究调查了生物炭作为土壤改良剂在提高土壤理化性质和溶质迁移动力学方面的功效,以及对农业可持续性和环境管理的影响。研究人员进行了批量实验室实验和柱状研究,以评估在饱和条件下施用生物炭对土壤参数和溶质迁移的影响。批量浸出试验采用了饱和土壤提取法,而柱实验则复制了地下条件。使用 CXTFIT 2.1 建立的迁移模型阐明了生物炭改良土壤中的溶质分散动力学。批量实验显示,添加生物炭后,土壤的 pH 值、电导率和养分释放量都发生了显著变化。生物炭具有吸附氟离子和释放溶解有机碳的能力,突出了其在土壤固碳和微生物活动方面的潜力。柱状研究表明,生物炭改良土壤中的溶质分散性增强,微生物活性提高,硝酸盐的突破曲线和降解率的变化就是证明。事实上,在只有沙质土壤的土壤柱中,硝酸盐的一阶降解系数为 9.08E-06;在生物炭剂量最小和最大的土壤柱中,硝酸盐的一阶降解系数分别为 3.09E-05 和 1.47E-04。生物炭的应用极大地影响了土壤理化性质和溶质迁移动力学,对农业系统中的养分管理和污染物衰减具有潜在影响。尽管实验室规模的实验存在局限性,但这项研究为生物炭与土壤的相互作用提供了宝贵的见解。它强调了在实地条件下进行进一步调查的必要性,以验证研究结果并优化生物炭管理方法,从而实现可持续的土壤和环境管理。
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引用次数: 0
Investigation of compressibility characteristics of coal matrix and its inspiration for CBM extraction 煤基质可压缩性特征研究及其对煤层气开采的启示
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-28 DOI: 10.1007/s12665-024-11881-y
Hexiang Xu, Jizhao Xu, Cheng Zhai, Ting Liu, Xu Yu, Yangfeng Zheng, Yong Sun, Aikun Chen

Mercury intrusion porosimetry (MIP) is widely used for coal pore structure characterization, however, the matrix compressibility (MC) can lead to overestimated measurement results. Determination of MC is crucial for revealing the influence of pore structure on coalbed methane (CBM) flow behavior. In this study, MIP and low temperature N2 adsorption (LT-N2A) were conducted on 15 coal samples from major coal-producing regions in Northern China. The MIP data were corrected using MC theory, and the effects of coal rank and pore structure on coal MC were analyzed. The influence of MC on fractal dimension was elucidated, and the sensitivity of three fractal models to MC was effectively evaluated. Finally, the impact of MC on the coalbed methane (CBM) exploitation was discussed. The results show that low-rank coals have higher MC than medium/high-rank coals, and the MC coefficient follows a cubic polynomial relationship with coal rank, with two inflection points located at 1.4–2.5%, respectively. Micropores and transition pores are the main contributors to MC, for corrected data, the pore volume of both types of pores decreases significantly. The corrected pore size distribution exhibits better agreement with the LT-N2A measurement results, particularly in peak position and size for pores between 5 and 50 nm. This suggests the potential of corrected MIP data to supersede the combined use of MIP and LT-N2A data. MC can lead to overestimation of the fractal dimension, with the thermodynamic model showing the lowest sensitivity to MC. After the microfractures in medium/high-rank coal are greatly compressed, the compressional deformation of micropores and transition pores begins to have a significant impact on the CBM transport. The research results are of great significance for deeply understanding the mechanism of CBM transport.

汞侵入孔隙模拟法(MIP)被广泛用于煤炭孔隙结构表征,但是基质可压缩性(MC)会导致测量结果被高估。测定 MC 对于揭示孔隙结构对煤层气流动行为的影响至关重要。本研究对来自中国北方主要产煤区的 15 个煤样进行了 MIP 和低温 N2 吸附(LT-N2A)测试。利用 MC 理论对 MIP 数据进行了校正,并分析了煤炭等级和孔隙结构对煤炭 MC 的影响。阐明了 MC 对分形维度的影响,并有效评估了三种分形模型对 MC 的敏感性。最后,讨论了 MC 对煤层气开采的影响。结果表明,低阶煤的 MC 值高于中/高阶煤,MC 系数与煤阶呈三次多项式关系,两个拐点分别位于 1.4%-2.5%。微孔和过渡孔隙是产生 MC 的主要原因,对于校正后的数据,这两类孔隙的孔隙体积都明显减小。校正后的孔径分布与 LT-N2A 测量结果的一致性更好,尤其是在 5 至 50 nm 之间的孔的峰值位置和尺寸方面。这表明校正后的 MIP 数据有可能取代 MIP 和 LT-N2A 数据的组合使用。MC 会导致高估分形维度,而热力学模型对 MC 的敏感性最低。中/高阶煤中的微裂隙被大幅压缩后,微孔和过渡孔隙的压缩变形开始对煤层气运移产生显著影响。该研究成果对深入理解煤层气运移机理具有重要意义。
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引用次数: 0
Analysis of influencing factors in ground subsidence triggered by double-line tunnel excavation under different compressive states 不同压缩状态下双线隧道开挖引发地面沉降的影响因素分析
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-28 DOI: 10.1007/s12665-024-11860-3
Yue Jiang, Rui Chen, Wenhao Shi

The disturbance of shallow-buried tunnel excavation with large section is the main factor causing the ground subsidence, and the coupling effect between double-line tunnels makes the ground subsidence regularity more complicated. Based on the actual project, the law of ground subsidence and its influencing factors during the excavation of double-line tunnel under different compressive states are discussed by numerical simulation method. The results show that the ground subsidence curve of the double-line tunnel is asymmetrically W-shaped, and the maximum ground subsidence is inclined to the side with larger buried-depth; Under the non-biased state, the axial distance of the double-line tunnel has the most significant effect on the ground subsidence, while under the biased state, the influence factor is the transverse bias angle, and the maximum ground subsidence increases with the increase of the transverse bias angle. Based on the numerical results, three indexes are proposed to quantitatively describe the relationship respectively between the ground subsidence and the excavation section area, the axial distance of the double-line tunnel and the bias angle during the excavation of the double-line tunnel, and the indexes can be used to predict the ground subsidence triggered by the excavation of shallow-buried tunnel under the biased state. Furthermore, the study results can provide reference values for tunnel construction under similar conditions.

大断面浅埋隧道开挖扰动是引起地面沉降的主要因素,双线隧道之间的耦合效应使地面沉降规律性更加复杂。结合工程实际,采用数值模拟方法探讨了不同压缩状态下双线隧道开挖过程中的地面沉降规律及其影响因素。结果表明,双线隧道的地面沉降曲线呈不对称的 "W "形,最大地面沉降向埋深较大的一侧倾斜;在非偏压状态下,双线隧道的轴线距离对地面沉降的影响最大,而在偏压状态下,影响因素是横向偏压角,最大地面沉降随横向偏压角的增大而增大。根据数值结果,提出了三个指标,分别定量描述了双线隧道开挖过程中地面沉降与开挖断面面积、双线隧道轴线距离和偏压角之间的关系,可用于预测偏压状态下浅埋隧道开挖引发的地面沉降。此外,研究结果还可为类似条件下的隧道施工提供参考值。
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引用次数: 0
Assessment of intermediate level radioactive waste disposal cell evolution in granitic host rock applying abstracted reactive transport models 应用抽象反应输运模型评估花岗岩主岩中的中级放射性废物处置池演化
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-28 DOI: 10.1007/s12665-024-11885-8
Dalia Grigaliuniene, Povilas Balcius, Diederik Jacques, Povilas Poskas

A deep geological repository is considered an appropriate option for disposal of radioactive waste containing long-lived radionuclides. Engineered barriers’ degradation and radionuclide transport strongly depend on the conditions in the repository. This work presents the assessment of the geochemical evolution in a radioactive long-lived intermediate-level waste disposal cell constructed in granite. The considered cell consists of cemented waste packages, cementitious backfill and several meters of host rock. Three abstracted reactive transport models of different complexity were developed: a 1D model and a 2D model considering transport by advection and diffusion and a 2D model with diffusive transfer only. The changes in the pH, the pore water composition and the materials’ mineralogical composition were observed. The modelling results indicate an increase in the pH in the disposal cell due to leaching of alkalis, which is followed by the dissolution of portlandite and the precipitation of calcite at the granite-vault backfill boundary. The obtained changes in the pH indicate that the geochemical alterations in the disposal cell proceed very slowly. Such a slow degradation could be the result of the formation of the higher pH zone upstream from the disposal tunnel. The advection–diffusion models in 1D and 2D geometries produced similar results. However, the 2D model also identified spatial peculiarities in the changes of the geochemical environment. Comparison of the pure diffusive case results with the advection–diffusion cases demonstrated that both processes are relevant in the analysed disposal cell.

深地质处置库被认为是处置含有长寿命放射性核素的放射性废物的适当选择。工程屏障的降解和放射性核素的迁移在很大程度上取决于处置库的条件。本研究对在花岗岩中建造的放射性长寿命中级废物处置池的地球化学演变进行了评估。所考虑的处置池由固结废物包、水泥基回填土和数米厚的主岩组成。研究人员开发了三种不同复杂程度的抽象反应迁移模型:一种一维模型和一种二维模型,其中一维模型考虑了平流和扩散迁移,二维模型仅考虑了扩散迁移。观察了 pH 值、孔隙水成分和材料矿物成分的变化。建模结果表明,由于碱的沥滤作用,弃渣池中的 pH 值升高,随后波长石溶解,花岗岩-拱顶回填边界处的方解石沉淀。所获得的 pH 值变化表明,弃置槽中的地球化学变化非常缓慢。这种缓慢的降解可能是弃置坑道上游形成较高 pH 值区域的结果。一维和二维几何中的平流扩散模型得出了相似的结果。不过,二维模型也发现了地球化学环境变化的空间特殊性。将纯扩散模型的结果与平流-扩散模型的结果进行比较后发现,在所分析的弃置池中,这两个过程都是相关的。
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引用次数: 0
Study of radon exposure, chemical and radiological characterization of spring mineral waters from Águas de Lindóia and Poços de Caldas, Brazil 巴西 Águas de Lindóia 和 Poços de Caldas 矿泉水的氡照射、化学和辐射特征研究
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-27 DOI: 10.1007/s12665-024-11859-w
G. L. Reis, M. P. Campos, B. P. Mazzilli, J. K. Torrecilha, N. S. Oliveira, D. A. Silva, J. M. O. Marrichi, P. S. C. Silva

Hydrothermal resources are used for health prevention and treatment worldwide based on drinking, bathing, and immersing in thermal mineral waters. In some places, 222Rn inhalation is also present. In Brazil, several locations apply thermal and hydrotherapies integrated into the Unified Health System as in Águas de Lindóia and Thermas Antonio Carlos in Poços de Caldas Town. The effective dose due to 222Rn inhalation by the public and balneary workers, as well as the chemical and radiological characterization for these spas were evaluated. 222Rn activity concentration was measured by using CR-39, elemental water composition by neutron activation, and radionuclides, by gamma espectrometry. Results showed that the 222Rn activity concentration varied from 21 to 71 Bq m−3 in the public areas of the balnearies and from 407 to 16,451 Bq m−3 in the closed springs. Effective doses varied from 0.01 to 0.02 mSv y−1 for the public, from 0.10 to 0.33 mSv y−1 for works and from 0.03 to 4.95 mSv y−1 for maintenance. No risk occurs for members of the public and workers due to radon inhalation, but care must be taken on behalf of the maintenance workers from Águas de Lindóia balneary. The water, for both balnearies, do not exceed the recommendation for drinking water for gross alpha and gross beta activities. Chemically, the water from Águas de Lindóia is classified as hypo saline and the water from Poços de Caldas, as low mineral content.

世界各地都利用热液资源来预防和治疗疾病,包括饮用、沐浴和浸泡热矿泉水。在一些地方,还存在吸入 222Rn 的现象。在巴西,有几个地方将热疗和水疗纳入了统一保健系统,如 Águas de Lindóia 和 Poços de Caldas 镇的 Thermas Antonio Carlos。我们评估了公众和浴场工作人员吸入 222Rn 所产生的有效剂量,以及这些温泉的化学和放射性特征。222Rn 活性浓度是通过 CR-39 测量的,水的元素组成是通过中子活化测量的,放射性核素是通过伽马能谱仪测量的。结果显示,浴场公共区域的 222Rn 放射性活度浓度从 21 到 71 Bq m-3 不等,封闭温泉的 222Rn 放射性活度浓度从 407 到 16,451 Bq m-3 不等。公众的有效剂量为 0.01 至 0.02 mSv y-1,工程的有效剂量为 0.10 至 0.33 mSv y-1,维护的有效剂量为 0.03 至 4.95 mSv y-1。公众和工人不会因吸入氡气而受到威胁,但必须注意 Águas de Lindóia 海水浴场的维护工人。两个浴场的水在总α和总β活度方面都没有超过饮用水的建议值。从化学角度看,Águas de Lindóia浴场的水属于低盐水,Poços de Caldas浴场的水属于低矿物质水。
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引用次数: 0
Impact of ultrasonic power on evolution mechanism of cavitation effect in water-bearing coal pores microstructure 超声波功率对含水煤孔隙微结构空化效应演化机理的影响
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-27 DOI: 10.1007/s12665-024-11867-w
Lemei Zhang, Xiaoyang Guo, Cunbao Deng, Yujuan Wang, Liuni Song, Yanfeng Li, Jiahua Xu

Ultrasonic waves have been explored for fracturing coal seams to enhance Coalbed Methane (CBM) permeability, yet the underlying mechanics of ultrasonic cavitation are not fully understood. This study investigates the effect of water-based ultrasonic cavitation on coal pores microstructure by employing fluid invasion methods and non-destructive X-ray testing to reconstruct coal pore microstructures. Additionally, numerical simulations of ultrasonic cavitation development were conducted. The research examines how ultrasonic power influence evolution mechanism of cavitation effects in pores microstructure of water-bearing coal. Such insights lay a theoretical groundwork for improved Water-Based Ultrasonic Cavitation Enhanced Coalbed Methane Recovery (WUC-ECBM). Findings suggest that coal pores microstructure with a fully connected pore topology are more conducive to ultrasonic cavitation. As ultrasonic exposure increases, the accumulated waves cause coal pore microstructure cavitation bubbles to oscillate violently and non-linearly, leading to their growth, development, and collapse. This results in high-energy microjets and shockwaves, creating a high-temperature, high-pressure environment (reaching up to 35.69 MPa and 2729.77 K) favorable for improving gas desorption and migration. Ultrasonic power adjusts the cavitation threshold and intensity, facilitating gas migration. This research aims to improve gas desorption and migration in coal by capitalizing on the mechanical, physical, and thermal effects of ultrasonic cavitation. These findings offer theoretical support for the effective implementation of WUC-ECBM.

人们一直在探索用超声波压裂煤层以提高煤层气(CBM)的透气性,但对超声波空化的基本力学原理并不完全了解。本研究采用流体侵入法和无损 X 射线测试重建煤炭孔隙微观结构,研究水基超声空化对煤炭孔隙微观结构的影响。此外,还对超声空化的发展进行了数值模拟。研究探讨了超声波功率如何影响含水煤孔隙微结构中空化效应的演化机制。这些见解为改进水基超声波空化强化煤层气回收(WUC-ECBM)奠定了理论基础。研究结果表明,具有完全连通孔隙拓扑结构的煤炭孔隙微结构更有利于超声波空化。随着超声波暴露时间的增加,累积的超声波会使煤孔微结构空化气泡发生剧烈的非线性振荡,从而导致气泡的生长、发育和坍塌。这就产生了高能量的微射流和冲击波,创造了一个高温高压环境(高达 35.69 兆帕、2729.77 千帕),有利于改善瓦斯解吸和迁移。超声波功率可调节空化阈值和强度,从而促进气体迁移。这项研究旨在利用超声空化的机械、物理和热效应,改善煤炭中的瓦斯解吸和迁移。这些发现为有效实施 WUC-ECBM 提供了理论支持。
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引用次数: 0
Hydrochemical assessment of groundwater with special emphasis on fluoride in parts of Punjab and fluoride prediction using GIS and ML 地下水水化学评估,特别强调旁遮普部分地区的氟化物,以及利用地理信息系统和 ML 进行氟化物预测
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-27 DOI: 10.1007/s12665-024-11888-5
K. Khusulio, Neeta Raj Sharma, Iswar Chandra Das, R. K. Setia, Akhilesh Pathak, Rohan Kumar

The study focuses on assessing groundwater quality, with a special emphasis on fluoride contamination, in the Muktsar, Bathinda, and Moga of Punjab, India. Groundwater being a crucial resource for the region, faces contamination from both natural processes and anthropogenic activities. The study employs advanced techniques, including Geographic Information Systems (GIS) and machine learning models to predict fluoride contamination and assess the water quality index (WQI). The groundwater samples were systematically collected from 281 locations using GIS at approximately 5 km distance to ensure uniform distribution. The study aims to predict fluoride levels, various hydrochemical parameters and WQI to identify high-risk areas. Using Inverse Distance Weighting (IDW), the distribution of fluoride level and WQI was mapped, revealing varying concentrations across the study area. From the study, the Random Forest (RF) model identified key hydrochemical parameters influencing fluoride contamination. The RF model demonstrates high predictive accuracy for fluoride contamination, using the receiver operating characteristic (ROC) curves for validation and yield area under the curve (AUC) values of 82%, 81%, and 94% for Muktsar, Bathinda, and Moga districts, respectively. The novel integration of GIS with machine learning provides a robust framework offering valuable insights for water resource management. The results showed significant fluoride contamination in many areas, posing serious health risks like dental and skeletal fluorosis. The findings highlight the importance of addressing both natural and human-induced factors in managing groundwater quality, ensuring safe drinking water, and protecting public health in affected regions.

这项研究的重点是评估印度旁遮普省 Muktsar、Bathinda 和 Moga 地区的地下水质量,尤其是氟污染情况。地下水是该地区的重要资源,面临着自然过程和人为活动的双重污染。这项研究采用了先进的技术,包括地理信息系统(GIS)和机器学习模型来预测氟污染和评估水质指数(WQI)。利用地理信息系统从 281 个地点系统地采集了地下水样本,距离约 5 公里,以确保分布均匀。研究旨在预测氟含量、各种水化学参数和水质指数,以确定高风险地区。利用反距离加权法(IDW)绘制了氟化物水平和水质指数分布图,揭示了整个研究区域的不同浓度。通过这项研究,随机森林(RF)模型确定了影响氟污染的关键水化学参数。利用接收器操作特征曲线(ROC)进行验证,RF 模型对 Muktsar、Bathinda 和 Moga 地区的氟污染具有很高的预测准确性,其曲线下面积(AUC)值分别为 82%、81% 和 94%。地理信息系统与机器学习的新颖整合提供了一个强大的框架,为水资源管理提供了宝贵的见解。研究结果表明,许多地区存在严重的氟污染,对牙齿和骨骼造成严重的氟中毒等健康风险。研究结果凸显了在受影响地区管理地下水水质、确保饮用水安全和保护公众健康时解决自然因素和人为因素的重要性。
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引用次数: 0
Site selection for a high-level nuclear waste repository in Germany: a short guide 德国高放射性核废料储存库的选址:简明指南
IF 2.8 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-27 DOI: 10.1007/s12665-024-11880-z
Michael O. Schwartz

The government agency BGE started a site selection process for a high-level nuclear waste repository in 2017. The first phase of data screening was completed in 2020 and resulted in the identification of search areas covering 54% of the national territory. The actual second phase will be completed by 2027 or later, and the areas for aboveground investigations will be identified. The obligatory nongovernment input is provided by follow-up regional conferences, which are best supported by external scientific expertise. The large amount of text documents and maps and the interactive internet tools such a 3D viewer provide a suitable basis for external evaluation. The rationale is to apply stricter criteria than those used in the first phase to drastically reduce the size of the search area. With this updated set of criteria, the size of the search area can be reduced to 2,662 km2 or 0.7% of the national territory. This size is convenient for detailed aboveground investigations such as high-density 3D seismic surveys.

政府机构 BGE 于 2017 年启动了高放射性核废料处置库的选址工作。第一阶段的数据筛选工作已于 2020 年完成,并确定了覆盖全国 54% 领土的搜索区域。实际的第二阶段将于 2027 年或更晚些时候完成,届时将确定地上调查区域。后续区域会议提供了强制性的非政府投入,这些会议最好得到外部科学专家的支持。大量的文本文件和地图以及三维查看器等互联网互动工具为外部评估提供了合适的基础。理由是采用比第一阶段更严格的标准,以大幅缩小搜索范围。根据这套更新的标准,搜索区域的面积可缩小到 2,662 平方公里,占国土面积的 0.7%。这一面积便于进行详细的地面调查,如高密度三维地震勘测。
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引用次数: 0
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Environmental Earth Sciences
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