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Experimental Study on the Receiving Piezoelectric Vibrator of Azimuthal Acoustic Logging 方位声波测井接收压电振动器的实验研究
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-04-14 DOI: 10.1093/jge/gxad026
Jun-qiang Lu, Bai-yong Men, X. Che
The performance of the azimuthal receiving piezoelectric vibrator has a major impact on the azimuthal acoustic logging tool. The evaluation of the performance and selective preference of piezoelectric vibrators through experimental methods will help improve the measurement accuracy of the tool. A heating tester was developed to test the static capacitance, resonant frequency, admittance and receiving amplitude of the vibrator at different temperatures. Far-field underwater acoustic tests were used to analyse the peak-to-peak amplitude, sensitivity and −3 dB angle of the vibrator and to determine the amplitude correction coefficients of each vibrator. The horizontal directivity of the azimuthally receiving phased subarray was also tested. Compared with the values at room temperature, the resonant frequency of the piezoelectric vibrator decreases by 9.20%, the static capacitance increases by 21.33% and the amplitude increases by 5.29% at a high temperature of 155°C. The underwater acoustic test showed that the main lobe of the receiving directional characteristic of the vibrator is symmetrical along the 0° main maximum direction, the −3 dB angle of the main lobe is 115°–142° and the average sensitivity level is −209.38 dB. The −3 dB angle of the receiving subarray is 66° and 60° without and with phase delay, respectively, and the energy of the received waveform is significantly increased. The piezoelectric vibrator can function stably at high temperatures, and its performance can be recovered after heating. It has good azimuthal resolution and high sensitivity, but the amplitude response has some discretion which needs to be corrected.
方位接收压电振动器的性能对方位声波测井仪的性能影响很大。通过实验方法评估压电振动器的性能和选择性偏好将有助于提高工具的测量精度。研制了一台加热测试仪,对不同温度下振子的静态电容、谐振频率、导纳和接收幅度进行了测试。利用远场水下声学试验分析了振动器的峰间振幅、灵敏度和−3 dB角度,并确定了每个振动器的振幅校正系数。还测试了方位接收相控阵子阵列的水平方向性。与室温下的值相比,在155°C的高温下,压电振动器的谐振频率降低了9.20%,静态电容增加了21.33%,振幅增加了5.29%。水下声学测试表明,振动器接收方向特性的主瓣沿0°主最大方向对称,主瓣的−3 dB角为115°-142°,平均灵敏度为−209.38 dB。接收子阵列的−3 dB角在无相位延迟和有相位延迟的情况下分别为66°和60°,接收波形的能量显著增加。压电振动器可以在高温下稳定工作,加热后可以恢复其性能。它具有良好的方位分辨率和高灵敏度,但幅度响应有一定的自由度,需要校正。
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引用次数: 1
One-dimensional full-waveform inversion for magnetic induction data in ground-based transient electromagnetic methods 地基瞬变电磁法中磁感应数据的一维全波形反演
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-04-10 DOI: 10.1093/jge/gxad025
Jianhui Li, Xingchun Wang, Xiangyun Hu, Hongzhu Cai, Qingquan Zhi, Shi Chen
The full waveform effects refer to the total effects of turn-on, steady, and turn-off durations for a transmitting-current waveform as well as its repetition number in transient electromagnetic (TEM) methods. In this study, the full waveform effects are investigated using both forward-modelling and inversion methods considering typical background noise. The forward-modelling results of homogeneous half-space models show that the magnetic induction, bz, is less affected by the background noise but more affected by the full waveform effects than the time derivative of magnetic induction ∂bz/∂t. Therefore, this study focuses on investigating the full waveform effects on bz. The inversion results for synthetic and field examples show that the inversion algorithm without considering the full waveform effects leads to over-estimated resistivities in deeper parts of the recovered models compared to the true model. Therefore, it is crucial to consider the full waveform effects when processing TEM data. Furthermore, a standard deviation factor (STDF) is estimated for model parameters of the inversion. The results show that the STDF increases as the layer depth increases for 1D layered models. This indicates that the inverted parameters are well resolved for shallower layers and moderately to poorly resolved for deeper layers.
全波形效应是指瞬变电磁(TEM)方法中发射电流波形的导通、稳态和关断持续时间及其重复次数的总效应。在本研究中,采用考虑典型背景噪声的正演模拟和反演方法研究了全波形效应。齐次半空间模型的正演模拟结果表明,磁感应强度bz受背景噪声的影响较小,但受全波形效应的影响大于磁感应强度∂bz/∂t的时间导数。因此,本研究的重点是研究全波形对bz的影响。综合算例和现场算例的反演结果表明,不考虑全波形效应的反演算法导致反演模型深层电阻率比真实模型高估。因此,在处理瞬变电磁法数据时,考虑全波形效应是至关重要的。此外,估计了反演模型参数的标准差因子(STDF)。结果表明:一维层状模型的STDF随层深的增加而增大;这表明反演参数在较浅的地层中分辨得很好,而在较深的地层中分辨得较差。
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引用次数: 1
Modeling of multi-mineral-component digital core based on Res-Unet 基于Res-Unet的多矿物组分数字岩心建模
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-04-05 DOI: 10.1093/jge/gxad024
As the exploration of oil and gas moves further into less conventional reservoirs, effective methods are required for the fine evaluation of complex formations, particularly digital core models with multiple mineral components. The current technology cannot directly produce digital core images with multiple minerals. Therefore, image segmentation has been widely used to create digital multi-mineral core images from computed tomography (CT) images. The commonly used image segmentation methods do not provide satisfactory CT images of complex rock formations. Consequently, deep learning algorithms have been successfully applied for image segmentation. In this paper, a novel method is proposed to develop an accurate digital core model with multiple mineral components based on the Res-Unet neural network. CT images of glutenite and the corresponding results of quantitative evaluation of minerals by scanning electron microscopy (QEMSCAN) are used as a training dataset for the automatic segmentation of CT core images. The used quantitative metrics show that compared with the multi-threshold and U-Net segmentation methods, the Res-Unet network leads to better results of mineral morphology and distribution recognition. Finally, it is demonstrated that the proposed Res-Unet-based segmentation model is an effective tool for creating three-dimensional digital core models with multiple mineral components.
随着石油和天然气勘探进一步进入不太传统的储层,需要有效的方法来精细评估复杂地层,特别是具有多种矿物成分的数字岩心模型。目前的技术无法直接产生具有多种矿物的数字岩心图像。因此,图像分割已被广泛用于从计算机断层扫描(CT)图像创建数字多矿物岩心图像。常用的图像分割方法不能提供令人满意的复杂岩层的CT图像。因此,深度学习算法已成功应用于图像分割。本文提出了一种基于Res-Unet神经网络的多矿物成分精确数字岩心模型的新方法。砂砾岩的CT图像和相应的扫描电子显微镜(QEMSCAN)矿物定量评价结果被用作CT核心图像自动分割的训练数据集。使用的定量指标表明,与多阈值和U-Net分割方法相比,Res-Unet网络在矿物形态和分布识别方面取得了更好的结果。最后,证明了所提出的基于Res-Unet的分割模型是创建具有多个矿物成分的三维数字岩心模型的有效工具。
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引用次数: 1
Two-dimensional complex wavelet transform for linear noise attenuation and image decomposition 用于线性噪声衰减和图像分解的二维复小波变换
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-28 DOI: 10.1093/jge/gxad022
H. Teng, J. Jiao, X. Shang, Yanguang Wang, Shengtian Zhao, G. Yan, Bin Yang, Xianhuai Zhu
For developing a high-fidelity, high-resolution seismic denoising method, we use the two-dimensional complex wavelet transform (2-D CWT) to analyze noise and signal. By investigating surface wave's features and evaluating factors affecting the fidelity of the method, the best practice for the wavelet transform-based denoising has been established. First, static and normal moveout correction are applied on shot gathers. Then, 2-D CWT is used to attenuate linear noises. The results demonstrate that the proposed method and practice significantly attenuate noises and preserve the signal's amplitudes and frequency band. In addition to denoising, we also apply the 2-D CWT to decompose a seismic image into multi-scale images with different resolutions. Multi-scale decomposed images derive more detailed information for subsurface structures and fault networks. The decomposed images depict sharper structures and reveal detailed features of faults more significantly than the original images.
为了开发一种高保真、高分辨率的地震去噪方法,我们使用二维复小波变换(2-DCWT)来分析噪声和信号。通过研究表面波的特征和评估影响方法保真度的因素,建立了基于小波变换的去噪的最佳实践。首先,对炮道集进行静态和法向时差校正。然后,采用二维连续小波变换来衰减线性噪声。结果表明,所提出的方法和实践显著地衰减了噪声,并保持了信号的幅度和频带。除了去噪之外,我们还应用二维CWT将地震图像分解为具有不同分辨率的多尺度图像。多尺度分解图像导出地下结构和断层网络的更详细信息。分解后的图像比原始图像更清晰地描述了断层的结构,并更显著地揭示了断层的详细特征。
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引用次数: 1
Plane-wave Least-squares Diffraction Imaging using Short-time Singular Spectrum Analysis 基于短时奇异谱分析的平面波最小二乘衍射成像
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-28 DOI: 10.1093/jge/gxad021
Yalin Li, Jianping Huang, Ganglin Lei, Wensheng Duan, Cheng Song, Xinwen Zhang
Diffractions are seismic waves generated by small-scale heterogeneities in the subsurface. These are often superimposed by strong reflections so that they are not visible on the image, leading to misinterpretation and incorrect localization of the scatterers. Therefore, the separation of diffracted and reflected waves is a crucial step in identifying these small-scale diffractors. To realize the separation of diffraction and imaging, a least-squares reverse time migration method of plane-waves (PLSRTM) optimized with short time singular spectrum analysis (STSSA) was developed in this work. The proposed STSSA algorithm exploits the properties of singular spectral analysis (SSA) to separate linear signals. By establishing the Hanning window and the energy compensation function, it also compensates for the shortcomings of SSA in local dip processing and convergence of linear signals. Since there is no clear boundary between reflected and diffracted waves, the energy loss during separation leads to a slow convergence rate of the diffraction wave imaging technique. We use STSSA as a constraint for PLSRTM, which greatly improves the imaging quality for diffraction waves. The tests with the SIGSBEE model and noisy seismic data have shown that our method can effectively improve the resolution of diffraction wave imaging and that the constraint of STSSA increases the robustness to noisy data.
衍射是由地下小尺度非均质性产生的地震波。这些通常由强反射叠加,因此它们在图像上不可见,导致对散射体的误解和不正确定位。因此,衍射波和反射波的分离是识别这些小型衍射仪的关键步骤。为了实现衍射与成像的分离,提出了一种基于短时奇异谱分析的平面波最小二乘逆时偏移方法(PLSRTM)。提出的STSSA算法利用奇异谱分析(SSA)的特性对线性信号进行分离。通过建立汉宁窗和能量补偿函数,弥补了SSA在局部倾角处理和线性信号收敛方面的不足。由于反射波和绕射波之间没有明确的界限,分离过程中的能量损失导致绕射波成像技术的收敛速度较慢。我们将STSSA作为PLSRTM的约束,极大地提高了衍射波的成像质量。SIGSBEE模型和含噪地震数据的实验表明,该方法能有效提高衍射波成像的分辨率,STSSA约束增强了该方法对含噪数据的鲁棒性。
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引用次数: 0
Integration of EM techniques for mapping buried historical harbours: a case study from the archaeological site of Tell el-Rub'a, Egypt 集成EM技术绘制埋藏的历史港口:来自埃及Tell el-Rub'a考古遗址的案例研究
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-22 DOI: 10.1093/jge/gxad016
A. Mohamed, A. Beshr, G. Xue, G. El-Qady
This study focuses on the integrated application of the frequency-domain (terrain conductivity, TC) and transient electromagnetic (TEM) methods to map an ancient riverine harbour (port) at the Egyptian archaeological site of Tell el-Rub'a (prehistoric Mendes). Fifty-one TC profiles were measured using six EM frequencies and sixteen TEM soundings were performed at the selected site. The apparent conductivity maps derived from the TC survey enabled defining the lateral extension of the harbour basin and its edges to penetration depths ranging between 12–30 m. The vertical extension of the harbour basin was determined using the TEM inversion. Three layers were defined: the topsoil, the conductive silty clay infill, and the resistive sand bedrock. The bedrock is found at depths ranging from 19 to 31 m. The TC and TEM results were combined to form a 3D image of the harbour basin. This study confirms the existence of Mendes harbour and demonstrates the effectiveness of the TC and TEM methods for such archaeological studies.
本研究侧重于频域(地形电导率,TC)和瞬态电磁(TEM)方法的综合应用,以绘制埃及Tell el-Rub'a考古遗址(史前门德斯)的古代河岸港口(港口)地图。使用6个EM频率测量了51个TC剖面,并在选定的地点进行了16次TEM探测。TC调查得出的表观电导率图能够确定港池的横向延伸及其边缘,穿透深度在12–30m之间。港池的垂直延伸是使用TEM反演确定的。定义了三个层:表层土、导电粉质粘土填充物和电阻砂基岩。基岩的深度范围为19至31米。TC和TEM结果结合在一起形成了港口盆地的3D图像。这项研究证实了门德斯港的存在,并证明了TC和TEM方法在此类考古研究中的有效性。
{"title":"Integration of EM techniques for mapping buried historical harbours: a case study from the archaeological site of Tell el-Rub'a, Egypt","authors":"A. Mohamed, A. Beshr, G. Xue, G. El-Qady","doi":"10.1093/jge/gxad016","DOIUrl":"https://doi.org/10.1093/jge/gxad016","url":null,"abstract":"\u0000 This study focuses on the integrated application of the frequency-domain (terrain conductivity, TC) and transient electromagnetic (TEM) methods to map an ancient riverine harbour (port) at the Egyptian archaeological site of Tell el-Rub'a (prehistoric Mendes). Fifty-one TC profiles were measured using six EM frequencies and sixteen TEM soundings were performed at the selected site. The apparent conductivity maps derived from the TC survey enabled defining the lateral extension of the harbour basin and its edges to penetration depths ranging between 12–30 m. The vertical extension of the harbour basin was determined using the TEM inversion. Three layers were defined: the topsoil, the conductive silty clay infill, and the resistive sand bedrock. The bedrock is found at depths ranging from 19 to 31 m. The TC and TEM results were combined to form a 3D image of the harbour basin. This study confirms the existence of Mendes harbour and demonstrates the effectiveness of the TC and TEM methods for such archaeological studies.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41702482","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Shadow effect and source overprint effect of short-offset transient electromagnetic method 短偏移瞬变电磁法的阴影效应和源套印效应
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-21 DOI: 10.1093/jge/gxad020
Kangxin Lei, Jinjing Shi, Weiying Chen, Wanting Song
In artificial-source electromagnetic explorations, shadow effect and source overprint effect are one of the key factors to affect the detection reliability. Compared with the frequency-domain electromagnetic methods, transient electromagnetic (TEM) shadow effect and source overprint effect are more complex, especially for the short-offset TEM (SOTEM) observed in the near-source region. However, there is less relevant research. Therefore, in the paper, we first realize 3D SOTEM simulations based on the vector time-domain finite element method, then further analyze the generation of SOTEM shadow effect and source overprint effect from view of the diffused electromagnetic fields, as well as their influence on ground Ex and dBz/dt responses. Results show that the attraction or repulsion of the electrical inhomogeneity would affect the diffusion speed of the electromagnetic fields, which is the essential of the two source effects. Besides, from view of the ground Ex and dBz/dt responses, the relative anomaly of SOTEM shadow effect is almost twice of those of SOTEM source overprint effect, i.e. SOTEM shadow effect is easier to be recorded, especially for the dBz/dt responses. In addition, due to the shadow effect, SOTEM may fail to identify the real target anomaly. While the influence of the source overprint effect for recognizing the target anomaly mainly occurs on all-time dBz/dt responses and early-time Ex responses (before about 10 ms), that is, observing late-time SOTEM Ex responses can effectively avoid such influence. Hence, to fully ensure avoiding the influence of the source overprint effect, we suggest adopting high-power transmission to increase the late-time signal-to-noise ratio in the field measurement.
在人工源电磁探测中,阴影效应和源叠加效应是影响探测可靠性的关键因素之一。与频域电磁方法相比,瞬态电磁(TEM)阴影效应和源叠加效应更为复杂,尤其是在近源区观察到的短偏移TEM。然而,相关研究较少。因此,本文首先基于矢量时域有限元方法实现了SOTEM的三维模拟,然后从散射电磁场的角度进一步分析了SOTEM阴影效应和源叠加效应的产生,以及它们对地面Ex和dBz/dt响应的影响。结果表明,电不均匀性的吸引或排斥会影响电磁场的扩散速度,这是两源效应的本质。此外,从地面Ex和dBz/dt响应来看,SOTEM阴影效应的相对异常几乎是SOTEM源叠加效应的两倍,即SOTEM阴影效果更容易被记录,尤其是对于dBz/dt的响应。此外,由于阴影效应,SOTEM可能无法识别真实的目标异常。虽然识别目标异常的源套印效应的影响主要发生在历史dBz/dt响应和早期Ex响应(大约10ms之前)上,也就是说,观察晚期SOTEM Ex响应可以有效地避免这种影响。因此,为了充分保证避免源套印效应的影响,我们建议在现场测量中采用高功率传输来提高后期信噪比。
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引用次数: 0
An advanced detection method for unfavorable geological boulder based on electrical source in drill holes under shield machine 一种基于盾构钻孔电源的不良地质巨砾检测新方法
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-14 DOI: 10.1093/jge/gxad019
He Li, Xiu Li, Wenhan Li, Z. Qi, H. Cao
Recent years, due to the increasingly complex terrain, geological conditions, and working environments in engineering, the accuracy requirements in explorations have been continuously growing. In this study, with the goal of high-resolution prospecting for unfavorable geological boulder under complex detection environment (such as subway shield machine tunnel). A tunnel model with unfavorable geological boulder was constructed, and time domain finite element method (TDFEM) was adopted for the 3D transient electromagnetic forward modelling. In order to realize high resolution in the positioning of the small-scaled boulders, a detection method in complex environments was explored. A hole was drilled from the central point of the tunnel face toward the tunnel construction direction. Then, an electrical source was placed into the hole and array data was collected on the tunnel face. Electromagnetic sounding was achieved through the movement of the source, and the plane positions of the geological bodies were determined through the electromagnetic field distribution characteristics on the tunnel face. It was observed that the Ex and Ey (horizontal component of electric field) had higher resolution for high resistance geological boulder. Therefore, the results indicated that in complex environments, collecting the horizontal components of the electric fields on the tunnel face excited by the electrical source within the drill hole could provide a feasible method for the fine explorations of small-scale high resistance boulder.
近年来,由于工程中地形、地质条件和工作环境的日益复杂,对勘探精度的要求不断提高。本研究的目标是在复杂探测环境下(如地铁盾构机隧道)进行高分辨率的不利地质巨石找矿。建立了具有不利地质巨石的隧道模型,采用时域有限元法(TDFEM)进行了三维瞬变电磁正演模拟。为了实现小尺度巨石的高分辨率定位,探索了一种复杂环境下的检测方法。从隧道工作面中心点向隧道施工方向钻孔。然后,在孔内放置一个电源,并在巷道面上采集阵列数据。通过震源移动实现电磁测深,通过巷道工作面电磁场分布特征确定地质体平面位置。结果表明,电场水平分量Ex和Ey对高阻地质巨石具有较高的分辨力。因此,研究结果表明,在复杂环境下,采集钻孔内电源激发的巷道面上电场的水平分量,可为小型高阻巨石的精细勘探提供可行的方法。
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引用次数: 1
ELF-EM fields in the multilayer spherical “earth-ionosphere” model based on W.K.B. 基于W.K.B.的多层球形“地球-电离层”模型中的ELF-EM场
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-09 DOI: 10.1093/jge/gxad017
Ya Gao, Q. Di, C. Fu, Yilang Zhang
With a high signal-to-noise ratio and a great depth of exploration, the wireless electromagnetic method (WEM) has wide applications in the exploration of deep mineral resources and oil and gas reservoirs. Extremely low-frequency electromagnetic (ELF) waves emitted from a horizontal antenna are used to achieve synchronous acquisition for different receivers of multi-coverage information in a global region. However, previous research based on a planar model ignored the curvature of the Earth. This work focuses on the electromagnetic fields (EM fields) in the model of a spherical “Earth ionosphere” to extend the coverage of WEM. By transferring the EM fields from a vertical electric dipole (VED) as well as a vertical magnetic dipole (VMD) in the multi-layered medium of the Earth, we obtain the formulae for the EM fields emitted by a horizontal electric dipole (HED) by using a reciprocity theorem. The correctness of the proposed method is verified by comparing it with the approximate analytical formula and previous work. Based on the above results, we have studied the propagation and frequency characteristics of electromagnetic fields in a spherical waveguide consisting of the ionosphere and earth. The results show that the electromagnetic fields under the spherical model produce interference effects that are different from those of the planar model. The electromagnetic response of the layered Earth was then discussed, and its potential as an electromagnetic technique for exploring the deep Earth was demonstrated.
无线电磁法具有较高的信噪比和较大的勘探深度,在深部矿产资源和油气藏勘探中有着广泛的应用。从水平天线发射的极低频电磁(ELF)波用于实现全球区域中多覆盖信息的不同接收器的同步捕获。然而,以前基于平面模型的研究忽略了地球的曲率。这项工作的重点是球面“地球电离层”模型中的电磁场(EM场),以扩大WEM的覆盖范围。通过在地球多层介质中传输垂直电偶极子(VED)和垂直磁偶极子(VMD)的EM场,利用互易定理得到了水平电偶极子(HED)发射EM场的公式。通过与近似解析公式和前人工作的比较,验证了该方法的正确性。基于上述结果,我们研究了由电离层和地球组成的球形波导中电磁场的传播和频率特性。结果表明,球面模型下的电磁场会产生不同于平面模型的干扰效应。然后讨论了层状地球的电磁响应,并展示了其作为探测地球深处的电磁技术的潜力。
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引用次数: 0
U-net-based pseudoseismic imaging for the short-offset transient electromagnetic method 基于U-net的短偏移瞬变电磁法伪地震成像
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-03 DOI: 10.1093/jge/gxad014
Yang Zhao, Xin Wu, Weiying Chen
Short-offset transient electromagnetic (SOTEM) is an innovation of the artificial-source electromagnetic method, and detection is conducted in the near-source area using an electromagnetic formation wave so that the signal has strong strength and large bandwidth. Inspired by the parallelism of the propagation of seismic body waves and EM formation waves, this paper intends to implement pseudoseismic imaging (PSI) on SOTEM data to give play to the high resolution of SOTEM. Traditionally, to perform the wave-field transform (WFT), a set of ill-posed linear equations needs to be solved, and the solving process has strong ambiguity and instability. This paper presents a new method for performing WFT based on U-Net, and a nonlinear mapping from the EM diffusion field to the pseudoseismic wave field under the same velocity model is established by training the network. To eliminate the error that might result when the time‒depth transform is conducted for the wave-field record, another U-Net is used to transform the wave-field record into a depth-offset profile to accomplish the whole pseudoseismic imaging process for SOTEM. Simulation and measured data are used to validate the effect of the networks, and the results indicate that this approach is highly feasible, thus providing a new strategy for using SOTEM to detect sedimentary strata.
短偏移瞬变电磁(SOTEM)是人工源电磁方法的创新,利用电磁地层波在近源区域进行检测,使信号具有较强的强度和较大的带宽。受地震体波和EM地层波传播平行性的启发,本文打算在SOTEM数据上实现伪地震成像(PSI),以发挥SOTEM的高分辨率。传统上,要进行波场变换,需要求解一组不适定的线性方程组,并且求解过程具有很强的模糊性和不稳定性。本文提出了一种基于U-Net的WFT新方法,并通过训练网络,建立了在相同速度模型下从EM扩散场到伪地震波场的非线性映射。为了消除对波场记录进行时间-深度变换时可能产生的误差,使用另一个U-Net将波场记录变换为深度偏移剖面,以完成SOTEM的整个伪地震成像过程。通过仿真和实测数据验证了网络的效果,结果表明该方法是高度可行的,为利用SOTEM探测沉积地层提供了一种新的策略。
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引用次数: 1
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