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Investigation of Hydraulic Fracture Propagation Characteristics in the Shale Reservoir With Natural Fractures and Bedding Plane 具有天然裂缝和层理面的页岩储层水力裂缝扩展特征研究
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-07-14 DOI: 10.1155/gfl/9970558
Daixin Deng, Qingshan Ren, Yinglin Yang, Jinxi Wang, Chunlin Zeng, Pei He, Jie Liu, Pu Liu, Yunxu Luo

Hydraulic fracturing is the principal technical method about the generation of sophisticated fracture system in shale gas development; there are still significant challenges in enunciating the origination and extension of hydraulic fracture and optimizing design methods about hydraulic fracturing. The manuscript builds a small-scale shale reservoir model that containing randomly complex natural fractures and bedding by means of the continuous–discontinuous element method (CDEM); it provides detailed investigation of the effects including the shale reservoir burial depth along with the fracturing fluid viscosity, and flow rate on the generation and growth of fracture systems. The simulated findings suggest that hydraulic fractures are more likely to be captured by bedding planes and tend to extend along the bedding planes when the burial depth is shallow. The phenomenon of fractures penetrating bedding planes increases obviously under high flow rate conditions, resulting in more branching and interlacing in the vertical direction. The guiding effect of bedding planes on the propagation direction of hydro fractures gradually weakens as the viscosity of the fracturing fluid increases. Increasing the flow velocity of fracturing fluid enlarges outer boundary of hydraulic fracture system, and hydraulic fracture system’s propagation length and aperture grow substantially within the same period of injecting time. The high-viscosity fracturing fluid will lead to relatively single propagation of hydraulic fracture branches that is in favor of forming a single main fracture. This research puts forward a novel perspective for understanding the expansion characteristics of elaborate hydraulic fracture systems and persistent refinement of hydraulic fracturing operations in shale reservoirs.

水力压裂是页岩气开发中形成复杂裂缝体系的主要技术手段;在阐明水力裂缝的成因和延伸、优化水力压裂设计方法等方面仍存在重大挑战。采用连续-不连续单元法(CDEM)建立了含随机复杂天然裂缝和层理的小尺度页岩储层模型;详细研究了页岩储层埋藏深度、压裂液粘度和流量对裂缝系统生成和发育的影响。模拟结果表明,当埋深较浅时,水力裂缝更容易被层理平面捕获,并倾向于沿层理平面延伸。在大流量条件下,裂缝穿透层理面的现象明显增加,垂向分支和交错增多。随着压裂液黏度的增加,层理面对水力裂缝扩展方向的引导作用逐渐减弱。随着压裂液流速的增大,水力裂缝系统的外边界增大,在相同注入时间内,水力裂缝系统的扩展长度和孔径大幅增大。高粘度压裂液将导致水力裂缝分支相对单一的扩展,有利于形成单一的主裂缝。该研究为理解复杂水力裂缝系统的扩展特征和页岩储层水力压裂作业的持续改进提供了新的视角。
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引用次数: 0
Numerical Simulation Research on Leakage Detection of Underground Diaphragm Wall Based on Cross-Well Electrical Method 基于井间电法的地下连续墙泄漏检测数值模拟研究
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-07-11 DOI: 10.1155/gfl/5578540
Xiaoxiao Li, Jingjing Zhang, Jiaqing Xu, Shaowei Zhang, Rui Fang, Xiaohui Zeng, Jie Liu

In deep foundation pit engineering, leakage of underground diaphragm walls poses a serious threat to construction safety and the surrounding environment. This study employs finite element numerical simulation to investigate the detection of such leakage using the cross-well electrical method. The influence of acquisition device, electrode spacing, and well spacing on detection performance is systematically analyzed. Additionally, the accuracy of apparent resistivity imaging and leakage localization is assessed under various leakage conditions, including leakage point resistivity, leakage size, leakage depth, and the number of leakage points. The results demonstrate that the AM-BN dipole–dipole acquisition device offers superior localization accuracy and deeper penetration capability. Notably, reducing the electrode spacing below 2 m significantly enhances detection precision and effectively suppresses spurious anomaly interference. The cross-well electrical method exhibits robust performance in identifying a broad range of leakage scenarios. Moreover, a reliable localization approach by identifying the minimum value location of the apparent resistivity curve is proposed.

在深基坑工程中,地下连续墙的渗漏严重威胁着施工安全和周边环境。本文采用有限元数值模拟的方法,研究了井间电法对此类泄漏的检测。系统分析了采集装置、电极间距和井间距对检测性能的影响。并对不同泄漏条件下的视电阻率成像和泄漏定位精度进行了评价,包括泄漏点电阻率、泄漏大小、泄漏深度、泄漏点数等。结果表明,AM-BN偶极子-偶极子采集装置具有较高的定位精度和较深的穿透能力。将电极间距减小到2 m以下,可以显著提高检测精度,有效抑制杂散异常干扰。井间电方法在识别各种泄漏情况方面表现出强大的性能。提出了一种确定视电阻率曲线最小值位置的可靠定位方法。
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引用次数: 0
Simulation of the Liquid–Solid Coupling in the Distribution Law of Water-Conducted Fractures in Weakly Cemented Overburden Strata as Exemplified by Daliuta Coal Mine in Western China 弱胶结覆岩水导裂隙分布规律的液固耦合模拟——以大柳塔煤矿为例
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-07-10 DOI: 10.1155/gfl/9603545
Yangyang Li, Boming Zhang, Shichuan Zhang, Xuexian Han, Weihong Yang, Haibin Wang, Chuanwei Jia

Based on the engineering background of the Daliuta mining area, the distribution of fractures and movement of water within weakly cemented overlying strata were studied with a physical simulation of liquid–solid coupling and a COMSOL numerical simulation test. The results showed that after the initial caving of the roof, all kinds of fractures rapidly developed in the overburden in the longitudinal direction, forming longitudinal fractures on opposite sides of the working face with angles of 81° and 78°; the space between the separated strata became the main channel for water flow. Under the action of water flow and the movement of the rock strata, mining-induced fractures in the overlying rock displayed cyclic changes in the form of expansion, penetration, and closure. When the working face was fully mined, the penetrating fractures in the overlying strata and the mining-induced fractures in the working face became the main passages for water flow. The results of the numerical simulation showed that the seepage rate of overburden water increased with the advancement of the working face. When the working face advanced to 120 m, the attenuation of pressure and the increase in the seepage velocity were significantly slowed down. These experimental results provide a reference for the layout and maintenance of underground reservoirs and water-conserved mining in Western China.

以大柳塔矿区为工程背景,通过液固耦合物理模拟和COMSOL数值模拟试验,研究了弱胶结覆岩内裂缝分布及水的运移规律。结果表明:顶板初步垮落后,覆岩纵向上各种裂缝迅速发育,在工作面相对两侧形成81°和78°角的纵向裂缝;分离层之间的空间成为水流的主要通道。在水流和岩层移动的作用下,采动裂隙在覆岩上表现为扩展-贯通-闭合的循环变化。工作面充分开采后,上覆岩层的贯通裂隙和工作面采动裂隙成为水流的主要通道。数值模拟结果表明,随着工作面推进,覆岩水渗流速率增大。当工作面推进至120 m时,压力衰减和渗流速度增加明显减缓。试验结果可为西部地区地下水库的布置、维护和节水开采提供参考。
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引用次数: 0
Helical Path Tortuosity Model for Sandstone Formations: A Unified Approach Across Permeability Ranges 砂岩地层的螺旋路径弯曲度模型:跨渗透率范围的统一方法
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-06-30 DOI: 10.1155/gfl/5535678
Khaled Altarawneh, Hana Abu Zaher

This study develops a helical path tortuosity model with formation-specific parameterization to address the critical limitation of existing tortuosity models that typically excel within narrow permeability ranges. The model decomposes total tortuosity into three physically meaningful components: geometric tortuosity arising from flow path winding, constriction effects from pore throat narrowing, and percolation factors reflecting connectivity limitations. We implemented formation-specific critical porosity thresholds (ϕ0) calibrated to unique connectivity characteristics of different sandstone classes. The model was validated across an extensive dataset spanning five orders of magnitude in permeability (0.00006–36 μm2), encompassing tight German sandstones, clean Fontainebleau quartz arenites, and unconsolidated high-connectivity formations. Formation-specific parameterization significantly improved predictive performance compared to the global model, with R2 increasing from 0.77 (global) to 0.89–0.97 (formation-specific) and MAPE decreasing from 10.11% to 2.46%–4.40%. Quantitative component contribution analysis revealed that while geometric tortuosity dominates across all formation types (70%–77%), the relative importance of constriction and percolation effects varies systematically with formation characteristics. The model establishes formation-specific parameter scaling relationships that provide deeper insights into the fundamental physics governing fluid transport across different sandstone classes. This unified approach bridges critical gaps in our ability to predict tortuosity across the full spectrum of sandstone formations encountered in geological systems.

该研究开发了一种具有特定地层参数化的螺旋路径弯曲模型,以解决现有弯曲模型在狭窄渗透率范围内的关键局限性。该模型将总扭曲度分解为三个有物理意义的组成部分:由流道缠绕引起的几何扭曲度,由孔喉变窄引起的收缩效应,以及反映连通性限制的渗透因子。根据不同砂岩类型的独特连通性特征,采用了特定于地层的临界孔隙度阈值(ϕ0)。该模型在渗透率为5个数量级(0.00006-36 μm2)的广泛数据集上进行了验证,包括致密的德国砂岩、干净的枫丹白露石英砂质和松散的高连通性地层。与全局模型相比,特定地层参数化显著提高了预测性能,R2从0.77(全局)增加到0.89-0.97(特定地层),MAPE从10.11%下降到2.46%-4.40%。定量成分贡献分析显示,尽管几何扭曲在所有地层类型中占主导地位(70%-77%),但收缩和渗透效应的相对重要性随着地层特征而系统性变化。该模型建立了特定于地层的参数标度关系,可以更深入地了解控制流体在不同砂岩类别中运移的基本物理特性。这种统一的方法弥补了我们在预测地质系统中遇到的全谱砂岩地层扭曲度方面的关键空白。
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引用次数: 0
Intelligent Prediction of Lost Circulation and Gas Invasion in Cementing Operations Based on ACO-SWXGBoost 基于ACO-SWXGBoost的固井漏失与气侵智能预测
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-06-24 DOI: 10.1155/gfl/1514125
Wei Ji, Mengyuan Xiong, Shuangjin Zheng

Lost circulation and gas invasion during cementing operations pose significant threats to safety and efficiency, making accurate prediction and timely early warning a critical concern in the industry. This paper proposes an intelligent early warning model based on ant colony optimization (ACO) and an enhanced version of XGBoost (SWXGBoost). The model extracts both raw features and slope-based variations of key parameters—flow rate, pressure, and density—to enhance representation, incorporates a sliding window and time decay mechanism to capture dynamic patterns, and leverages ACO to optimize hyperparameters for improved predictive performance. Experimental results based on 1800 field samples show that ACO-SWXGBoost achieves superior performance compared to mainstream baseline models, with a micro-F1 of 0.955, precision of 0.949, and recall of 0.961. On average, the model outperforms XGBoost, LightGBM, random forest, and decision tree by 5.55%, 7.28%, and 6.48% on the three respective metrics. Furthermore, SHAP analysis confirms a strong alignment between model predictions and field knowledge, highlighting the critical role of pressure, flow rate, and density in anomaly identification. The proposed approach is readily deployable within real-time monitoring systems, offering a reliable and interpretable solution for intelligent risk detection and early warning in cementing operations.

固井作业中的漏失和气体侵入对安全性和效率构成了重大威胁,因此准确的预测和及时的预警是行业关注的关键问题。本文提出了一种基于蚁群优化(ACO)的智能预警模型和增强版的XGBoost (SWXGBoost)。该模型既提取原始特征,也提取关键参数(流量、压力和密度)的斜率变化,以增强表征,结合滑动窗口和时间衰减机制来捕获动态模式,并利用蚁群算法优化超参数,以提高预测性能。基于1800个现场样本的实验结果表明,ACO-SWXGBoost的微f1为0.955,精度为0.949,召回率为0.961,优于主流基线模型。平均而言,该模型在三个各自的指标上比XGBoost、LightGBM、随机森林和决策树分别高出5.55%、7.28%和6.48%。此外,SHAP分析证实了模型预测与现场知识之间的高度一致性,强调了压力、流量和密度在异常识别中的关键作用。该方法易于在实时监测系统中部署,为固井作业中的智能风险检测和早期预警提供了可靠且可解释的解决方案。
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引用次数: 0
Quantitative Analysis of Gas Occurrence States and Its Controlling Factors in Deep CBM Reservoirs: An Integrated Model With Application in Linxing Block 深部煤层气储层气相赋存状态及控制因素定量分析——综合模型及其在临兴区块的应用
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-06-23 DOI: 10.1155/gfl/5449100
Jian Wu, Songhang Zhang, Weiwei Chao, Tengfei Jia, Wenchun Peng, Zizhen Liu, Shilong Li

Deep coalbed methane (CBM) is a crucial resource for ensuring energy security. Despite some successful localized deep CBM developments, the unclear understanding of gas content and gas occurrence state remains a key obstacle to the comprehensive development of deep CBM. This study utilizes data from pressure-preserved coring and wireline coring gas content tests, isothermal adsorption tests, and well test temperature and pressure data to establish a methodological model. This model corrects the gas content obtained from wireline coring and determines the gas occurrence state. The gas content, including adsorbed and free gas content, and gas/water saturation were calculated, and the controlling factors were analyzed. The results reveal that the high values of total gas content and adsorbed gas content are concentrated in the southwestern part of the study area. The adsorption capacity of the coal, influenced by its degree of metamorphism, is identified as the primary factor affecting the total gas content and adsorbed gas content. Furthermore, the high values of free gas content are primarily concentrated at the northwestern edge of the study area. The main factors affecting the porosity difference of free gas are coal metamorphism type and inertinite content. Areas affected by magmatic thermal metamorphism and those with high inertinite content tend to have higher porosity. Additionally, pressure, rather than temperature, is identified as the main factor determining the density of free gas. These findings provide a relatively simple indirect method for obtaining deep CBM content and occurrence state, particularly for studying the free gas content in deep coal seams. This approach is aimed at offering theoretical support for the development of deep CBM in the middle Linxing block.

深层煤层气是保障能源安全的重要资源。尽管局部深部煤层气开发取得了成功,但对含气量和赋存状态的认识不清仍然是制约深部煤层气综合开发的主要障碍。本研究利用保压取心和电缆取心含气量测试、等温吸附测试以及试井温度和压力数据建立方法模型。该模型对电缆取心获得的含气量进行了校正,确定了含气量的赋存状态。计算了吸附气含量、游离气含量、气水饱和度,并对控制因素进行了分析。结果表明,总含气量和吸附气含量高值区均集中在研究区西南部。煤的吸附能力受其变质程度的影响,是影响总瓦斯含量和吸附瓦斯含量的主要因素。游离气含量高值区主要集中在研究区西北边缘。影响游离气孔隙度差异的主要因素是煤的变质类型和惰质含量。受岩浆热变质作用影响的地区和惰质含量高的地区孔隙度较高。此外,压力,而不是温度,被认为是决定自由气体密度的主要因素。这些发现为获取深部煤层气含量和赋存状态,特别是研究深部煤层游离气含量提供了一种相对简单的间接方法。该方法旨在为临兴中段深部煤层气开发提供理论支持。
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引用次数: 0
Optimizing Well Selection in Hydraulic Fracturing Using Advanced Machine Learning Approaches 利用先进的机器学习方法优化水力压裂选井
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-06-19 DOI: 10.1155/gfl/9802201
Hai T. Nguyen, Tarek Al-Arbi Ganat, Tu V. Truong

This research evaluates the performance of artificial neural networks (ANNs) and adaptive neuro-fuzzy inference systems (ANFIS) in selecting well candidates for hydraulic fracturing (HF) in the Bach Ho oilfield, Vietnam. Traditional well selection often depends on expert judgment and deterministic criteria, which may be limited in uncertain and data-constrained reservoir environments. To address this limitation, machine learning models are applied to improve decision-making accuracy. A dataset of 41 wells was analyzed using permeability, porosity, skin factor, reservoir pressure, water cut, and reservoir thickness to predict post-HF daily production rates. Both models were trained and evaluated using RMSE, MSE, MAE, and R2. The ANFIS model demonstrated superior accuracy, achieving an RMSE of 4.24, R2 of 0.93, and MAE of 4.24 on the training set. On the testing set, ANFIS achieved an RMSE of 40.44, R2 of 0.81, and MAE of 30.33, outperforming the ANN model, which recorded an RMSE of 40.43, R2 of 0.59, and MAE of 31.86. These results suggest that ANFIS is more effective in capturing nonlinear relationships and handling input uncertainties. The study presents a practical, interpretable tool for supporting petroleum engineers in prioritizing HF candidates, ultimately enhancing oil recovery and resource allocation in complex reservoir settings.

本研究评估了人工神经网络(ann)和自适应神经模糊推理系统(ANFIS)在越南Bach Ho油田水力压裂(HF)候选井选择中的性能。传统的选井通常依赖于专家判断和确定性标准,这在不确定和数据受限的油藏环境中可能会受到限制。为了解决这一限制,机器学习模型被应用于提高决策准确性。对41口井的数据集进行了分析,包括渗透率、孔隙度、表皮系数、油藏压力、含水率和油藏厚度,以预测hf后的日产量。使用RMSE、MSE、MAE和R2对两个模型进行训练和评估。ANFIS模型在训练集上的RMSE为4.24,R2为0.93,MAE为4.24。在测试集上,ANFIS的RMSE为40.44,R2为0.81,MAE为30.33,优于ANN模型的RMSE为40.43,R2为0.59,MAE为31.86。这些结果表明,ANFIS在捕获非线性关系和处理输入不确定性方面更有效。该研究提供了一种实用的、可解释的工具,可帮助石油工程师确定HF候选物的优先级,最终提高复杂油藏的采收率和资源分配。
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引用次数: 0
Research on the Deformation Mechanism and Control Technology of the Floor in Deep Soft Rock Roadway 深部软岩巷道底板变形机理及控制技术研究
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-06-13 DOI: 10.1155/gfl/5130542
Dezhi Zhu, Linsheng Gao, Qi Ma, Zhuang Zhuo, Zexin Li

Due to the influence of high crustal stress, weak surrounding rock, and other factors, deep soft rock roadways are often in complex stress states. This study takes the III4104 roadway as the research object to reveal the deformation mechanisms of deep soft rock roadways, aiming to effectively address the support challenges faced by such roadways. Firstly, a field survey summarized the failure characteristics of deep soft rock roadway and analyzed the causes of failure. Secondly, a mechanical model of floor heave was established, and the maximum depth of floor damage was calculated. Subsequently, based on the UDEC Trigon method, a discrete element numerical model that meets engineering scale was constructed, and a correction method for model parameters was proposed. Through simulation research, the deformation characteristics of surrounding rock, displacement vector distribution, crack distribution, and plastic zone extent were explored. Finally, a combined control technology of “roof corner anchor cable + rib anchor cable + concrete inverted arch + floor anchor cable” was proposed, along with specific parameters, and successfully applied in the III4104 roadway. The application results showed that, after 50 days of monitoring, the surrounding rock deformation stabilized, with the overall deformation rate controlled within 5%, indicating good control performance. The research results provide technical assistance for the stable control of surrounding rock deformation in deep soft rock roadways.

由于高地应力、弱围岩等因素的影响,深部软岩巷道往往处于复杂的应力状态。本研究以III4104巷道为研究对象,揭示深部软岩巷道的变形机理,旨在有效解决深部软岩巷道面临的支护挑战。首先,通过现场调查,总结了深部软岩巷道的破坏特征,分析了破坏原因。其次,建立了底鼓力学模型,计算了最大底鼓损伤深度;随后,基于UDEC三角法,构建了满足工程尺度的离散元数值模型,并提出了模型参数的修正方法。通过模拟研究,探讨了围岩的变形特征、位移矢量分布、裂缝分布及塑性区范围。最后,提出了“顶板角部锚索+肋部锚索+混凝土倒拱+底板锚索”组合控制技术及具体参数,并成功应用于III4104巷道。应用结果表明,经过50天的监测,围岩变形稳定,整体变形率控制在5%以内,控制效果良好。研究成果为深部软岩巷道围岩变形的稳定控制提供了技术支持。
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引用次数: 0
Analysis of the Impact of Geological Factors on the Distribution of Abutment Pressure in Deep-Buried Longwall Faces 地质因素对深埋长壁工作面支承压力分布的影响分析
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-06-12 DOI: 10.1155/gfl/2736614
Man Wang, Huidong Zhang, Songtao Ji, Wending Zhang, Zehua Niu, Rui Min, Huice Jiao, Yong Liu

To investigate the control factors of mine disasters induced by high ground pressure, this paper takes a longwall face of Pingdingshan No. 10 coal mine as the engineering background. By employing the analytical model and numerical simulation methods, this study quantified the movement characteristics of the hard roof strata and the evolution of mining-induced stress. The control mechanisms of various geological factors on the distribution of the abutment pressure were evaluated. The results indicate that (1) the PFC-FLAC coupled numerical model can effectively simulate and predict the characteristics of roof collapse and the distribution characteristics of abutment pressure. (2) The first weighting distance, the peak of the abutment pressure, and the influence range of the abutment pressure can be measured by the proposed model, whereas the periodic weighting barely can be observed. (3) The tensile strength and thickness of the hard roof directly control the peak value of the abutment pressure and the first weighting distance. As the strength and thickness of the hard roof increase, both the peak value and influence distance of the abutment pressure significantly increase. When the tensile strength of the hard roof reaches a high value, the development of fractures in the hard roof shows a clear periodicity pattern. The vertical stress significantly affects the movement and fracturing of the overburden, while the horizontal stress has a limited impact on the movement and fracturing of the overburden. The proposed methods provide technical guidance and theoretical support for controlling ground pressure in deep-buried longwall faces.

为探讨高地压矿井灾害的控制因素,本文以平顶山十矿某长壁工作面为工程背景。采用解析模型和数值模拟方法,定量分析了硬顶板岩层的移动特征和采动应力演化规律。评价了各种地质因素对桥台压力分布的控制机制。结果表明:(1)PFC-FLAC耦合数值模型能有效地模拟和预测顶板坍塌特征和桥台压力分布特征;(2)该模型可以测量第一次加权距离、台压力峰值和台压力影响范围,而不能观测到周期加权。(3)硬顶板的抗拉强度和厚度直接控制着支承压力峰值和首重距离。随着硬顶板强度和厚度的增加,支承压力峰值和影响距离均显著增大。当硬顶板抗拉强度达到较高值时,硬顶板裂缝发育呈现明显的周期性规律。竖向应力对覆岩的移动和破裂影响显著,而水平应力对覆岩的移动和破裂影响有限。该方法为深埋长壁工作面地压控制提供了技术指导和理论支持。
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引用次数: 0
Groundwater Quality and Appropriateness for Drinking and Agriculture Purposes Using Water Quality Indices and Multivariate Statistical Analysis in Kombolcha City, Ethiopia 基于水质指标和多元统计分析的埃塞俄比亚孔博尔查市地下水水质及饮用和农业用水适宜性
IF 1.2 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2025-05-30 DOI: 10.1155/gfl/9180955
Nurye Mohammed, Kidest Tadesse, Tamru Tesseme Aragaw, Shankar Karuppannan

The study used an integrated method of water quality indices (WQIs) and multivariate statistical analysis to evaluate the hydrogeochemical characteristics of groundwater samples and their appropriateness for drinking and agricultural applications in Kombolcha City. The hydrogeochemical parameters from 17 water samples were examined using standard methods. The WQI, irrigation indices, and geographical information systems (GISs) were used to determine groundwater suitability for various purposes and the spatial distribution of major ions. The study also utilized multivariate statistical methods, including principal component analysis (PCA) and cluster analysis (CA), to evaluate complex groundwater quality datasets. The results revealed that all hydrogeochemical characteristics were in line with Ethiopian drinking water standards and WHO drinking water guidelines. The WQI indicates that 94% of the samples are in excellent condition, whereas about 6% are in acceptable drinking water conditions in the study area’s southern and central regions with considerable agricultural and industrial activities. The Ca2+-HCO3 facies comprise about 53% of the shallow aquifer, and the remaining samples are found in the Ca2+-Mg2+-Cl and Ca2+-Na+-HCO3–type facies. SAR, Na%, PI, and MAR indicators showed that most water samples are very good to moderately suitable for agricultural use. CA uses dendrogram plots to group groundwater characteristics and sample locations into three groups based on common groundwater features. The study concluded that the combination of WQI, multivariate statistical, and GIS is a viable approach for prioritizing groundwater mitigation and monitoring efforts in Ethiopia’s semiarid regions of the Awash River basin.

采用综合水质指标和多元统计分析方法,评价了孔波尔查市地下水水文地球化学特征及其饮用和农业用水的适宜性。采用标准方法测定了17个水样的水文地球化学参数。利用WQI、灌溉指数和地理信息系统(gis)来确定地下水的各种用途适宜性和主要离子的空间分布。本研究还利用多元统计方法,包括主成分分析(PCA)和聚类分析(CA),对复杂的地下水水质数据集进行评价。结果表明,所有水文地球化学特征均符合埃塞俄比亚饮用水标准和世界卫生组织饮用水准则。WQI表明,94%的样本状况良好,而在研究区域的南部和中部地区,大约6%的样本处于可接受的饮用水状况,农业和工业活动较多。约53%的浅层含水层样品为Ca2+-HCO3 -相,其余样品为Ca2+-Mg2+-Cl -和Ca2+-Na+-HCO3 -相。SAR、Na%、PI和MAR指标表明,大多数水样非常好到中等适合农业使用。CA使用树形图将地下水特征和样本位置根据共同的地下水特征分为三组。该研究的结论是,将WQI、多元统计和地理信息系统相结合是一种可行的方法,可以优先考虑阿瓦什河流域埃塞俄比亚半干旱地区的地下水缓解和监测工作。
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引用次数: 0
期刊
Geofluids
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