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Cole-Cole Model Parameter Estimation from Multi-frequency Complex Resistivity Spectrum Based on the Artificial Neural Network 基于人工神经网络的多频复电阻率谱Cole-Cole模型参数估计
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2021-03-01 DOI: 10.32389/JEEG20-054
Weiqiang Liu, Rujun Chen, Liangyong Yang
In near surface electrical exploration, it is often necessary to estimate the Cole-Cole model parameters according to the measured multi-frequency complex resistivity spectrum of ore and rock samples in advance. Parameter estimation is a nonlinear optimization problem, and the common method is least square fitting. The disadvantage of this method is that it relies on initial value and the result is unstable when data is confronted with noise interference. To further improve the accuracy of parameter estimation, this paper applied artificial neural network (ANN) method to the Cole-Cole model estimation. Firstly, a large number of forward models are generated as samples to train the neural network and when the data fitting error is lower than the error threshold, the training ends. The trained neural network is directly used to efficiently estimate the parameters of vast amounts of new data. The efficiency of the artificial neural network is analyzed by using simulated and measured spectral induced polarization data. The results show that artificial neural network method has a faster computing speed and higher accuracy in Cole-Cole model parameter estimation.
在近地表电性勘查中,往往需要根据实测矿岩样品的多频复电阻率谱提前估算出Cole-Cole模型参数。参数估计是一个非线性优化问题,常用的方法是最小二乘拟合。该方法的缺点是依赖于初始值,当数据受到噪声干扰时,结果不稳定。为了进一步提高参数估计的精度,本文将人工神经网络(ANN)方法应用到Cole-Cole模型估计中。首先,生成大量正演模型作为样本对神经网络进行训练,当数据拟合误差小于误差阈值时,训练结束。将训练好的神经网络直接用于有效地估计大量新数据的参数。利用模拟和实测的光谱诱导极化数据,分析了人工神经网络的效率。结果表明,人工神经网络方法在Cole-Cole模型参数估计中具有更快的计算速度和更高的精度。
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引用次数: 2
One-dimensional Laterally Constrained Joint Anisotropic Inversion of CSRMT and ERT Data CSRMT和ERT数据的一维横向约束联合各向异性反演
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2021-03-01 DOI: 10.32389/JEEG20-060
A. Shlykov, A. Saraev, S. Agrahari, B. Tezkan, Akarsh Singh
In this paper, we discuss several approaches for a joint inversion of controlled source radiomagnetotelluric (CSRMT) and electrical resistivity tomography (ERT) data observed over anisotropic media. We compare results of 2D isotropic joint inversion with results of a newly developed joint 1D anisotropic inversion algorithm. The developed algorithm involves the full controlled source high frequency forward and inversion formulations without the plane wave assumption. We demonstrate that for measurements on an anisotropic subsurface the isotropic joint inversion cannot fit both datasets properly due to a high anisotropy of shallow horizons of quaternary sands and loams. The joint anisotropic inversion helps to solve this problem and highlights the advantages of a joint inversion of CSRMT and ERT data. We also demonstrate application of the laterally constrain algorithm for the anisotropic inversion. Results of the joint 1D anisotropic inversion of CSRMT and ERT data were successfully compared with existing borehole data.
本文讨论了在各向异性介质上观测到的可控源辐射大地电磁(CSRMT)和电阻率层析成像(ERT)数据联合反演的几种方法。将二维各向同性联合反演的结果与新开发的一维各向异性联合反演算法的结果进行了比较。所开发的算法包括全可控源高频正演和反演公式,没有平面波假设。研究表明,在各向异性地下测量中,各向同性联合反演不能很好地拟合两个数据集,因为第四系砂层和壤土层的浅层具有很高的各向异性。联合各向异性反演有助于解决这一问题,突出了CSRMT和ERT数据联合反演的优势。我们还演示了横向约束算法在各向异性反演中的应用。将CSRMT和ERT联合一维各向异性反演结果与现有钻孔资料进行了对比。
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引用次数: 4
Research on Pseudo-2D Joint Inversion of TEM and CSAMT Based on Well Log Constraint 基于测井约束的瞬变电磁法与CSAMT伪二维联合反演研究
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2021-03-01 DOI: 10.32389/JEEG20-052
Dong Yi, Cheng Jiu-long, Xu Junjie, Wen Laifu, Chen Tao, Wang Huijie, Chen Zhi, Tian Chuxiao
The transient electromagnetic method (TEM) and controlled-source audio-frequency magnetotellurics method (CSAMT) are commonly used in detecting water abundance of rock formation and faults in coal mines. However, these methods show low accuracy, given the multiplicity of their inversion results, especially for areas with minor differences in lithology and electrical property. To improve the accuracy of electromagnetic exploration, a pseudo-2D joint inversion is performed. The objective function of this pseudo-2D joint inversion is established, and the joint inversion process is constrained by resistivity logging data. Afterward, the symmetric successive over-relaxation (SSOR) is used to realize the pseudo-2D joint inversion calculation of TEM and CSAMT with well log constraint. The effectiveness of joint inversion is verified by combining synthetic and field data. Results show that the pseudo-2D joint inversion results of TEM and CSAMT with well log constraint correspond to the actual geological situation. Compared with either TEM or CSAMT, joint inversion has a significantly better capability of reflecting water abundance in rock formation and faults.
瞬变电磁法(TEM)和可控源音频大地电磁法(CSAMT)是煤矿地层和断层水丰度探测的常用方法。然而,考虑到反演结果的多样性,这些方法的精度较低,特别是在岩性和电性差异较小的地区。为了提高电磁勘探精度,进行了伪二维联合反演。建立了拟二维联合反演的目标函数,联合反演过程受电阻率测井资料约束。随后,利用对称逐次超松弛(SSOR)实现了具有测井约束的瞬变电磁法和CSAMT的伪二维联合反演计算。通过综合资料与现场资料的结合,验证了联合反演的有效性。结果表明,具有测井约束的瞬变电磁法与CSAMT伪二维联合反演结果符合实际地质情况。与瞬变电磁法和CSAMT相比,联合反演在反映地层和断层中丰度的能力明显更好。
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引用次数: 4
Characterization of a Karst Site using Electrical Resistivity Tomography and Seismic Full Waveform Inversion 利用电阻率层析成像和地震全波形反演表征喀斯特遗址
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2021-03-01 DOI: 10.32389/JEEG20-045
M. Kiernan, D. Jackson, J. Montgomery, J. Anderson, Brannon W. McDonald, K. C. Davis
Karst geology is characterized by the presence of sinkholes and voids, which may pose significant risk to existing infrastructure. Sinkhole formation is often observed near active quarries, where dewatering operations can alter regional groundwater flow patterns leading to subsidence and increased void formation. In these areas, identifying locations which may be susceptible to sinkhole formation requires an ability to map dissolution features within the rock. Traditional geotechnical explorations alone are not well-suited to this effort as they only provide subsurface information at discrete points and therefore may miss voids within the rock. Geophysical methods offer a means to produce continuous profiles of the rock surface and possible locations for voids but interpreting the results of these tests in karstic geology can be challenging. This study uses 2D electrical resistivity and seismic surveys at a site with previous sinkhole activity along an interstate in central Alabama. The site is adjacent to a limestone quarry. Resistivity data is collected using 2D dipole-dipole and strong-gradient arrays. The seismic data is processed using a full waveform inversion (FWI) technique. Subsurface profiles interpreted from the geophysical surveys are then compared to borehole data from previous site investigations. Results from the geophysical surveys are found to be consistent with borehole data regarding variation of bedrock depth and identification of possible sinkhole features. Potential limitations and sources of error pertaining to each survey type are considered.
岩溶地质的特点是存在天坑和空洞,这可能对现有基础设施构成重大风险。在活跃采石场附近经常观察到天坑的形成,在那里,脱水作业可以改变区域地下水流动模式,导致下沉和增加空洞的形成。在这些地区,确定可能容易形成天坑的位置需要能够绘制岩石内部的溶解特征。传统的地质技术勘探并不适合这种工作,因为它们只能提供离散点的地下信息,因此可能会错过岩石内部的空洞。地球物理方法提供了一种生成岩石表面连续剖面和空洞可能位置的方法,但在岩溶地质学中解释这些测试结果可能具有挑战性。本研究使用二维电阻率和地震测量,在阿拉巴马州中部的一个州际公路上进行了以前的天坑活动。场地毗邻石灰岩采石场。电阻率数据采用二维偶极子-偶极子和强梯度阵列收集。地震数据使用全波形反演(FWI)技术进行处理。然后将从地球物理调查中解释的地下剖面与以前现场调查的钻孔数据进行比较。地球物理测量结果与钻孔资料在基岩深度变化和可能的天坑特征识别方面基本一致。考虑了每种调查类型的潜在限制和误差来源。
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引用次数: 3
Application of the Wide Field Electromagnetic Method for Oil and Gas Exploration in a Red-bed Basin of South China 广场电磁法在华南红层盆地油气勘探中的应用
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2021-03-01 DOI: 10.32389/JEEG20-041
Diquan Li, Qiao Zhang
Red-bed basins with rich hydrocarbon source rocks are widely distributed in south China, such as Banshi Basin in southern Jiangxi, which may have very good prospects for oil and gas exploration. However, due to poor ground conditions, and complex geological structures, seismic exploration and conventional electromagnetic methods cannot provide useful information for hydrocarbon evaluation. This study uses the wide field electromagnetic (WFEM) method to investigate the distribution and geoelectric characteristics of the target stratum of a red-bed basin in Jiangxi province, China. The inversion results demonstrate that the WFEM method could quickly delineate the favorable area and determine the location of the parametric well, confirming that the WFEM method is an effective geophysical exploration method for evaluating hydrocarbon resources in red-bed basins.
华南地区广泛分布着富含烃源岩的红层盆地,如赣南的半石盆地,具有很好的油气勘探前景。然而,由于地面条件差,地质构造复杂,地震勘探和常规电磁方法无法为油气评价提供有用的信息。利用广场电磁(WFEM)方法研究了江西某红层盆地目标层的分布和地电特征。反演结果表明,WFEM方法能快速圈定有利区域,确定参数井位置,证实了WFEM方法是评价红层盆地油气资源的有效物探方法。
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引用次数: 3
Impulse Processing Algorithm for Random Source Signals of Roadheaders That Is Based on Compound Interferometry 基于复合干涉法的掘进机随机源信号脉冲处理算法
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2021-03-01 DOI: 10.32389/JEEG20-026
Shenglin Li, Pingsong Zhang, Chaoqiang Xi
The boom-type roadheader is the main equipment for realizing the mechanization of coal drifting in coal mines, and it is an indispensable production equipment in major coal-producing countries. Substantial vibrations are generated during the operation of a roadheader; these vibrations carry substantial energy and, thus, can be regarded as a potential source and used for seismic advance detection purposes in mine drifts. Compared with a conventional exploration source, a roadheader source produces a complex continuous random signal. The shape of a seismic wavelet is uncertain and its duration is relatively long; thus, it must be processed into a conventional pulse signal before it can be used for subsequent processing and analysis. Therefore, based on the advantages of seismic interferometry in random signal processing, two seismic interference techniques, namely, deconvolution and cross-correlation, are introduced for constructing a compound interference algorithm. On the basis of a theoretically derived formula, a random signal impulse processing experiment is conducted using field-acquired source signals from a roadheader; this approach resolves the problem that cross-correlation alone cannot yield ideal results. Hence, a feasible algorithm for the impulse processing of a random signal, namely, the compound interference algorithm, is proposed. The algorithm deconvolves each seismic trace to obtain the reference trace and other receiver traces after compressing the wavelet. Then, the reference trace and each receiver trace are cross-correlated, and the wavelet time delay information of each correlated wavelet pulse, namely, the wavelet time delay information of the receiver trace relative to the reference trace, is obtained. Accordingly, the direct wave and reflected waves are recognized. To evaluate the performance of the algorithm, an algorithm application experiment is conducted for another group of random source signals that were collected by a roadheader under different coal drift conditions. Again, the algorithm processing results are consistent with the single-shot record characteristics of an explosive source. Consequently, the proposed algorithm can satisfy the requirements for engineering exploration and analysis. A comprehensive analysis further demonstrates that the compound interference algorithm is both feasible and effective and that the processed seismic signals can be used for subsequent processing and interpretation.
井架掘进机是实现煤矿进煤机械化的主要设备,是主要产煤国家不可缺少的生产设备。掘进机在工作过程中会产生大量的振动;这些振动携带大量能量,因此可视为潜在的震源,用于矿井巷道的地震提前探测目的。与常规探源相比,掘进机探源产生复杂的连续随机信号。地震小波的形状不确定,持续时间较长;因此,必须将其处理成常规脉冲信号,才能用于后续的处理和分析。因此,基于地震干涉测量在随机信号处理方面的优势,引入反褶积和互相关两种地震干涉技术,构建复合干涉算法。在理论推导公式的基础上,利用掘进机现场采集的源信号进行了随机信号脉冲处理实验;这种方法解决了单纯相互关系不能产生理想结果的问题。因此,提出了一种可行的随机信号脉冲处理算法,即复合干扰算法。该算法对每条地震道进行反卷积,压缩后得到参考道和其他接收道。然后,将参考走线与每条接收机走线相互关联,得到每条相关小波脉冲的小波时延信息,即接收机走线相对于参考走线的小波时延信息。因此,直接波和反射波被识别。为了评价算法的性能,对掘进机在不同进煤条件下采集的另一组随机源信号进行了算法应用实验。算法处理结果与爆炸源单发记录特征一致。因此,该算法可以满足工程勘探和分析的要求。综合分析进一步证明了复合干涉算法的可行性和有效性,处理后的地震信号可用于后续的处理和解释。
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引用次数: 0
3D MT Anisotropic Inversion Based on Unstructured Finite-element Method 基于非结构有限元法的三维大地电磁法各向异性反演
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2021-03-01 DOI: 10.32389/JEEG20-006
Xiaoyue Cao, Xin Huang, C. Yin, Liangjun Yan, Bo Zhang
The conventional 3D magnetotelluric (MT) forward modeling and inversions generally assume an isotropic earth model. However, wrong results can be obtained when using an isotropic model to interpret the data influenced by the anisotropy. To effectively model and recover the earth structures including anisotropy, we develop a 3D MT inversion framework for a triaxial anisotropic model. We use the unstructured finite-element method for our forward modeling. This offers more possibility to simulate more complex underground geology and topography. To solve the inverse modeling problem, we use a limited-memory quasi-Newton algorithm (L-BFGS) with a parallel direct solver for optimization that avoids the explicit calculation of the Hessian matrix and saves the memory and computational time. We validate our algorithm via numerical experiments on both synthetic data and MT survey data from the US Array project.
传统的三维大地电磁正演和反演一般采用各向同性地球模型。然而,各向异性影响下,采用各向同性模型解释数据时,可能会得到错误的结果。为了有效地模拟和恢复包括各向异性在内的地球结构,我们开发了三轴各向异性模型的三维大地电磁法反演框架。我们采用非结构化有限元法进行正演建模。这为模拟更复杂的地下地质和地形提供了更多的可能性。为了解决逆建模问题,我们使用有限内存准牛顿算法(L-BFGS)和并行直接求解器进行优化,避免了显式计算Hessian矩阵,节省了内存和计算时间。我们通过美国阵列项目的合成数据和MT调查数据的数值实验验证了我们的算法。
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引用次数: 2
Electrical Resistivity Imaging near Abandoned Steel Oil Wells: Five Case Studies, USA 美国废弃钢油井附近电阻率成像:五个案例研究
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-12-01 DOI: 10.32389/jeeg20-048
M. Saribudak, D. Rucker, Allan Haas
Abandoned wells may act as conduits for the contamination of groundwater by oil field brines and other pollutants. The steel casings of abandoned wells eventually develop leaks, which if not properly plugged, can allow pollutants to reach freshwater aquifers that supply drinking water. Resistivity surveys were conducted in the vicinity of five abandoned oil wells in order to characterize the near-surface geology and to determine the effects of the steel casings and potential leakage. The arrays consisted of dipole-dipole (DD) and inverse Schlumberger (SLB) arrays. The effects from steel cased wells can manifest as low resistivity anomalies in the vicinity of the casings, depending on proximity of the line to the well, well location along the line, and the specific array used. These features appear as vertical, circular, elliptical, and bell-like anomalies. However, in some instances with the SLB array, the data appear not to be affected by the presence of steel casings. This observation is significant because resistivity surveys utilizing the SLB array can provide reliable information on near-surface geology next to abandoned wells, and horizontal and vertical extension of brine impacted areas due to leaking abandoned oil wells. The DD array, on the other hand, is better at locating potentially hidden abandoned wells but interpreting subsurface structure or contamination with the array is more difficult.
废弃井可能成为油田盐水和其他污染物污染地下水的管道。废弃油井的钢套管最终会出现泄漏,如果不及时封堵,污染物可能会进入供应饮用水的淡水含水层。在5口废弃油井附近进行了电阻率测量,以表征近地表地质特征,并确定钢套管和潜在泄漏的影响。该阵列包括偶极-偶极(DD)和逆斯伦贝谢(SLB)阵列。钢套管井的影响可以表现为套管附近的低电阻率异常,这取决于管线与井的接近程度、管线沿线的井位以及所使用的特定阵列。这些特征表现为垂直、圆形、椭圆形和钟状异常。然而,在使用SLB阵列的某些情况下,数据似乎不受钢套管存在的影响。这一观测结果意义重大,因为利用SLB阵列的电阻率测量可以提供废弃井附近近地表地质的可靠信息,以及由于废弃油井泄漏而导致的盐水影响区域的水平和垂直延伸。另一方面,DD阵列可以更好地定位潜在的废弃井,但用该阵列解释地下结构或污染更为困难。
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引用次数: 2
Characterizing Riverbed Heterogeneity across Shifts in River Discharge through Temporal Changes in Electrical Resistivity 通过电阻率的时间变化表征河流流量变化的河床非均质性
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-12-01 DOI: 10.32389/jeeg20-049
W. Koehn, S. Tucker-Kulesza, D. R. Steward
The fluxes between groundwater and surface water play a significant role in quantifying water balance along stream reaches to continent scales. Changes in these dynamics are occurring due to aquifer depletion, where pre-development baseflow conditions have transitioned to losing conditions. This problem is studied along the Arkansas River in Western Kansas across a stream reach that transitions from near steady state to losing conditions, and contributes focused recharge to a depleting Ogallala Aquifer. Existing hydrologic data illustrates the lack of understanding they provide related to the control of fluxes exerted by alluvial deposits. Electrical resistivity imaging (ERI) surveys were conducted along this river transect to elucidate the dynamic hydrologic connection existing between the Arkansas River and underlying Arkansas Alluvial and Ogallala Aquifers. Temporal changes in ERI profiles are associated with the transient hydrologic conditions below the water-sediment interface, and complement the hydrogeologic interpretations of the individual ERI profiles. Additionally, fine grained soil inclusions may become revealed by temporal changes in resistivity due to differences in their water holding capacity relative to that of a surrounding matrix of coarser grained soil across changes in recharge. These findings corroborate the role of river-aquifer connectivity and riverbed heterogeneity on localized recharge through embedded assemblages of fine and coarse grained soils.
地下水和地表水之间的通量在定量河段至大陆尺度的水平衡中起着重要作用。由于含水层枯竭,这些动态正在发生变化,开发前的基流条件已经转变为丧失条件。这个问题是沿着堪萨斯州西部的阿肯色河研究的,该河流从接近稳定状态过渡到失去状态,并为枯竭的奥加拉拉含水层提供集中补给。现有的水文数据表明,它们对冲积沉积物对通量的控制缺乏了解。沿着这条河流样带进行了电阻率成像(ERI)调查,以阐明阿肯色河与阿肯色冲积层和奥加拉拉含水层之间存在的动态水文联系。ERI剖面的时间变化与水-沉积物界面以下的瞬时水文条件有关,并补充了单个ERI剖面的水文地质解释。此外,细粒土壤包裹体的保水能力与周围粗粒土壤基质的保水能力不同,它们的电阻率随时间变化而变化。这些发现证实了河流-含水层连通性和河床异质性通过细粒和粗粒土壤的嵌入组合对局部补给的作用。
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引用次数: 3
Cross-hole ERT Configuration Assessment for Boulder Detection: A Full-scale Physical Model Test 岩石探测的跨孔ERT配置评估:全尺寸物理模型测试
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-12-01 DOI: 10.32389/jeeg20-018
L. Nie, Junfeng Shen, Pengfei Zhou, Liu Zhengyu, Pang Yonghao, Wei Zhou, Andong Chen
In Southeast China, the presence of boulders significantly threatens subway construction projects. Undetected boulders could negatively impact the efficiency and safety of subway construction methods that use shield and tunnel-boring machines. Therefore, boulder detection is a necessary step before construction begins. Recently, the cross-hole electrical resistivity tomography (ERT) method has gained attention as a potential boulder-detection approach in subway construction projects. However, in this method, the detection effect of each electrode configuration still needs to be assessed. In this study, a full-scale physical model test was conducted to determine the optimal electrode configuration for the cross-hole ERT method. Additionally, a sensitivity analysis of three types of electrode configurations, namely, bipole–bipole, dipole–dipole, and pole–tripole, was conducted. The results showed that the detection ability of the bipole–bipole electrode configuration was satisfactory, with very good boulder-detection resolution and sensitivity. Conversely, the resolution of the dipole–dipole electrode configuration, with relatively low signal strength, decreased as boulder distribution became more complex. Although the pole–tripole electrode configuration showed acceptable resolution, the boulder-detection results had many artifacts. Thus, the full-scale physical model test was conducted to thoroughly investigate the cross-hole ERT electrode configurations and determine the influence of boulder distribution on the measurements, with a view on achieving a more efficient application of this method in the field.
在中国东南地区,巨砾的存在严重威胁着地铁建设项目。未被发现的巨砾会对使用盾构机和隧道掘进机的地铁施工方法的效率和安全性产生负面影响。因此,巨石检测是施工前的必要步骤。近年来,井间电阻率层析成像(ERT)方法作为一种有潜力的地铁工程中的抱石探测方法受到了广泛的关注。然而,在这种方法中,仍然需要评估每种电极配置的检测效果。在本研究中,进行了全尺寸物理模型试验,以确定交叉孔ERT方法的最佳电极配置。此外,对三种类型的电极结构进行了灵敏度分析,即双极-双极、偶极-偶极和极-三极。结果表明,双极-双极电极结构的检测能力令人满意,具有很好的检石分辨率和灵敏度。相反,信号强度相对较低的偶极-偶极电极结构的分辨率随着岩石分布变得更复杂而降低。虽然极-三极电极结构显示出可接受的分辨率,但巨石检测结果有许多伪影。因此,为了更有效地在现场应用该方法,我们进行了全尺寸物理模型试验,以深入研究跨孔ERT电极配置,并确定岩石分布对测量结果的影响。
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引用次数: 0
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Journal of Environmental and Engineering Geophysics
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