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Consistency of the inverse scattering imaging condition, the energy norm imaging condition and the impedance kernel in acoustic and elastic reverse-time migration 声学和弹性反向时间迁移中的反向散射成像条件、能量规范成像条件和阻抗核的一致性
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-22 DOI: 10.1093/jge/gxae022
Pengfei Wang, Jidong Yang, Jianping Huang, Jiaxing Sun, Chong Zhao
In this work, we draw connections between the imaging conditions using the impedance kernel, the inverse scattering imaging condition, and the energy norm imaging condition in acoustic and elastic reverse-time migration (RTM). Traditional RTM often introduces large low-wavenumber artifacts that degrade image quality in intricate geological structures with large velocity variations. In practice, the Laplacian filter is commonly used to remove these low-wavenumber artifacts, but it changes the image wavenumber spectrum. The advanced imaging conditions of the inverse scattering, the energy norm, and the impedance kernel can effectively remove the low-wavenumber artifacts while not changing the wavenumber spectrum. This study aims to build a connection between these three types of imaging conditions by conducting detailed analysis in the wavenumber domain for acoustic and elastic RTMs. We find that they are exactly the same except for the varying weights of the source-receiver wavefield cross-correlation. All three imaging conditions can generate clear RTM images that are not affected by low-wavenumber artifacts. Numerical examples for a simple model, Sigsbee 2a, and BP models verify the consistency of these three imaging conditions and show their advantage over conventional simple zero-lag cross-correlation imaging conditions. This is important for improving the quality and reliability of seismic imaging technology.
在这项工作中,我们将声学和弹性反向时间迁移(RTM)中使用阻抗核的成像条件、反向散射成像条件和能量规范成像条件联系起来。传统的 RTM 通常会引入较大的低波数伪影,从而降低速度变化较大的复杂地质结构的成像质量。在实践中,通常使用拉普拉斯滤波器来去除这些低文数伪影,但它会改变图像的文数频谱。反散射、能量规范和阻抗核等先进的成像条件可以有效去除低文数伪影,同时不改变文数谱。本研究旨在通过对声学 RTM 和弹性 RTM 的波长域进行详细分析,建立这三类成像条件之间的联系。我们发现,除了声源-接收器波场交叉相关的权重不同外,它们的成像条件完全相同。所有这三种成像条件都能生成清晰的 RTM 图像,且不受低纬度伪影的影响。简单模型、Sigsbee 2a 和 BP 模型的数值示例验证了这三种成像条件的一致性,并显示了它们与传统的简单零滞后交叉相关成像条件相比的优势。这对提高地震成像技术的质量和可靠性非常重要。
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引用次数: 0
Correction to: Evaluation of membrane quality and entrance pressure of oil-based mud at elevated temperatures 更正:评估高温条件下油基泥浆的膜质量和入口压力
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-21 DOI: 10.1093/jge/gxae027
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引用次数: 0
Exploring the Geological Structure of a Large-scale Landslide Using the Semi-airborne TEM in the Karst Area of Southwest China 利用半机载 TEM 勘探中国西南喀斯特地区大规模滑坡的地质结构
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-14 DOI: 10.1093/jge/gxae019
Junjie Wu, Qingquan Zhi, Xingchun Wang, Xiaohong Deng, Xiaodong Chen, Yi Zhao, Yue Huang, Yuge Liu, Du Xiao
The karst strata in the south-western mountainous areas of China are extensively developed, creating a fragile geological environment. Landslide geological disasters occur frequently in these areas due to high annual rainfall, concentrated time periods, and frequent human engineering activities. Conventional ground geophysical methods face challenges in complex terrains, making it difficult to quickly and reliably obtain underground structures in landslide-prone areas. The semi-airborne transient electromagnetic method (SATEM) combines ground-based transmission and airborne reception of electromagnetic responses. This method, characterized by large emission magnetic moment and rapid data collection in the air, offers advantages in detecting deep geological structures in complex terrain areas. This article presents the application of a newly developed loop source SATEM system, integrated with multi-rotor unmanned aerial vehicles (UAVs), to conduct deep geological structure detection experiments on a large-scale landslide. The inversion results clearly depict the spatial distribution of the Feixianguan Formation and Longtan Formation, as well as vertical fractures developed in the strata due to underground coal mining. The detection test demonstrates the applicability of the SATEM method in detecting underground structures in Karst Plateau special landform areas, providing a new detection approach for similar regions.
我国西南山区岩溶地层发育广泛,地质环境脆弱。由于年降雨量大、时段集中、人类工程活动频繁,这些地区滑坡地质灾害频发。传统的地面地球物理方法在复杂地形中面临挑战,难以快速可靠地获取滑坡易发区的地下结构。半机载瞬变电磁法(SATEM)结合了地面发射和机载接收电磁响应。这种方法的特点是发射磁矩大,空中数据采集迅速,在探测复杂地形区的深部地质结构方面具有优势。本文介绍了新开发的环源 SATEM 系统与多旋翼无人机(UAV)的集成应用,对大型滑坡进行了深部地质结构探测实验。反演结果清晰地描述了飞仙关组和龙潭组的空间分布,以及由于地下采煤而在地层中形成的垂直裂缝。探测试验证明了 SATEM 方法在喀斯特高原特殊地貌区地下结构探测中的适用性,为类似地区提供了一种新的探测方法。
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引用次数: 0
Denoising CSAMT signals in the time domain base on long short-term memory 基于长短期记忆的时域 CSAMT 信号去噪
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-09 DOI: 10.1093/jge/gxae017
Bingcheng Xu, Zhiguo An, Ying Han, Gaofeng Ye
Controlled-Source Audio Frequency Magnetotellurics (CSAMT) is an artificial-source electromagnetic technique that partially mitigates the limitations of weak natural field signals. However, practical field surveys inevitably encounter strong interference, severely affecting signal quality. Traditional methods like Fourier transformation, which directly computes apparent resistivity from frequency-domain information, are inadequate for this context, so we need alternative denoising approaches. However, research on CSAMT denoising is currently limited. Given the excellent performance of Long Short-Term Memory (LSTM) neural networks in the processing of Magnetotelluric (MT) data, as demonstrated by previous studies, this paper proposes the use of LSTM to denoise CSAMT signals in the time domain. Unlike traditional denoising methods, we aim to directly extract the target frequency signal from the time series data for denoising. For MT data, target frequency signals and noise are all mixed together, so noise suppression can only be achieved by identifying noise characteristics in the time series. However, unlike MT data, CSAMT data has an artificial transmitting source, and the frequency of the valid signal is fixed within a time interval. This allows for the direct extraction of target frequency signals without considering the complex characteristics of noise. In this study, we developed a neural network based on bidirectional LSTM to accomplish the task of noise suppression. After conducting both simulated and measured data tests, this method was able to, on average, improve the signal-to-noise ratio (SNR) of CSAMT data by approximately 20dB and partially address the challenge of denoising when the data's SNR falls below 0dB.
受控声源频率磁迹技术(CSAMT)是一种人工源电磁技术,可部分缓解微弱自然场信号的局限性。然而,实际野外勘测不可避免地会遇到强烈干扰,严重影响信号质量。傅立叶变换等传统方法直接从频域信息计算视电阻率,在这种情况下并不适用,因此我们需要其他去噪方法。然而,目前关于 CSAMT 去噪的研究还很有限。鉴于长短期记忆(LSTM)神经网络在处理磁突触(MT)数据方面的出色表现(之前的研究已经证明了这一点),本文提出使用 LSTM 对 CSAMT 信号进行时域去噪。与传统的去噪方法不同,我们的目标是从时间序列数据中直接提取目标频率信号进行去噪。对于 MT 数据,目标频率信号和噪声都混杂在一起,因此只能通过识别时间序列中的噪声特征来实现噪声抑制。然而,与 MT 数据不同的是,CSAMT 数据有一个人工发射源,有效信号的频率在时间间隔内是固定的。这样就可以直接提取目标频率信号,而无需考虑噪声的复杂特性。在本研究中,我们开发了一种基于双向 LSTM 的神经网络来完成噪声抑制任务。在进行了模拟和实测数据测试后,该方法能够将 CSAMT 数据的信噪比 (SNR) 平均提高约 20dB,并部分解决了数据信噪比低于 0dB 时的去噪难题。
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引用次数: 0
Denoising CSAMT signals in the time domain base on long short-term memory 基于长短期记忆的时域 CSAMT 信号去噪
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-09 DOI: 10.1093/jge/gxae017
Bingcheng Xu, Zhiguo An, Ying Han, Gaofeng Ye
Controlled-Source Audio Frequency Magnetotellurics (CSAMT) is an artificial-source electromagnetic technique that partially mitigates the limitations of weak natural field signals. However, practical field surveys inevitably encounter strong interference, severely affecting signal quality. Traditional methods like Fourier transformation, which directly computes apparent resistivity from frequency-domain information, are inadequate for this context, so we need alternative denoising approaches. However, research on CSAMT denoising is currently limited. Given the excellent performance of Long Short-Term Memory (LSTM) neural networks in the processing of Magnetotelluric (MT) data, as demonstrated by previous studies, this paper proposes the use of LSTM to denoise CSAMT signals in the time domain. Unlike traditional denoising methods, we aim to directly extract the target frequency signal from the time series data for denoising. For MT data, target frequency signals and noise are all mixed together, so noise suppression can only be achieved by identifying noise characteristics in the time series. However, unlike MT data, CSAMT data has an artificial transmitting source, and the frequency of the valid signal is fixed within a time interval. This allows for the direct extraction of target frequency signals without considering the complex characteristics of noise. In this study, we developed a neural network based on bidirectional LSTM to accomplish the task of noise suppression. After conducting both simulated and measured data tests, this method was able to, on average, improve the signal-to-noise ratio (SNR) of CSAMT data by approximately 20dB and partially address the challenge of denoising when the data's SNR falls below 0dB.
受控声源频率磁迹技术(CSAMT)是一种人工源电磁技术,可部分缓解微弱自然场信号的局限性。然而,实际野外勘测不可避免地会遇到强烈干扰,严重影响信号质量。傅立叶变换等传统方法直接从频域信息计算视电阻率,在这种情况下并不适用,因此我们需要其他去噪方法。然而,目前关于 CSAMT 去噪的研究还很有限。鉴于长短期记忆(LSTM)神经网络在处理磁突触(MT)数据方面的出色表现(之前的研究已经证明了这一点),本文提出使用 LSTM 对 CSAMT 信号进行时域去噪。与传统的去噪方法不同,我们的目标是从时间序列数据中直接提取目标频率信号进行去噪。对于 MT 数据,目标频率信号和噪声都混杂在一起,因此只能通过识别时间序列中的噪声特征来实现噪声抑制。然而,与 MT 数据不同的是,CSAMT 数据有一个人工发射源,有效信号的频率在时间间隔内是固定的。这样就可以直接提取目标频率信号,而无需考虑噪声的复杂特性。在本研究中,我们开发了一种基于双向 LSTM 的神经网络来完成噪声抑制任务。在进行了模拟和实测数据测试后,该方法能够将 CSAMT 数据的信噪比 (SNR) 平均提高约 20dB,并部分解决了数据信噪比低于 0dB 时的去噪难题。
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引用次数: 0
Time varying discrete cosine transform based on shaping regularization and its application in seismic data analysis 基于整形正则化的时变离散余弦变换及其在地震数据分析中的应用
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-07 DOI: 10.1093/jge/gxae016
Zhaolin Zhu, Guoning Wu, Yaxin Gu, Jinliang Huang, Zhihao Chen, Haotian Lu
The discrete cosine transform is a commonly used technique in the field of signal processing that employs cosine basis functions for signal analysis. Traditionally, the regression coefficients of the cosine basis functions are solely based on frequency information. This paper extends the regression coefficients associated with the cosine basis functions to take into account both frequency and time information, not just frequency information alone. This modification results in an ill-posed linear system, which requires regularization to prevent overfitting. To address this, the paper uses shaping regularization, a technique used to stabilize ill-posed problems. By doing so, the absolute values of these extended coefficients, now exhibiting variations in both frequency and time domains, are defined as the time-frequency distribution of that input signal. The numerical experiments conducted to validate this approach demonstrate that the proposed method yields a commendable time-frequency resolution. Consequently, it proves valuable for interpreting seismic data, showcasing its potential for applications in this field.
离散余弦变换是信号处理领域的一种常用技术,它利用余弦基函数进行信号分析。传统上,余弦基函数的回归系数仅基于频率信息。本文扩展了余弦基函数的相关回归系数,使其不仅考虑频率信息,还考虑时间信息。这种修改会产生一个问题严重的线性系统,需要进行正则化处理以防止过拟合。为了解决这个问题,本文采用了整形正则化技术,这是一种用于稳定问题的技术。通过这种方法,这些扩展系数的绝对值(现在在频域和时域都有变化)被定义为输入信号的时频分布。为验证这种方法而进行的数值实验表明,所提出的方法具有值得称赞的时频分辨率。因此,该方法对解释地震数据很有价值,展示了其在该领域的应用潜力。
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引用次数: 0
Time varying discrete cosine transform based on shaping regularization and its application in seismic data analysis 基于整形正则化的时变离散余弦变换及其在地震数据分析中的应用
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-07 DOI: 10.1093/jge/gxae016
Zhaolin Zhu, Guoning Wu, Yaxin Gu, Jinliang Huang, Zhihao Chen, Haotian Lu
The discrete cosine transform is a commonly used technique in the field of signal processing that employs cosine basis functions for signal analysis. Traditionally, the regression coefficients of the cosine basis functions are solely based on frequency information. This paper extends the regression coefficients associated with the cosine basis functions to take into account both frequency and time information, not just frequency information alone. This modification results in an ill-posed linear system, which requires regularization to prevent overfitting. To address this, the paper uses shaping regularization, a technique used to stabilize ill-posed problems. By doing so, the absolute values of these extended coefficients, now exhibiting variations in both frequency and time domains, are defined as the time-frequency distribution of that input signal. The numerical experiments conducted to validate this approach demonstrate that the proposed method yields a commendable time-frequency resolution. Consequently, it proves valuable for interpreting seismic data, showcasing its potential for applications in this field.
离散余弦变换是信号处理领域的一种常用技术,它利用余弦基函数进行信号分析。传统上,余弦基函数的回归系数仅基于频率信息。本文扩展了余弦基函数的相关回归系数,使其不仅考虑频率信息,还考虑时间信息。这种修改会产生一个问题严重的线性系统,需要进行正则化处理以防止过拟合。为了解决这个问题,本文采用了整形正则化技术,这是一种用于稳定问题的技术。通过这种方法,这些扩展系数的绝对值(现在在频域和时域都有变化)被定义为输入信号的时频分布。为验证这种方法而进行的数值实验表明,所提出的方法具有值得称赞的时频分辨率。因此,该方法对解释地震数据很有价值,展示了其在该领域的应用潜力。
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引用次数: 0
Automatic thrust/fault and edge location with gravity data across the Shillong plateau and Mikir hill complex in northeastern India using the most positive and most negative curvature interpretation 利用重力数据对印度东北部的志陇高原和米基尔丘陵群进行推力/断层和边缘自动定位,采用最正和最负曲率解释法
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-06 DOI: 10.1093/jge/gxad101
Gopal K Ghosh
Northeast India encompasses numerous thrusts, faults, and lineaments with undulated surface topography and is one of the utmost tectonically active regions in the world. Owing to the results of the collision of the Indian Plate under the Tibetan Plate and Burmese Plate, respectively, this area has affected the highest seismic potential zone-V, triggering many earthquakes. The current study area is located in and around the Shillong plateau, Mikir Hills, Naga Hills, Arakan-Yoma fold belt, Bengal basin, and Mishmi hills of the Himalayan foothills and that fall under the northeast of India. The thrusts and faults information available in this area are very scanty due to limited availability of geoscientific data and revealing seismic survey. Henceforth, it is necessary to get enhanced geoscientific learning for a better understanding of thrusts, faults, and lineaments information, the most positive and most negative curvature attribute analyses have been carried out using ground gravity data in this area. The significant derived results from this study encourage supplementary findings of thrust, fault, and lineament information, which also correlate well with the previously found results of 3D Euler deconvolution and source edge detection. Although, gravity data interpretation has its own limitations, however, the current derived results using the latest curvature analysis approach utilizing gravity data show realistic invigorated solutions for a better understanding of the thrust, fault, and lineament locations in this area.
印度东北部包括众多推力、断层和线状构造,地表地形起伏不定,是世界上构造最活跃的地区之一。由于印度板块分别与西藏板块和缅甸板块碰撞,该地区成为地震潜势最高的 V 区,引发了许多地震。目前的研究区域位于喜马拉雅山麓的志隆高原、米基尔丘陵、那加丘陵、阿拉干-山脉褶皱带、孟加拉盆地和米什米丘陵及其周边地区,属于印度东北部。由于地球科学数据和揭示性地震勘测有限,该地区的推力和断层信息非常少。因此,有必要加强地球科学学习,以便更好地了解推力、断层和线状信息,我们利用该地区的地面重力数据进行了最正和最负曲率属性分析。这项研究得出的重要结果鼓励了对推力、断层和线状信息的补充发现,这也与之前发现的三维欧拉解卷积和源边缘检测结果密切相关。虽然重力数据解释有其自身的局限性,但目前利用重力数据的最新曲率分析方法得出的推导结果显示了现实可行的解决方案,有助于更好地了解该地区的推力、断层和线状构造位置。
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引用次数: 0
An improved pure quasi-P-wave equation for complex anisotropic media 复杂各向异性介质的改进型纯准 P 波方程
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-05 DOI: 10.1093/jge/gxae020
Pingmin Zhang, Gang Yao, Qingqing Zheng, Xin-Yu Fang, Di Wu
An accurate pure qP-wave equation in TI media and its efficient and stable implementation are valuable for seismic imaging and inversion. Owing to the complexity of the qP-wave phase velocity expression in anisotropic media, it is difficult to construct such a pure qP-wave equation. In this paper, we combine the Taylor expansion and scalar operator methods to formulate an efficient and stable pure qP-wave equation in TI media. First, the Taylor expansion method is used to convert the square-root term into a fractional term in the qP-wave phase velocity expression. We further improve the approximation accuracy of the resulting equation by a correction technique. Then, the scalar operator is applied to scalarize the equivalent form of the fractional term in the approximated dispersion equation, deriving a simple and easy-to-implement pure qP-wave equation. We utilize the optical flow method to compute the direction of wave propagation, which improves the calculation accuracy of the scalar operators. Numerical experiments with representative models demonstrate that the new method has higher accuracy and better adaptability to models with strong anisotropy, complex structure, and rapid variation of the tilt angle than previous methods.
TI 介质中精确的纯 qP 波方程及其高效稳定的实现对地震成像和反演非常重要。由于各向异性介质中 qP 波相位速度表达的复杂性,构建这样一个纯 qP 波方程非常困难。本文结合泰勒展开法和标量算子法,提出了一种高效稳定的 TI 介质中的纯 qP 波方程。首先,我们使用泰勒展开法将 qP 波相位速度表达式中的平方根项转换为分数项。我们通过修正技术进一步提高了所得方程的近似精度。然后,应用标量算子将近似色散方程中分数项的等效形式标量化,从而得出一个简单且易于实现的纯 qP 波方程。我们利用光流方法计算波的传播方向,从而提高了标量算子的计算精度。用代表性模型进行的数值实验证明,与以前的方法相比,新方法具有更高的精度,对各向异性强、结构复杂、倾斜角变化快的模型具有更好的适应性。
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引用次数: 0
An improved pure quasi-P-wave equation for complex anisotropic media 复杂各向异性介质的改进型纯准 P 波方程
IF 1.4 3区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-02-05 DOI: 10.1093/jge/gxae020
Pingmin Zhang, Gang Yao, Qingqing Zheng, Xin-Yu Fang, Di Wu
An accurate pure qP-wave equation in TI media and its efficient and stable implementation are valuable for seismic imaging and inversion. Owing to the complexity of the qP-wave phase velocity expression in anisotropic media, it is difficult to construct such a pure qP-wave equation. In this paper, we combine the Taylor expansion and scalar operator methods to formulate an efficient and stable pure qP-wave equation in TI media. First, the Taylor expansion method is used to convert the square-root term into a fractional term in the qP-wave phase velocity expression. We further improve the approximation accuracy of the resulting equation by a correction technique. Then, the scalar operator is applied to scalarize the equivalent form of the fractional term in the approximated dispersion equation, deriving a simple and easy-to-implement pure qP-wave equation. We utilize the optical flow method to compute the direction of wave propagation, which improves the calculation accuracy of the scalar operators. Numerical experiments with representative models demonstrate that the new method has higher accuracy and better adaptability to models with strong anisotropy, complex structure, and rapid variation of the tilt angle than previous methods.
TI 介质中精确的纯 qP 波方程及其高效稳定的实现对地震成像和反演非常重要。由于各向异性介质中 qP 波相位速度表达的复杂性,构建这样一个纯 qP 波方程非常困难。本文结合泰勒展开法和标量算子法,提出了一种高效稳定的 TI 介质中的纯 qP 波方程。首先,我们使用泰勒展开法将 qP 波相位速度表达式中的平方根项转换为分数项。我们通过修正技术进一步提高了所得方程的近似精度。然后,应用标量算子将近似色散方程中分数项的等效形式标量化,从而得出一个简单且易于实现的纯 qP 波方程。我们利用光流方法计算波的传播方向,从而提高了标量算子的计算精度。用代表性模型进行的数值实验证明,与以前的方法相比,新方法具有更高的精度,对各向异性强、结构复杂、倾斜角变化快的模型具有更好的适应性。
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引用次数: 0
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Journal of Geophysics and Engineering
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