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3D Forward Modeling of Seepage Self-potential Using Finite-infinite Element Coupling Method 基于有限-无限单元耦合法的渗流自势三维正演模拟
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-09-01 DOI: 10.32389/jeeg19-038
Jing Xie, Yi-an Cui, Lijuan Zhang, Changying Ma, Bing-chu Yang, Xiaole Chen, Jianxin Liu
The streaming potential in porous media is one of the main constituents of the self-potential. It has attracted special attention in environmental and engineering geophysics. Forward modeling of streaming potentials could be the foundation of corresponding data inversion and interpretation, and improving the application effect of the self-potential method. The traditional finite element method has a large subdivision area and computational quantity, and the artificial boundary condition is not suitable for complex models. The Helmholtz-Smoluchowski equation is introduced for evaluating the streaming potential. Then three new shape functions of the multidirectional mapping infinite elements are proposed and the finite-infinite element coupling method is deduced for reducing the subdivision scale and improving both the calculation efficiency and accuracy. The correctness and validity of the new coupled method are verified by a resistive model in homogeneous half-space. Besides, a seepage model with complex terrain and a landfill model with dynamic leakages are modeled using the improved coupled method. The results show that the accuracy of the improved coupled method is superior to the unimproved coupled method, and is better than the finite element method. Also, the coupled method has better adaptability to complex models and is suitable for the accurate simulation of dynamic multi-source seepage models.
多孔介质中的流势是自势的主要组成部分之一。它在环境地球物理学和工程地球物理学中引起了特别的关注。流电位正演模拟可以为相应的数据反演和解释奠定基础,提高自电位法的应用效果。传统有限元法细分面积大,计算量大,人工边界条件不适合复杂模型。引入Helmholtz-Smoluchowski方程来计算流势。为了减小细分尺度,提高计算效率和精度,提出了多向映射无限元的三种新的形状函数,并推导了有限-无限元耦合方法。通过一个均匀半空间的电阻模型验证了该方法的正确性和有效性。此外,采用改进的耦合方法对具有复杂地形的渗流模型和具有动态泄漏的填埋场模型进行了建模。结果表明,改进的耦合方法的精度优于未改进的耦合方法,并优于有限元法。该方法对复杂模型具有较好的适应性,适用于动态多源渗流模型的精确模拟。
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引用次数: 8
Analysis of Magnetic Anomaly Characteristics of Underground Non-Coplanar Cross-buried Iron Pipelines 地下非共面交埋铁管道磁异常特征分析
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-092
Pan Wu, Minghui Wei
The non-coplanar cross-buried pipelines are a common way of pipeline wiring. In order to investigate the magnetic anomaly characteristics of the non-coplanar cross-buried pipelines and guide the site operation, the influences of a series of factors on the magnetic anomaly of the non-coplanar cross-buried pipelines are analyzed. Based on the principle of magnetic dipole construction, a forward model is established for the magnetic anomaly characteristics of the subsurface non-coplanar cross-buried pipelines. The basic characteristics of magnetic anomaly for the non-coplanar cross-buried pipelines are defined. The influences of geomagnetic parameters (geomagnetic intensity, geomagnetic inclination, and geomagnetic declination), pipeline parameters (thickness, magnetic susceptibility), and cross angle of pipelines on the characteristics of magnetic anomalies are analyzed. The results show that the shape of the total magnetic anomaly is mainly affected by the magnetic inclination, and the curve of magnetic anomaly at ± I site shows some symmetry. The amplitude is approximately linearly affected by the total geomagnetic field, magnetic declination, pipeline thickness, material magnetic susceptibility, and pipeline cross angle. There is a periodic change of the amplitude with the increase of geomagnetic inclination (−90°–>90°). The crest-trough distance is mainly affected by geomagnetic inclination, magnetic declination, thickness, magnetic susceptibility, and pipeline cross angle. A more accurate measurement can be achieved if the direction of the pipelines is roughly measured and then the number of measurement points is augmented near the intersection of pipelines and the measurement lines. Present work obtains the equivalent magnetic dipole units by segmenting pipelines. The magnetic anomaly characteristics of non-coplanar crossed iron pipelines are successfully simulated. The numerical results are in accordance with the experimental analysis.
非共面交埋管道是一种常用的管道布线方式。为了研究非共面交埋管道的磁异常特征,指导现场作业,分析了一系列因素对非共面交埋管道磁异常的影响。基于磁偶极子构造原理,建立了地下非共面交埋管道磁异常特征正演模型。定义了非共面交埋管道磁异常的基本特征。分析了地磁参数(地磁强度、地磁倾角、地磁偏角)、管道参数(管道厚度、磁化率)、管道交叉角对地磁异常特征的影响。结果表明,总磁异常的形状主要受磁倾角的影响,±1点的磁异常曲线具有一定的对称性。振幅与总地磁场、磁偏角、管道厚度、材料磁化率和管道交叉角呈近似线性关系。振幅随地磁倾角的增加呈周期性变化(- 90°- >90°)。波谷距离主要受地磁倾角、磁偏角、厚度、磁化率和管道横角的影响。如果对管道方向进行粗略测量,然后在管道与测量线的交点附近增加测点数量,可以获得更精确的测量结果。本文通过分割管道得到等效磁偶极子单元。成功地模拟了非共面交叉铁管道的磁异常特征。数值计算结果与实验分析基本一致。
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引用次数: 2
Imaging the Geology Ahead of a Tunnel Using Seismics and Adaptive Polarization Analysis 利用地震和自适应极化分析成像隧道前方地质
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-063
Lei Chen, Chao Fu, Xinji Xu, L. Nie
The seismic method is one of the main geophysical methods that are widely used to image the geology ahead of tunnels during tunnel construction. However, owing to the complex environment and limited observation aperture in a tunnel, symmetric false results (that appear in imaging results but not in the actual environment) frequently occur in imaging results. In a symmetric false reflection, false and true reflection points are axisymmetric around the tunnel axis. Such false results frequently cause errors in the interpretation of the geological conditions ahead of a tunnel face. To overcome this problem, a seismic method that uses adaptive polarization analysis was adopted to better image geological conditions. Based on an adaptive time window, the polarization characteristics of seismic signals were analyzed to calculate the main polarization direction. The symmetric false results in imaging results were suppressed by adopting a weighting coefficient based on the angle between the main polarization direction and ray direction. Numerical simulations revealed the superiority of the method when applied to synthetic data processing. Moreover, the method was applied to a diversion tunnel. The method successfully identified the fracture zones ahead of the tunnel face, thus significantly enhancing the safety of tunnel construction.
地震法是隧道施工中广泛应用的主要地球物理成像方法之一。然而,由于隧道环境复杂,观测孔径有限,成像结果中经常出现对称假结果(成像结果中出现而实际环境中没有出现的假结果)。在对称假反射中,假反射点和真反射点围绕隧道轴线是轴对称的。这种错误的结果常常导致对巷道前方地质条件的解释出现错误。为了克服这一问题,采用了自适应极化分析的地震方法来更好地成像地质条件。基于自适应时窗,分析了地震信号的极化特征,计算了主极化方向。采用基于主偏振方向与射线方向夹角的加权系数来抑制成像结果中的对称伪结果。数值模拟显示了该方法在综合数据处理中的优越性。并将该方法应用于某导流隧洞。该方法成功地识别了隧道工作面前方的裂隙区,大大提高了隧道施工的安全性。
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引用次数: 1
Permafrost Mapping with Electrical Resistivity Tomography: A Case Study in Two Wetland Systems in Interior Alaska 用电阻率层析成像绘制永久冻土:阿拉斯加内陆两个湿地系统的案例研究
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-091
C. Conaway, Cordell D. Johnson, T. Lorenson, M. Turetsky, E. Euskirchen, M. Waldrop, P. Swarzenski
Surface-based 2D electrical resistivity tomography (ERT) surveys were used to characterize permafrost distribution at wetland sites on the alluvial plain north of the Tanana River, 20 km southwest of Fairbanks, Alaska, in June and September 2014. The sites were part of an ecologically-sensitive research area characterizing biogeochemical response of this region to warming and permafrost thaw, and the site contained landscape features characteristic of interior Alaska, including thermokarst bog, forested permafrost plateau, and a rich fen. The results show how vegetation reflects shallow (0–10 m depth) permafrost distribution. Additionally, we saw shallow (0–3 m depth) low resistivity areas in forested permafrost plateau potentially indicating the presence of increased unfrozen water content as a precursor to ground instability and thaw. Time-lapse study from June to September suggested a depth of seasonal influence extending several meters below the active layer, potentially as a result of changes in unfrozen water content. A comparison of several electrode geometries (dipole-dipole, extended dipole-dipole, Wenner-Schlumberger) showed that for depths of interest to our study (0–10 m) results were similar, but data acquisition time with dipole-dipole was the shortest, making it our preferred geometry. The results show the utility of ERT surveys to characterize permafrost distribution at these sites, and how vegetation reflects shallow permafrost distribution. These results are valuable information for ecologically sensitive areas where ground-truthing can cause excessive disturbance. ERT data can be used to characterize the exact subsurface geometry of permafrost such that over time an understanding of changing permafrost conditions can be made in great detail. Characterizing the depth of thaw and thermal influence from the surface in these areas also provides important information as an indication of the depth to which carbon storage and microbially-mediated carbon processing may be affected.
2014年6月和9月,在阿拉斯加费尔班克斯(Fairbanks)西南20公里处的Tanana河以北冲积平原上,利用基于地面的二维电阻率层析成像(ERT)调查来表征湿地遗址的永久冻土分布。这些地点是一个生态敏感研究区域的一部分,该研究区域表征了该地区对变暖和永久冻土融化的生物地球化学响应,该地点包含阿拉斯加内陆的景观特征,包括热岩溶沼泽、森林冻土高原和丰富的沼泽。结果显示植被如何反映浅层(0-10 m深度)永久冻土分布。此外,我们在森林覆盖的永久冻土高原上看到了浅层(0-3米深)低电阻率区域,这可能表明未冻水含量的增加是地面不稳定和解冻的前兆。从6月到9月的延时研究表明,季节性影响的深度在活跃层以下延伸了几米,这可能是由于未冻水含量的变化。几种电极几何形状(偶极-偶极,扩展偶极-偶极,温纳-斯伦贝谢)的比较表明,对于我们研究感兴趣的深度(0-10米),结果是相似的,但偶极-偶极数据采集时间最短,使其成为我们的首选几何形状。结果表明,ERT调查在这些地点的永久冻土分布特征,以及植被如何反映浅层永久冻土分布的效用。这些结果对生态敏感地区具有重要的参考价值,在这些地区,地面测深可能造成过度的干扰。ERT数据可以用来描述永久冻土的精确地下几何形状,这样随着时间的推移,可以非常详细地了解永久冻土条件的变化。表征这些地区地表解冻和热影响的深度也提供了重要信息,表明碳储存和微生物介导的碳加工可能受到影响的深度。
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引用次数: 3
Wave Field Characteristics of Small Faults around the Loose Circle of Rock Surrounding a Coal Roadway 煤巷围岩松动圈周边小断层波场特征
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-073
Bo Wang, Huachao Sun, Huang Lanying, Sheng-dong Liu, Biao Jin, Heng Zhang, Zhang Zhendong, Xin Ding, Qiu Wanyong, Shengcheng Wang
The geological conditions of coal roadway excavation are complicated. Seismic advanced detection is strongly influenced by the loose circle of fractured rock surrounding the competent coal seam. However, the three-dimensional wave field characteristics of small fault advanced detection in the condition of the loose circle of coal roadway have not examined. In this paper, numerical modeling and field tests were conducted to address this knowledge gap. The results indicate that when a seismic source near the tunnel face is excited, the body waves and a Love channel wave propagate in the tunneling direction toward the small fault, then produces reflected body waves whose amplitude is relatively weak, and a reflected Love channel wave whose amplitude is relatively strong. When reflected body waves and the reflected Love channel wave enter the loose circle of surrounding rock, the former's signal is unrecognizable in seismic record; but the latter converts to a Love wave whose amplitude is strong in the loose circle of coal seam. The Love wave which has a large interval from other wave trains in the time domain is easily recognizable in seismic record, which makes it suitable for advanced detection of small fault. The signal-to-noise ratio of seismic record of X component is higher than those of Y component and Z component.
煤巷开挖地质条件复杂。地震超前探测受煤层周围裂隙松动圈的强烈影响。然而,对煤巷松动环条件下小断层超前探测的三维波场特征尚未进行研究。本文通过数值模拟和现场试验来解决这一知识差距。结果表明,当隧道工作面附近震源受到激发时,体波和Love槽波沿隧道方向向小断层传播,产生振幅相对较弱的反射体波和振幅相对较强的Love槽波反射体波。当反射体波和反射Love通道波进入围岩松散圈时,前者的信号在地震记录中无法识别;而后者在煤层松散圈内转化为振幅较强的Love波。Love波与其他波列在时域上有较大的间隔,在地震记录中易于识别,适用于小断层的超前检测。X分量地震记录的信噪比高于Y分量和Z分量。
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引用次数: 3
Ground Penetrating Radar for Water Content and Compaction Evaluation: A Laboratory Test on Construction Material 用探地雷达评价建筑材料的含水量和压实度
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-035
H. R. Roodposhti, M. Hafizi, M. Kermani
With the aid of ground penetrating radar (GPR), it is possible to evaluate physical properties of a constructed base layer in engineered structures (pavement, land consolidation projects, etc.) non-destructively, quickly, and accurately. High spatial variations of subsurface water content and deficient compaction can lead to unexpected damage and structural instability. In this research, we established a relationship between the dielectric constant, water content, and compaction, whereby, an interactive relationship between these parameters is presented. To achieve this, large-scale laboratory experiments were carried out on construction materials to simulate field conditions. According to USCS, the tested soil type was GW-GM (type E base layer according to Iran's highway specifications code). Furthermore, water content and compaction were changed between 4% -12.9% and 84.7% -94.9%, respectively. The travel-times in each test, including three profiles with more than 210 traces, are measured automatically. Additionally, the calculated dielectric constants were compared with the Topp and Roth equations. R-square and RMS error of the final interactive equation between dielectric constant and water content-compaction were 0.95 and 0.41, respectively. Moreover, the sensitivity analysis of the proposed interactive equation shows that changes in water content of soil have greater impact on dielectric constant than soil compaction changes. The data also indicate the importance of considering the compaction changes of soil to reduce the error in dielectric constant estimation.
在探地雷达(GPR)的帮助下,可以无损、快速、准确地评估工程结构(路面、土地整理工程等)中施工基层的物理性质。地下含水率的空间变化和压实不足会导致意想不到的破坏和结构不稳定。在本研究中,我们建立了介电常数,含水量和压实度之间的关系,从而提出了这些参数之间的交互关系。为了实现这一点,对建筑材料进行了大规模的实验室实验,以模拟现场条件。根据USCS,测试土壤类型为GW-GM(根据伊朗公路规范代码,E型基础层)。含水量和压实度变化范围分别为4% ~ 12.9%和84.7% ~ 94.9%。每个测试的行程时间,包括三个超过210走线的剖面,都是自动测量的。此外,还将计算得到的介电常数与Topp和Roth方程进行了比较。最终介电常数与含水量-压实作用方程的r平方和均方根误差分别为0.95和0.41。此外,本文提出的相互作用方程的敏感性分析表明,土壤含水量的变化对介电常数的影响大于土壤压实度的变化。数据还表明考虑土壤压实变化对减小介电常数估计误差的重要性。
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引用次数: 2
Full Waveform Inversions of Borehole Transient Electromagnetic Virtual Wave Fields and Potential Applications 井眼瞬变电磁虚波场全波形反演及其潜在应用
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-065
Fan Tao, Qin Zhipeng, Yan Bin, Zhao Zhao, Wang Bingchun, Shi Xianxin, Liu Lei, Zhao Rui, Wang Ji-kuang, Li Bofan, Fang Zhe
The transient electromagnetic method (TEM) for boreholes uses fixed source loops to launch at excavation faces, and is able to realize the mobile reception of secondary fields in the boreholes and detections of low-resistance hazards. This method is known as high detection accuracy, due to the fact that the receiving points are close to the anomalies. However, the interpretation method for this device has not yet been perfected. The present study's goal was to realize the interpretations of boreholes TEM based on inverse transform algorithms of the TEM wave-fields and full waveform inversions. It was found that under the conditions of transient electromagnetic virtual wave-fields, the characteristics of the virtual wave-field time-distance curves of the two-dimensional device could be examined, and a corresponding dynamic correction algorithm was successfully obtained. The wave-field velocities were analyzed using an equivalent conductive plane method. Additionally, the pseudo-seismic inversions of the tunnel-borehole TEM data were realized using full waveform inversion technology. Then, the inversion results of the three-dimensional numerical simulations, flume physical simulations, and downhole field simulations were calculated. It was observed that good imaging results had been obtained for small-scale borehole radial anomalies. Finally, the proposed method was applied to the engineering practices in an underground coal mine in Shanxi Province. The practicability and effectiveness of the proposed method in the fine detection of the properties, forms, and scale of water-logged goaf roadways were successfully tested in the field. The research results indicated that the roadway-borehole transient electromagnetic detection method was complementary to the underground geophysical exploration and drilling, and could be effectively applied in the detection of water-logged goaf roadways.
钻孔瞬变电磁法采用固定源环在开挖面发射,能够实现钻孔二次场的移动接收和低阻危害的探测。由于接收点离异常点较近,该方法具有较高的检测精度。然而,该装置的解释方法尚未完善。本研究的目标是基于瞬变电磁波场反变换算法和全波形反演实现钻孔瞬变电磁法的解释。研究发现,在瞬变电磁虚波场条件下,可以检测二维器件虚波场时距曲线的特性,并成功得到相应的动态校正算法。采用等效导电平面法对波场速度进行了分析。利用全波形反演技术实现了隧道-钻孔瞬变电磁法的拟地震反演。然后对三维数值模拟、水槽物理模拟和井下现场模拟的反演结果进行了计算。结果表明,该方法对小尺度井眼径向异常成像效果良好。最后,将该方法应用于山西某地下煤矿的工程实践。该方法在水淹采空区巷道性质、形态和规模精细检测中的实用性和有效性已在现场得到成功验证。研究结果表明,巷道-井瞬变电磁探测方法是对地下物探钻探的补充,可有效应用于采空区巷道的水淹探测。
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引用次数: 0
Geophysical Exploration of a Historical Stamp Mill Dump for the Volume Estimation of Valuable Residues 历史碾压机堆的物探及有价残量估算
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-080
T. Martin, Kerstin Kuhn, T. Günther, R. Kniess
We present an approach for the estimation of ore processing residue volumes in historical mine waste dumps by the use of different geophysical methods in combination with mineralogical investigations. The stamp mill dump in the Harz mountains, Germany was examined with the methods electrical resistivity tomography (ERT), ground penetrating radar (GPR) and spectral induced polarization (SIP) flanked by mineralogical studies at many drilling points. The mineralogical results were used to calibrate the geophysical results and to distinguish between valuable and non-valuable waste material.With SIP we investigated individual profiles and took lab samples. These lab results emphasize the differences between the fine-grained tailings of clayey silt to silty sand in the top layer and the sandy tailings underneath in both resistivity and phase. From the GPR results we can distinguish between different layers and various backfillings in the first two meters due to the much higher resolution than the other methods. From ERT we achieved an overview about the dimension and inner structure of the dump and the boundary between the sandy residual material and the host rock. To estimate the volume of the residual body we carried out 2D inversion of all ERT profiles followed interpolation between the inverted profiles. From the drilling interpretation, the SIP lab results and the ERT field measurements we defined a resistivity threshold of 350 ohm-m for the ore processing residues to achieve a 3-dimensional body of the dump. The volume of this body was then corrected by a factor due to consideration of uncertainties, e.g., forest areas, inaccessible dump sections, small-scale anomalies (geological or different anthropogenic nature) and inversion coverage. As a result, we were able to calculate the volume of the ore processing residues which can be used further for the determination of the economic potential (remaining metal content). (Less)
我们提出了一种利用不同的地球物理方法结合矿物学调查来估计历史矿山废物堆中矿石加工残留物体积的方法。采用电阻率层析成像(ERT)、探地雷达(GPR)和光谱诱导极化(SIP)等方法,并在多个钻孔点进行了矿物学研究,对德国哈茨山脉的冲压机堆进行了检测。矿物学结果被用来校准地球物理结果,并区分有价值和无价值的废物。通过SIP,我们调查了个人资料并采集了实验室样本。这些实验结果强调了粘土粉砂细粒尾砂在顶部与下面的砂质尾砂在电阻率和相位上的差异。通过探地雷达的探测结果,可以区分出前两米的不同层位和不同的充填体,其分辨率远高于其他方法。通过ERT,我们对排土场的尺寸和内部结构以及砂质残余物质与宿主岩石之间的边界进行了概述。为了估计残余体的体积,我们对所有ERT剖面进行了二维反演,然后在反演剖面之间进行插值。根据钻井解释、SIP实验室结果和ERT现场测量,我们为矿石加工残留物定义了350欧姆的电阻率阈值,以获得排土场的三维体。然后,由于考虑到不确定因素,例如森林地区、无法进入的垃圾场、小尺度异常(地质或不同的人为性质)和反演覆盖范围,对该体的体积进行校正。因此,我们能够计算出矿石加工残留物的体积,这可以进一步用于确定经济潜力(剩余金属含量)。(少)
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引用次数: 7
Field Investigation on the Effects of Base Plate Material on Experimental Surface Wave Data with MASW 基片材料对MASW实验表面波数据影响的实地考察
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG18-056
Siavash Mahvelati, J. Coe, Philip Asabere
Source characteristics significantly affect the signals generated during seismic testing. Proper source selection plays a major role in data quality and can potentially improve investigation outcomes. This is particularly true for surface wave testing where the goal is to establish the frequency variation of phase velocity. Little research has compared the input energy caused by different base plates when impact sources are used. Consequently, data were collected using the Multichannel Analysis of Surface Waves (MASW) method with three base plate configurations (aluminum, aluminum over a rubber mat, and polyethylene) and two different sledgehammers. The variations in signal frequency content and amplitude spectra, energy, and dispersion images were systematically analyzed. There were appreciable differences in the energy introduced by different base plate configurations. Both the aluminum/rubber and the polyethylene base plates led to power spectra increases relative to the aluminum base plate. Subsequently, the aluminum/rubber and polyethylene base plates typically transferred more energy into the subsurface. This was not necessarily the case when the base plates were used on soft surficial soils. The variations in predominant frequency content were also less substantial, though the aluminum/rubber and polyethylene base plates developed slightly lower-frequency content at the expense of higher-frequency components in the dispersion curves. Despite the noticeable differences in energy transfer and frequency content, the base plate materials did not appreciable alter interpretation of the dispersion behavior at the sites given the uncertainty present in the dispersion images. This highlights that the selection of MASW base plate materials can be correspondingly driven by practical considerations such as noise, portability, and durability. Consequently, base plate materials with viscoelastic characteristics are a promising alternative to conventional metallic plates for coupling impact sources in surface wave testing, though care should be exercised when employing them at sites with soft ground conditions.
震源特性对地震试验中产生的信号影响很大。正确的来源选择在数据质量中起着重要作用,并可能改善调查结果。对于表面波测试尤其如此,其目标是确定相速度的频率变化。很少有研究比较不同底板在使用冲击源时所产生的输入能量。因此,使用多通道表面波分析(MASW)方法收集数据,使用三种底板配置(铝,铝在橡胶垫上,聚乙烯)和两种不同的大锤。系统地分析了信号的频率含量和幅值谱、能量和色散图像的变化。不同的底板结构所引入的能量有明显的差异。与铝基板相比,铝/橡胶基板和聚乙烯基板的功率谱都有所增加。随后,铝/橡胶和聚乙烯基板通常将更多的能量转移到地下。当基板用于柔软的表层土壤时,情况就不一定如此了。主要频率含量的变化也不大,尽管铝/橡胶和聚乙烯基板以牺牲频散曲线中的高频成分为代价产生了略低的频率含量。尽管能量传递和频率含量存在明显差异,但鉴于色散图像中存在的不确定性,基板材料并没有明显改变对这些位置色散行为的解释。这突出表明,MASW基板材料的选择可以相应地由实际考虑因素驱动,例如噪音,便携性和耐用性。因此,在表面波测试中,具有粘弹性特性的基板材料是一种很有希望的替代传统金属板的耦合冲击源,尽管在软地基条件下使用它们时应谨慎。
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引用次数: 2
Ü-Net: Deep-Learning Schemes for Ground Penetrating Radar Data Inversion Ü-Net:探地雷达数据反演的深度学习方案
IF 1 4区 工程技术 Q2 Earth and Planetary Sciences Pub Date : 2020-06-01 DOI: 10.2113/JEEG19-074
Xie Longhao, Qing-Nan Zhao, Chunguang Ma, Binbin Liao, J. Huo
Electromagnetic (EM) inversion is a quantitative imaging technique that can describe the dielectric constant distribution of a target based on the EM signals scattered from it. In this paper, a novel deep neural network (DNN) based methodology for ground penetrating radar (GPR) data inversion, known as the Ü-net is introduced. The proposed Ü-net consists of three parts: a data compression unit, U-net, and an output unit. The novel inversion approach, based on supervised learning, uses a neural network to generate the dielectric constant distribution from GPR data. The GPR data can be compressed and reshaped the size using data compression unit. The U-net maps the object features to the dielectric constant distribution. The output unit meshes the dielectric constant distribution more finely. A novel feature of the proposed methodology is the application of instance normalization (IN) to the DNN EM inversion method and a comparison of its performance to batch normalization (BN). The validity of this technique is confirmed by numerical simulations. The Mean-Square Error of the test data sets is 0.087. These simulations prove that the instance normalization is suitable for GPR data inversion. The proposed approach is promising for achieving quality dielectric constant images in real-time.
电磁反演是一种定量成像技术,它可以根据目标散射的电磁信号来描述目标的介电常数分布。本文介绍了一种基于深度神经网络(DNN)的探地雷达数据反演方法Ü-net。提出的Ü-net由三部分组成:数据压缩单元、U-net和输出单元。该方法基于监督学习,利用神经网络从探地雷达数据中生成介电常数分布。利用数据压缩单元可以对探地雷达数据进行压缩和大小重塑。U-net将物体特征映射到介电常数分布。输出单元更精细地网格化介电常数分布。该方法的一个新特点是将实例归一化(IN)应用于DNN EM反演方法,并将其性能与批归一化(BN)进行了比较。数值模拟验证了该方法的有效性。测试数据集的均方误差为0.087。仿真结果表明,实例归一化方法适用于探地雷达数据反演。该方法有望实时获得高质量的介电常数图像。
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引用次数: 12
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Journal of Environmental and Engineering Geophysics
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