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Self-supervised Multistep Seismic Data Deblending 自监督多步地震数据分离
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-08-18 DOI: 10.1007/s10712-023-09801-z
Xinyi Chen, Benfeng Wang

The potential of blended seismic acquisition to improve acquisition efficiency and cut acquisition costs is still open, particularly with efficient deblending algorithms to provide accurate deblended data for subsequent processing procedures. In recent years, deep learning algorithms, particularly supervised algorithms, have drawn much attention over conventional deblending algorithms due to their ability to nonlinearly characterize seismic data and achieve more accurate deblended results. Supervised algorithms require large amounts of labeled data for training, yet accurate labels are rarely accessible in field cases. We present a self-supervised multistep deblending framework that does not require clean labels and can characterize the decreasing blending noise level quantitatively in a flexible multistep manner. To achieve this, we leverage the coherence similarity of the common shot gathers (CSGs) and the common receiver gathers (CRGs) after pseudo-deblending. The CSGs are used to construct the training data adaptively, where the raw CSGs are regarded as the label with the corresponding artificially pseudo-deblended data as the initial training input. We employ different networks to quantitatively characterize decreasing blending noise levels in multiple steps for accurate deblending with the help of a blending noise estimation–subtraction strategy. The training of one network can be efficiently initialized by transfer learning from the optimized parameters of the previous network. The optimized parameters trained on CSGs are used to deblend all CRGs of the raw pseudo-deblended data in a multistep manner. Tests on synthetic and field data validate the proposed self-supervised multistep deblending algorithm, which outperforms the multilevel blending noise strategy.

混合地震采集在提高采集效率和降低采集成本方面的潜力仍有待开发,尤其是采用高效的除谱算法为后续处理程序提供准确的除谱数据。近年来,深度学习算法,尤其是有监督算法,因其能够非线性地描述地震数据特征并获得更精确的排错结果,与传统的排错算法相比备受关注。监督算法需要大量标注数据进行训练,但在野外情况下很少能获得准确的标注。我们提出了一种自监督多步骤去叠加框架,它不需要干净的标签,并能以灵活的多步骤方式定量描述递减的混合噪声水平。为了实现这一目标,我们利用了伪去混叠后的共同射电采集(CSG)和共同接收器采集(CRG)的相干相似性。CSGs 被用于自适应地构建训练数据,其中原始 CSGs 被视为标签,而相应的人工伪去噪数据则被视为初始训练输入。我们采用不同的网络来定量描述混合噪声水平在多个步骤中的递减情况,从而借助混合噪声估计-抽取策略实现准确的去噪。通过对前一个网络的优化参数进行迁移学习,可以有效地初始化一个网络的训练。在 CSG 上训练出的优化参数将以多步骤的方式用于对原始伪消磁数据的所有 CRG 进行消磁。对合成数据和实地数据的测试验证了所提出的自监督多步骤去耦算法,该算法优于多级混合噪声策略。
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引用次数: 0
Geotechnical, Geoelectric and Tracing Methods for Earth/Rock-Fill Dam and Embankment Leakage Investigation 土石坝和路堤渗漏调查的土工、地电和示踪方法
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-08-18 DOI: 10.1007/s10712-023-09806-8
Shenghao Nan, Jie Ren, Lei Zhang, Hongen Li, Zhaoyang Ma, Jie Kang, Hengle Guo

Earth/rock-fill dams and embankments are the main water retaining structures in hydraulic projects, and they can effectively resist floods and are of great significance for protecting people's lives and property. Leakage is a common problem in these structures. Investigation activities, including geotechnical, geoelectric, and tracing methods, are required to locate the leakage path and provide a basis for risk mitigation and reinforcement. These three methods provide information on different leakage characteristics, uncertainties, and spatiotemporal distributions. This work first introduces the micro-mechanism of internal erosion and then, provides a site case base for leakage investigation of earth/rock-fill dams and embankments from all over the world. For each investigation method, the basic principle, investigation process, data interpretation, and future potential are summarized. It should be emphasized that geotechnical, geoelectric, and tracing methods are placed on an equal level to assist dam managers and researchers in selecting the most appropriate method to assess dam leakage against specific geological backgrounds and structural types. Finally, the advantages, disadvantages, and applicable conditions of each investigation method are compared. The role of surface investigation methods and internal investigation methods in different stages of leakage is explained. The application of combined methods is discussed at four levels, and a new combined method is proposed.

土石坝和堤坝是水利工程中的主要挡水建筑物,能有效抵御洪水,对保护人民生命财产安全具有重要意义。渗漏是这些结构中常见的问题。为了确定渗漏路径,并为降低风险和加固提供依据,需要开展调查活动,包括岩土工程、地电和跟踪方法。这三种方法可提供不同的渗漏特征、不确定性和时空分布信息。本研究首先介绍了内部侵蚀的微观机理,然后提供了世界各地土石填筑大坝和堤坝渗漏调查的现场案例库。对每种调查方法的基本原理、调查过程、数据解释和未来潜力进行了总结。需要强调的是,岩土工程、地电和跟踪方法被放在同等重要的位置,以帮助大坝管理者和研究人员根据具体的地质背景和结构类型选择最合适的方法来评估大坝渗漏情况。最后,比较了每种调查方法的优缺点和适用条件。解释了表面调查方法和内部调查方法在不同渗漏阶段的作用。从四个层面讨论了组合方法的应用,并提出了一种新的组合方法。
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引用次数: 0
Evaluation Procedures for the Potential Harmonic Coefficients of a Generally Shaped Polyhedron 一般形状多面体势调和系数的评定方法
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-08-16 DOI: 10.1007/s10712-023-09802-y
Georgia Gavriilidou, Dimitrios Tsoulis

Two computational strategies for the evaluation of the spherical harmonic coefficients of the gravitational potential due to a generally shaped homogeneous polyhedral source are examined in detail. The techniques are implemented numerically for the known asteroid shape models of Eros and Didymos. The aim of the investigation is to quantify specific numerical aspects of the two algorithms, such as the accuracy of the techniques compared to a closed analytical solution for varying distance between source and computation point, the band-limited spectral analysis of the obtained spherical harmonic models and the convergence behavior of the corresponding series expansion in the vicinity of the characteristic Brillouin sphere. From a computational point of view, the line integral approach demands approximately three times the CPU time of Werner’s method. The two sets of spherical harmonic coefficients are 100% correlated up to degree 45 for Eros and up to degree 49 for Didymos. Approaching degree 100, the correlation by degree decreases by 0.0004% for Eros and by 0.004% for Didymos, the corresponding values for the correlation by order being 0.0002% and 0.304%. Inside the Brillouin sphere and approaching its boundary, the numerical agreement of the gravitational potential between the line integral method and the analytical solution is at the 1E-4 level, while with Werner’s approach at the 1E-7 level. At a distance of 33.5 km outside the Brillouin sphere for Eros and 2.2 km for Didymos, both methods are identical, reaching an agreement level with the analytical solution of 1E-11 level for Eros and 1E-14 for Didymos. In terms of spherical harmonic representation, the series defined by the line integral approach converges faster to the analytical value for the gravitational potential by 4 degrees.

详细研究了评估一般形状的均质多面体源引起的引力势的球谐波系数的两种计算策略。这些技术是针对已知的厄洛斯和狄迪莫斯小行星形状模型进行数值计算的。研究的目的是对两种算法的具体数值方面进行量化,如在源和计算点之间的距离变化时,与封闭式分析解相比,两种技术的准确性;对所获球谐模型的带限频谱分析;以及在特征布里渊球附近相应序列展开的收敛行为。从计算角度来看,线积分方法所需的 CPU 时间大约是维尔纳方法的三倍。两组球谐波系数在厄洛斯(Eros)的 45 度以内和狄迪莫斯(Didymos)的 49 度以内是 100% 相关的。在接近 100 度时,Eros 和 Didymos 的度相关性分别降低了 0.0004%和 0.004%,阶相关性的相应值分别为 0.0002%和 0.304%。在布里渊球内部和接近其边界的地方,线积分法和解析解之间的引力势数值一致性达到了 1E-4 的水平,而维尔纳方法则达到了 1E-7 的水平。在布里渊球外 33.5 千米的距离(厄洛斯)和 2.2 千米的距离(狄狄莫斯),两种方法完全相同,厄洛斯与分析解的一致性达到了 1E-11 的水平,狄狄莫斯达到了 1E-14 的水平。就球面谐波表示法而言,线积分法定义的数列收敛速度比重力势能分析值快 4 度。
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引用次数: 0
PC Index as a Ground-Based Indicator of the Solar Wind Energy Incoming into the Magnetosphere: (2) Relation of PC Index to Magnetic Disturbances PC指数作为太阳风进入磁层的地面指标:(2)PC指数与磁扰动的关系
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-08-02 DOI: 10.1007/s10712-023-09799-4
O. A. Troshichev

The paper summarizes the issues related to relationships between the PC index and magnetic disturbances: threshold level of the PC index required for the disturbances beginning, delay time in response of magnetic substorms and storms to the PC index growth, relation of PC index to magnetospheric field-aligned currents in course of substorm, different types of magnetic substorms (isolated, expanded, delayed, sawtooth) and magnetic storms (classic, pulsed and composite) and their relation to different regularities in the PC index alterations, linear dependence of the substorm and storm intensities on value of the preceding of PC index, special features of magnetic activity in the winter and summer polar caps, variations of PC index and magnetic disturbances in course of the 23/24 solar activity cycles. New aspects that have arisen due to the PC index application are concerned with the threshold-dependent mode of the substorm development and regular repeateness of sawtooth substorms occurring under conditions of steady powerful EKL field. The experimental results examined in the paper are indicative that the PC index serves as an indicator of the solar wind energy which comes in the magnetosphere and then realizes in the form of magnetosphere disturbances. This paper follows the review of Troshichev (Front Astron Space Sci 9:1069470, 2022), where the relationships between the solar wind electric field EKL and PC index have been examined.

本文总结了与 PC 指数和磁扰动之间的关系有关的问题:扰动开始时所需的 PC 指数临界值、磁亚暴和磁风暴对 PC 指数增长的反应延迟时间、亚暴过程中 PC 指数与磁层场对齐电流的关系、不同类型的磁亚暴(孤立、扩展、延迟、锯齿)和磁风暴(典型、脉冲和复合)及其与 PC 指数变化的不同规律性的关系、亚暴和风暴强度的线性依赖性、脉冲和复合)及其与 PC 指数变化的不同规律性的关系、亚暴和磁暴强度与 PC 指数前值的线性关系、冬季和夏季极冠磁活动的特点、23/24 太阳活动周期中 PC 指数和磁扰动的变化。由于 PC 指数的应用而产生的新方面涉及亚暴发展的阈值依赖模式和在稳定的强大 EKL 场条件下发生的锯齿亚暴的规律重复性。本文研究的实验结果表明,PC 指数可作为太阳风能量的指标,这些能量进入磁层后以磁层扰动的形式实现。本文是继 Troshichev 的综述(Front Astron Space Sci 9:1069470, 2022 年)之后,对太阳风电场 EKL 和 PC 指数之间关系的研究。
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引用次数: 0
Closure of Earth’s Global Seasonal Cycle of Energy Storage 地球能量储存全球季节性循环的终结
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-07-18 DOI: 10.1007/s10712-023-09797-6
Gregory C. Johnson, Felix W. Landerer, Norman G. Loeb, John M. Lyman, Michael Mayer, Abigail L. S. Swann, Jinlun Zhang

The global seasonal cycle of energy in Earth’s climate system is quantified using observations and reanalyses. After removing long-term trends, net energy entering and exiting the climate system at the top of the atmosphere (TOA) should agree with the sum of energy entering and exiting the ocean, atmosphere, land, and ice over the course of an average year. Achieving such a balanced budget with observations has been challenging. Disagreements have been attributed previously to sparse observations in the high-latitude oceans. However, limiting the local vertical integration of new global ocean heat content estimates to the depth to which seasonal heat energy is stored, rather than integrating to 2000 m everywhere as done previously, allows closure of the global seasonal energy budget within statistical uncertainties. The seasonal cycle of energy storage is largest in the ocean, peaking in April because ocean area is largest in the Southern Hemisphere and the ocean’s thermal inertia causes a lag with respect to the austral summer solstice. Seasonal cycles in energy storage in the atmosphere and land are smaller, but peak in July and September, respectively, because there is more land in the Northern Hemisphere, and the land has more thermal inertia than the atmosphere. Global seasonal energy storage by ice is small, so the atmosphere and land partially offset ocean energy storage in the global integral, with their sum matching time-integrated net global TOA energy fluxes over the seasonal cycle within uncertainties, and both peaking in April.

利用观测和再分析,对地球气候系统中能量的全球季节性循环进行了量化。在排除长期趋势后,进入和离开大气顶部气候系统的净能量(TOA)应与平均一年中进入和离开海洋、大气、陆地和冰的能量总和一致。通过观察实现这种平衡预算一直是一项挑战。先前的分歧被归因于高纬度海洋的稀疏观测。然而,将新的全球海洋热含量估计值的局部垂直整合限制在季节性热能储存的深度,而不是像以前那样在各地整合到2000米,可以在统计不确定性范围内关闭全球季节性能量收支。能量储存的季节周期在海洋中最大,在4月达到峰值,因为南半球海洋面积最大,海洋的热惯性导致了相对于南方夏至的滞后。大气和陆地能量储存的季节周期较小,但分别在7月和9月达到高峰,这是由于北半球陆地较多,陆地的热惯性比大气大。全球冰的季节性蓄能较小,因此大气和陆地在全球积分中部分抵消了海洋蓄能,它们的总和与季节周期内不确定因素的时间积分净全球TOA能量通量相匹配,并且都在4月份达到峰值。
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引用次数: 0
Electromagnetic Modeling Using Adaptive Grids – Error Estimation and Geometry Representation 使用自适应网格的电磁建模 - 误差估计和几何表示法
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-06-22 DOI: 10.1007/s10712-023-09794-9
Klaus Spitzer

This review paper addresses the development of numerical modeling of electromagnetic fields in geophysics with a focus on recent finite element simulation. It discusses ways of estimating errors of our solutions for a perfectly matched modeling domain and the problems that arise from its insufficient representation. After a brief outline of early methods and modeling approaches, the paper mainly discusses the capabilities of the finite element method formulated on unstructured grids and the advantages of local h-refinement allowing for both a flexible and largely accurate representation of the geometries of the multi-scale geomaterial and an accurate evaluation of the underlying functions representing the physical fields. In summary, the accuracy of the solution depends on the geometric mapping, the choice of the mathematical model, and the spatial discretization. Although the available error estimators do not necessarily provide reliable error bounds for our complex geomodels, they are still useful to guide grid refinement. Therefore, an overview of the most common a posteriori error estimators is given. It will be shown that the sensitivity is the most important function in both guiding the geometric mapping and the local refinement.

这篇综述论文探讨了地球物理学电磁场数值建模的发展,重点是最近的有限元模拟。论文讨论了如何估算完全匹配建模域的解的误差,以及由于其表示不充分而产生的问题。在简要概述了早期的方法和建模方法之后,论文主要讨论了在非结构网格上制定的有限元方法的能力,以及局部 h- 精化的优势,这种方法既能灵活、基本准确地表示多尺度地球材料的几何形状,又能准确评估表示物理场的基本函数。总之,求解的准确性取决于几何映射、数学模型的选择和空间离散化。虽然现有的误差估计值并不一定能为复杂的地质模型提供可靠的误差范围,但仍可用于指导网格细化。因此,本文概述了最常见的后验误差估算器。结果将表明,灵敏度是指导几何映射和局部细化的最重要函数。
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引用次数: 0
Mass Balances of the Antarctic and Greenland Ice Sheets Monitored from Space 从太空监测南极和格陵兰冰盖的物质平衡
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-06-15 DOI: 10.1007/s10712-023-09795-8
Inès N. Otosaka, M. Horwath, R. Mottram, S. Nowicki
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引用次数: 3
Correction: Hydrometeorological Extreme Events in West Africa: Droughts 修正:西非水文气象极端事件:干旱
IF 4.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-06-12 DOI: 10.1007/s10712-023-09796-7
Pauline A. Dibi-Anoh, Moussa Koné, Helena Gerdener, Jürgen Kusche, Christophe K. N’Da
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引用次数: 0
Theories of Growth and Propagation of Parallel Whistler-Mode Chorus Emissions: A Review 平行哨声模式合唱辐射的生长和传播理论综述
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-06-01 DOI: 10.1007/s10712-023-09792-x
Miroslav Hanzelka, Ondřej Santolík

The significant role of nonlinear wave–particle interactions in the macrodynamics and microdynamics of the Earth’s outer radiation belt has long been recognised. Electron dropouts during magnetic storms, microbursts in atmospheric electron precipitation, and pulsating auroras are all associated with the rapid scattering of energetic electrons by the whistler-mode chorus, a structured electromagnetic emission known to reach amplitudes of about (1%) of the ambient magnetic field. Despite the decades of experimental and theoretical investigations of chorus and the recent progress achieved through numerical simulations, there is no definitive theory of the chorus formation mechanism, not even in the simple case of parallel (one-dimensional) propagation. Here we follow the evolution of these theories from their beginnings in the 1960s to the current state, including newly emerging self-consistent excitation models. A critical review of the unique features of each approach is provided, taking into account the most recent spacecraft observations of the fine structure of chorus. Conflicting interpretations of the role of resonant electron current and magnetic field inhomogeneity are discussed. We also discuss the interplay between nonlinear growth and microscale propagation effects and identify future theoretical and observational challenges stemming from the two-dimensional aspects of chorus propagation.

非线性波粒相互作用在地球外辐射带的宏观动力学和微观动力学中的重要作用早已得到公认。磁暴中的电子骤降、大气电子沉淀中的微暴以及脉动极光都与高能电子被啸叫模式合唱快速散射有关,众所周知,这种结构化的电磁辐射的振幅可以达到环境磁场的(1%)左右。尽管对合唱进行了数十年的实验和理论研究,最近又通过数值模拟取得了进展,但关于合唱的形成机制,即使是在平行(一维)传播的简单情况下,也没有确定的理论。在此,我们将跟踪这些理论从 20 世纪 60 年代开始到现在的演变过程,包括新出现的自洽激发模型。考虑到最新的航天器对合唱精细结构的观测,我们对每种方法的独特之处进行了批判性的评论。讨论了对共振电子电流和磁场不均匀性作用的相互矛盾的解释。我们还讨论了非线性增长和微尺度传播效应之间的相互作用,并确定了未来在合唱传播的二维方面所面临的理论和观测挑战。
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引用次数: 0
The Magma Emplacement of a Composite Volcanic-Intrusive System and Its Mineralization 火山—侵入复合体系岩浆侵位及其成矿作用
IF 4.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-05-19 DOI: 10.1007/s10712-023-09793-w
Yihao Wu, Jiangtao Han, Guoqing Ma, Yunhe Liu, Fuxing Han, Lijia Liu, Lei Guo, Ye Guan, Yinghui Zhang

Magma emplacement can restrict the nature and distribution of an ore deposit, and is an important topic for the study of mineralization mechanisms. Previous studies of magma emplacement have focused mainly on the superimposed mineralization of multi-stage magma in time, whereas the superimposed characteristics and mineralization of different magma emplacement in space are unclear. We estimate a 3-D multiple geophysical model in the Shuangjianzishan Ag–Pb–Zn district, northeastern China, using gravity, magnetic, magnetotelluric and seismic data. The model describes the distribution of buried magmatic rocks related to mineralization in the ore district and highlights the detailed structure and connection of volcanism and intrusion. The volcanism is characterized by a tree-like structure consisting of a near-conical channel and an annular fault system; the intrusion appears as a dome-shaped structure, and its lateral distribution is controlled by faults. The geophysical results reveal a deep fault system connecting volcanism and intrusion. Combining the results with regional geology, petrophysical properties and borehole information, we propose a composite metallogenic model for the ore district, which is that the volcanism caused the ore-bearing magma to migrate to the present-day location of the base of the ore deposit through the deep fault system, and formed an intrusive complex with the ore-bearing magma emplaced in a dome below the present-day location of the deposit. This resulted in the formation of complex and fault-controlled ore bodies. Reviewing the global metallogenic characteristics related to magmatism, our results demonstrate the magma emplacement pattern of a composite volcanic-intrusive system may be an important factor for the formation of super-large deposits.

岩浆的赋存可以制约矿床的性质和分布,是成矿机制研究的重要课题。以往对岩浆赋存的研究主要集中在多期岩浆在时间上的叠加成矿作用,而对不同岩浆赋存在空间上的叠加特征和成矿作用尚不清楚。我们利用重力、磁力、磁电和地震数据估算了中国东北双剑子山银铅锌矿区的三维多重地球物理模型。该模型描述了矿区内与矿化有关的埋藏岩浆岩的分布,并突出了火山活动和侵入活动的详细结构和联系。火山活动的特征是由一个近锥形通道和一个环形断层系统组成的树状结构;侵入体呈圆顶形结构,其横向分布受断层控制。地球物理结果显示,一个深层断层系统连接着火山活动和侵入体。结合区域地质、岩石物理特性和钻孔资料,我们提出了矿区的复合成矿模式,即火山作用使含矿岩浆通过深部断层系统迁移到今天的矿床底部位置,并形成了一个侵入复合体,含矿岩浆赋存在今天矿床位置下方的穹窿中。这就形成了复杂的、受断层控制的矿体。回顾与岩浆活动有关的全球成矿特征,我们的研究结果表明,火山-侵入复合系统的岩浆赋存模式可能是形成超大型矿床的一个重要因素。
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引用次数: 0
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Surveys in Geophysics
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