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Deep Learning with Fully Convolutional and Dense Connection Framework for Ground Roll Attenuation 基于全卷积和密集连接框架的深度学习地面滚转衰减
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-17 DOI: 10.1007/s10712-023-09779-8
Liuqing Yang, Shoudong Wang, Xiaohong Chen, Omar M. Saad, Wanli Cheng, Yangkang Chen

Ground roll could seriously mask the useful reflection signals and decrease the signal-to-noise ratio (S/N) of seismic data, thereby affecting the subsequent seismic data processing. It is challenging for traditional methods to effectively extract high-fidelity reflection signals when ground roll noise and low-frequency reflection signals overlap in the frequency domain. We propose a fully convolutional framework with dense connections to attenuate ground roll (GRDNet) in land seismic data. GRDNet mainly consists of four blocks, which are convolutional, dense, transition down, and transition up blocks. The dense block consists of several convolution blocks to extract the waveform features of the seismic data. The short-long connection in the dense block and the skip connection in the encoder-decoder not only reuses the features extracted by the previous layer but also adds constraints other than the loss function to each convolution block. The well-trained network is tested on one synthetic data and two real land seismic datasets containing strong ground roll with linear and hyperbolic moveouts, respectively. Three traditional and two state-of-the-art deep learning (DL) methods are used as benchmarks to compare denoising performance with GRDNet. The testing results show that the proposed method can effectively attenuate the ground roll in seismic data and preserve useful reflection signals.

地滚严重掩盖了有用的反射信号,降低了地震资料的信噪比,影响了后续地震资料的处理。当地滚噪声与低频反射信号在频域重叠时,传统方法难以有效提取高保真反射信号。我们提出了一个具有密集连接的全卷积框架来衰减陆地地震数据中的地滚(GRDNet)。GRDNet主要由四个块组成,分别是卷积块、密集块、向下过渡块和向上过渡块。密集块由多个卷积块组成,用于提取地震数据的波形特征。密集块中的短-长连接和编码器-解码器中的跳过连接不仅重用了前一层提取的特征,而且为每个卷积块添加了除损失函数之外的约束。训练有素的网络分别在一个合成数据和两个真实的陆地地震数据集上进行了测试,这些数据集分别包含有线性和双曲线移动的强地面滚动。使用三种传统和两种最先进的深度学习(DL)方法作为基准,比较与GRDNet的去噪性能。试验结果表明,该方法能有效地衰减地震资料中的地滚,保留有用的反射信号。
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引用次数: 2
Permafrost Monitoring from Space 空间冻土监测
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-14 DOI: 10.1007/s10712-023-09770-3
A. Bartsch, T. Strozzi, Ingmar Nitze
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引用次数: 2
Surface-Wave Anelasticity in Porous Media: Effects of Wave-Induced Mesoscopic Flow 多孔介质中的表面波非弹性:波诱导细观流动的影响
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-14 DOI: 10.1007/s10712-023-09780-1
Enjiang Wang, Jiaxuan Yan, Bingshou He, Zhihui Zou, José M. Carcione, Jing Ba

We study the anelastic properties (attenuation and velocity dispersion) of surface waves at an interface between a finite water layer and a porous medium described by Biot theory including the frequency-dependent effects due to mesoscopic flow. A closed-form dispersion equation is derived, based on potential functions and open and sealed boundary conditions (BC) at the interface. The analysis indicates the existence of high-order surface modes for both BCs and a slow true surface mode only for sealed BC. The formulation reduces to two particular cases in the absence of water and with infinite-thickness water layer, with the presence of pseudo-versions of Rayleigh and Stoneley waves. The mesoscopic flow affects the propagation of all the pseudo-surface waves, causing significant velocity dispersion and attenuation, whereas the effect of the BC is mainly evident at high frequencies, due to the presence of the slow Biot wave. The mesoscopic-flow peak moves to low frequencies as the thickness of the water layer increases. In all cases, the true surface wave resembles the slow P2 wave, and is hardly affected by the flow.

本文研究了由Biot理论描述的有限水层与多孔介质界面处表面波的非弹性特性(衰减和速度色散),包括介观流动引起的频率依赖效应。基于势函数和界面处的开放和封闭边界条件,导出了闭式色散方程。分析表明,两种BC都存在高阶表面模态,而只有密封BC才存在慢真表面模态。该公式可简化为无水和具有无限厚度水层的两种特殊情况,其中存在伪瑞利波和伪斯通利波。介观流影响了所有伪表面波的传播,造成了显著的速度频散和衰减,而由于慢波的存在,BC的影响主要在高频处明显。随着水层厚度的增加,介观流峰向低频移动。在所有情况下,真正的表面波都类似于缓慢的P2波,几乎不受流量的影响。
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引用次数: 1
Convolutional Neural Network-Assisted Least-Squares Migration 卷积神经网络辅助最小二乘迁移
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-14 DOI: 10.1007/s10712-023-09777-w
Boming Wu, Hao Hu, Hua-Wei Zhou
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引用次数: 0
Petro-physical Characterization of the Shallow Sediments in a Coastal Area in NE Italy from the Integration of Active Seismic and Resistivity Data 意大利东北部沿海地区浅层沉积物的岩石物性特征——基于活动地震和电阻率数据的综合
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-13 DOI: 10.1007/s10712-023-09776-x
F. Accaino, F. Da Col, G. Böhm, S. Picotti, M. Giorgi, F. Meneghini, A. Schleifer

Integrated geophysical analysis using different methods along with a priori information from wells, is a proven approach to investigate the geology and the petro-physical characteristics of subsoil. We collected seismic and geoelectric data in an area located on the Adriatic coast in North-Eastern Italy, aimed at characterizing the quaternary sediments and the shallow geological structures. Compressional and shear-wave data provided information about geometry and velocity of the quaternary sedimentary succession, while geoelectric data provided information about the resistivity in the shallower formation, which strongly depends on the presence of groundwater (brine) and on its salinity. Clustering analysis allowed us to subdivide the study area into subdomains showing similar values of resistivity and compressional- and shear-wave velocity, enabling for a better interpretation of the processed seismic sections. Then, we calculated the petro-physical properties of the investigated sediments, i.e., brine saturation and resistivity, porosity, and clay content, for each cluster. This inverse problem involves rock-physics theories and an optimization algorithm based on the simulated annealing global-search method. The results, validated using borehole stratigraphy, provided information about the salty water wedge intrusion.

综合地球物理分析利用不同的方法以及来自井的先验信息,是研究地下地质和岩石物理特征的一种行之有效的方法。我们在意大利东北部亚得里亚海沿岸收集了地震和地电数据,目的是表征第四纪沉积物和浅层地质构造。纵波和横波数据提供了第四纪沉积序列的几何形状和速度信息,而地电数据提供了浅层地层的电阻率信息,而浅层地层的电阻率很大程度上取决于地下水(盐水)的存在及其盐度。聚类分析使我们能够将研究区域细分为具有相似电阻率值、纵波速度和横波速度的子域,从而更好地解释处理后的地震剖面。然后,我们计算了所研究沉积物的岩石物理性质,即每个簇的盐水饱和度和电阻率、孔隙度和粘土含量。该反问题涉及岩石物理理论和基于模拟退火全局搜索方法的优化算法。通过钻孔地层学验证了结果,提供了有关咸水楔侵入的信息。
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引用次数: 1
Fast Computation of Terrain-Induced Gravitational and Magnetic Effects on Arbitrary Undulating Surfaces 任意起伏表面上地形诱导的重力和磁效应的快速计算
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-12 DOI: 10.1007/s10712-023-09773-0
Leyuan Wu, Longwei Chen

Based on a brief review of forward algorithms for the computation of topographic gravitational and magnetic effects, including spatial, spectral and hybrid-domain algorithms working in either Cartesian or spherical coordinate systems, we introduce a new algorithm, namely the CP-FFT algorithm, for fast computation of terrain-induced gravitational and magnetic effects on arbitrary undulating surfaces. The CP-FFT algorithm, working in the hybrid spatial-spectral domain, is based on a combination of CANDECOMP/PARAFAC (CP) tensor decomposition of gravitational integral kernels and 2D Fast Fourier Transform (FFT) evaluation of discrete convolutions. By replacing the binomial expansion in classical FFT-based terrain correction algorithms using CP decomposition, convergence of the outer-zone computation can be achieved with significantly reduced inner-zone radius. Additionally, a Gaussian quadrature mass line model is introduced to accelerate the computation of the inner zone effect. We validate our algorithm by computing the gravitational potential, the gravitational vector, the gravity gradient tensor, and magnetic fields caused by densely-sampled topographic and bathymetric digital elevation models of selected mountainous areas around the globe. Both constant and variable density/magnetization models, with computation surfaces on, above and below the topography are considered. Comparisons between our new method and space-domain rigorous solutions show that with modeling errors well below existing instrumentation error levels, the calculation speed is accelerated thousands of times in all numerical tests. We release a set of open-source code written in MATLAB language to meet the needs of geodesists and geophysicists in related fields to carry out more efficiently topographic modeling in Cartesian coordinates under planar approximation.

在简要回顾了计算地形引力和磁效应的正演算法的基础上,我们介绍了一种新的算法,即CP-FFT算法,用于快速计算任意起伏表面上地形诱导的引力和磁效应。CP-FFT算法工作于混合空间-频谱域,基于CANDECOMP/PARAFAC (CP)引力积分核张量分解和二维快速傅里叶变换(FFT)离散卷积评估的结合。利用CP分解代替经典的基于fft的地形校正算法中的二项展开,可以在显著减小区域内半径的情况下实现区域外计算的收敛。此外,引入高斯正交质量线模型加速了内区效应的计算。我们通过计算全球选定山区的密集采样地形和等深数字高程模型引起的重力势、重力矢量、重力梯度张量和磁场来验证我们的算法。考虑了恒定和可变密度/磁化模型,计算面在地形上、地形上和地形下。与空间域严格解的比较表明,在建模误差远低于现有仪器误差水平的情况下,所有数值试验的计算速度都加快了数千倍。我们发布了一套用MATLAB语言编写的开源代码,以满足相关领域的大地测量学家和地球物理学家在平面近似下更有效地进行笛卡尔坐标下的地形建模。
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引用次数: 0
Validation of Space-Wise GOCE Gravitational Gradient Grids Using the Spectral Combination Method and GNSS/Levelling Data 利用光谱组合方法和GNSS/调平数据验证面向空间的GOCE重力梯度网格
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-01 DOI: 10.1007/s10712-022-09762-9
Martin Pitoňák, Michal Šprlák, Vegard Ophaug, Ove C. D. Omang, Pavel Novák

The launch of gravity-dedicated satellite missions at the beginning of the new millennium led to an accuracy improvement of global Earth gravity field models (GGMs). One of these missions was the Gravity field and steady-state Ocean Circulation Explorer (GOCE) launched in 2009. As the first European Space Agency’s Earth Explorer Mission, the satellite carried a novel instrument, a 3-D gradiometer, which allowed measurement of the second-order directional derivatives of the gravitational potential (gravitational gradients) with a uniform quality and a near-global coverage. The main mission goal was to determine the static Earth’s gravity field with the ambitious precision of 1-2 cm in terms of geoid heights and 1 mGal in terms of gravity anomalies for spatial resolution of 100 km (half wavelength at the equator). More than three years of the outstanding measurements resulted in three levels of data products (Level 0, Level 1b and Level 2), six releases of GGMs, and several global grids of gravitational gradients. The grids, which represent a step between gravitational gradients measured directly along the GOCE orbit and those represented by GGMs, found their usage mainly in geophysical applications. In this contribution, we validate the official Level 2 product GRD_SPW_2 using height anomalies over two test areas located in central and northern Europe (Czechia/Slovakia and Norway). A mathematical model based on the least-squares spectral weighting is employed with corresponding spectral weights estimated for validation of gravitational gradient grids. This model continues gravitational gradients from the mean orbital altitude of GOCE down to the irregular Earth’s surface (not to a sphere) and transforms them to height anomalies in one computational step. Analytical downward continuation errors of the model are estimated using a closed-loop test. Prior to the comparison of height anomalies estimated from gravitational gradients with their reference values derived from Global Navigation Satellite Systems (GNSS)/levelling over the two test areas, the gravitational gradients and reference data are corrected for all systematic effects such as the tide system conversion. Moreover, the high-frequency part of the gravitational signal is estimated and subtracted from reference data as it is attenuated in the gravitational gradients measured by GOCE. A relative improvement between the release 6 and release 2 gradient grids reaches 48(%) in terms of height anomalies in Czechia/Slovakia. The relative improvement in Norway is even more significant and reaches 55(%). The release 6 of the official Level 2 product GRD_SPW_2 gained the absolute accuracy with the standard deviation of 8.7 cm over Czechia/Slovakia and 9.3 cm over Norway.

在新千年之初,重力专用卫星任务的发射使全球地球重力场模型(GGMs)的精度得到了提高。其中一项任务是2009年发射的重力场和稳态海洋环流探测器(GOCE)。作为欧洲航天局的第一个地球探测任务,这颗卫星携带了一种新颖的仪器,一个3-D梯度仪,它可以测量重力势的二阶方向导数(重力梯度),具有统一的质量和近全球覆盖。主要任务目标是确定静态地球重力场,在100公里(赤道半波长)的空间分辨率下,以1-2厘米的大地水准面高度和1 mGal的重力异常精度确定静态地球重力场。三年多来的出色测量成果产生了三个级别的数据产品(0级、1b级和2级),发布了六次全球重力梯度网格,以及几个全球重力梯度网格。这些网格代表了沿GOCE轨道直接测量的重力梯度与由ggm表示的重力梯度之间的一个步骤,主要用于地球物理应用。在这篇文章中,我们使用位于中欧和北欧(捷克/斯洛伐克和挪威)的两个测试区域的高度异常来验证官方2级产品GRD_SPW_2。采用基于最小二乘谱权的数学模型,估计相应的谱权,对重力梯度网格进行验证。该模型将地球表面平均轨道高度的重力梯度延续到不规则的地球表面(而不是球体),并在一个计算步骤中将其转换为高度异常。利用闭环试验估计了模型的解析向下延拓误差。在将重力梯度估算的高度异常与全球导航卫星系统(GNSS)/水准测量的参考值进行比较之前,将重力梯度和参考数据进行校正,以消除潮汐系统转换等所有系统影响。此外,估计重力信号的高频部分,并从参考数据中减去,因为它在GOCE测量的重力梯度中被衰减了。在捷克/斯洛伐克地区,第6版和第2版梯度网格在高度异常方面的相对改进达到了48 (%)。挪威的相对改善更为显著,达到了55 (%)。官方二级产品GRD_SPW_2的第6版获得了绝对精度,在捷克/斯洛伐克的标准偏差为8.7 cm,在挪威的标准偏差为9.3 cm。
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引用次数: 0
Individual and Joint Inversions of Shallow-Seismic Rayleigh and Love Waves: Full-Waveform Inversion Versus Random-Objective Waveform Inversion 浅层地震瑞利波和洛夫波的单独和联合反演:全波形反演与随机目标波形反演
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-26 DOI: 10.1007/s10712-023-09775-y
Yudi Pan, Lingli Gao

Shallow-seismic full-waveform inversion (FWI) provides an effective way for the accurate reconstruction of near-surface models. The common 2D shallow-seismic FWI inverts either individual Rayleigh or Love waves, and the joint FWI of Rayleigh and Love waves can further improve the reliability of the result. Conventionally, FWI is formulated as a single-objective inverse problem and is solved with deterministic optimization algorithms. It suffers from a relatively high level of ill-posedness and high computational cost, which are two of the main problems that FWI faces. Recently, a random-objective waveform inversion (ROWI) method is proposed to mitigate these problems. ROWI reformulates waveform inversion as a multi-objective inverse problem and solves it with a stochastic optimization algorithm. The multi-objective framework and the stochastic nature provide ROWI relatively high freedom in searching for the optimal model and therefore improve its robustness against the poor initial model. In this paper, we perform a comprehensive comparison between the performance of shallow-seismic FWI and ROWI for the reconstruction of near-surface models. We compare their performance in the scenario of individual inversion of Rayleigh wave, individual inversion of Love wave, and joint inversion of both wave types. Besides, we also compare their effectiveness when using good and poor initial models. Synthetic examples of a highly heterogeneous model show that ROWI is more efficient and more robust than FWI in both individual and joint inversions. The individual ROWI of Love wave can reconstruct the model more efficiently than Rayleigh wave if a good initial model is available, and the other way around if a poor initial model is provided. The joint inversion, in both FWI and ROWI, outperforms the individual inversion of a single wave type. In both individual and joint inversions, ROWI is more efficient in reducing model error and more robust against the poor initial model than FWI. We also compare the performance of ROWI and FWI by using field data sets acquired in Rheinstetten, Germany. The results show that when a good initial model is available, both FWI and ROWI can nicely reconstruct the main structure of the subsurface model. The validity of the reconstructed model is proved by comparing it to a migrated ground-penetrating radar profile. ROWI can consistently reconstruct the model to a good level even when using a poor initial model, while the individual and joint FWIs fail to work when the initial model is poor. It confirms the relatively higher efficiency and robustness of ROWI than FWI in the reconstruction of near-surface models.

浅层地震全波形反演(FWI)为近地表模型的精确重建提供了有效途径。常用的二维浅地震FWI可以反演单个Rayleigh波或Love波,而Rayleigh波和Love波的联合FWI可以进一步提高结果的可靠性。传统上,FWI被表述为一个单目标反问题,用确定性优化算法求解。它面临着相对较高的不稳定性和较高的计算成本,这是FWI面临的两个主要问题。最近,一种随机目标波形反演(ROWI)方法被提出来缓解这些问题。ROWI将波形反演重新表述为一个多目标逆问题,并用随机优化算法求解。多目标框架和随机特性使ROWI在寻找最优模型时具有较高的自由度,从而提高了其对较差初始模型的鲁棒性。在本文中,我们对浅层地震FWI和ROWI在近地表模型重建中的性能进行了全面比较。比较了它们在Rayleigh波单独反演、Love波单独反演以及两种波联合反演场景下的性能。此外,我们还比较了它们在使用良好和较差初始模型时的有效性。高度异构模型的综合实例表明,在个体和联合反演中,ROWI比FWI更有效、更稳健。在初始模型较好的情况下,Love波的单个ROWI重构模型的效率高于Rayleigh波,而在初始模型较差的情况下,则相反。在FWI和ROWI中,联合反演优于单波类型的单独反演。在个体和联合反演中,ROWI在减少模型误差方面比FWI更有效,并且对较差的初始模型更具鲁棒性。通过使用在德国莱茵施泰滕获得的现场数据集,我们还比较了ROWI和FWI的性能。结果表明,当有良好的初始模型时,FWI和ROWI都能很好地重建地下模型的主要结构。通过与偏移后的探地雷达剖面对比,验证了重建模型的有效性。即使使用较差的初始模型,ROWI也可以持续地将模型重构到较好的水平,而单个和联合wi在初始模型较差时无法工作。这证实了ROWI在近地表模型重建中相对于FWI具有更高的效率和鲁棒性。
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引用次数: 1
Acknowledgement of Reviewers for 2022 2022年审稿人致谢
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-21 DOI: 10.1007/s10712-023-09768-x
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引用次数: 0
Earthquake Characteristics and Structural Properties of the Southern Tyrrhenian Basin from Full Seismic Wave Simulations 基于全地震波模拟的南第勒尼安盆地地震特征和构造性质
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-21 DOI: 10.1007/s10712-023-09769-w
Chiara Nardoni, Luca De Siena, Fabrizio Magrini, Fabio Cammarano, Takuto Maeda, Elisabetta Mattei

Modelling the response of seismic wavefields to sharp lateral variations in crustal discontinuities is essential for seismic tomography application and path effects correction in earthquake source characterization. This is particularly relevant when wavefields cross back-arc oceanic basins, i.e. mixed continental-oceanic settings. High-frequency (>0.05 Hz) seismic waves resonate and get absorbed across these settings due to a shallow Moho, crustal heterogeneities, and energy leakage. Here, we provide the first high-frequency wave-equation model of full seismograms propagating through realistic 3D back-arc basins. Inversion by parameters trial based on correlation analyses identifies P-, S- and coda-wave as attributes able to estimate jointly 3D Moho variations, sediment thickness, and earthquake source characteristics using data from a single regional earthquake. We use as data waveforms produced by the Accumoli earthquake (Central Italy, 2016), propagating across the Southern Tyrrhenian basin and recorded across Southern Italy. The best model comprises a deep Moho ((sim)18 km) in the middle of the basin and a crustal pinch with the continental crust in Sicily. The deep Moho corresponds to the Issel Bridge, a portion of continental crust trapped between the Vavilov and Marsili volcanic centres. The Accumoli earthquake is optimally described at a depth of 7.3 km using a boxcar with rise time of 6 s. Our results show that the early S-wave coda comprises trapped and reverberating phases sensitive to crustal interfaces. Forward modelling these waves is computationally expensive; however, adding these attributes to tomographic procedures allows modelling both source and structural parameters across oceanic basins.

模拟地震波场对地壳不连续性横向剧烈变化的响应对于地震层析成像应用和震源表征中的路径效应校正至关重要。当波场穿过弧后海洋盆地,即混合的大陆-海洋环境时,这一点尤为重要。高频(0.05 Hz)地震波由于浅层莫霍面、地壳非均质性和能量泄漏而在这些环境中共振并被吸收。在这里,我们提供了第一个在真实的三维弧后盆地传播的全地震记录的高频波动方程模型。基于相关分析的参数试反演识别出P-波、S-波和尾波是能够利用单个区域地震数据联合估计三维莫霍变化、沉积物厚度和震源特征的属性。我们使用了阿库莫利地震(意大利中部,2016年)产生的数据波形,该波形穿过南蒂勒尼安盆地传播,并在意大利南部记录。最好的模型包括盆地中部的深莫霍((sim) 18公里)和西西里岛大陆地壳的地壳挤压。莫霍深对应于伊塞尔桥,这是瓦维洛夫和马西利火山中心之间的大陆地壳的一部分。用上升时间为6秒的箱型车对7.3 km深度的库莫里地震进行了最佳描述。结果表明,早期s波尾波包括对地壳界面敏感的捕获相和混响相。正演模拟这些波在计算上是昂贵的;然而,将这些属性添加到层析成像程序中,可以对海洋盆地的源和结构参数进行建模。
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引用次数: 1
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Surveys in Geophysics
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