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Automatic seismic first-break picking based on multi-view feature fusion network 基于多视角特征融合网络的自动地震初至选择
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-07 DOI: 10.1111/1365-2478.13592
Yinghe Wu, Shulin Pan, Haiqiang Lan, José Badal, Ze Wei, Yaojie Chen

Automatic first-break picking is a basic step in seismic data processing, so much so that the quality of the picking largely determines the effect of subsequent processing. To a certain extent, artificial intelligence technology has solved the shortcomings of traditional first-break picking algorithms, such as poor applicability and low efficiency. However, some problems still remain for seismic data, with a low signal-to-noise ratio and large first-break change leading to inaccurate picking and poor generalization of the network. In order to improve the accuracy of the automatic first-break picking results of the above seismic data, we propose a multi-view automatic first-break picking method driven by multi-network. First, we analysed the single-trace boundary characteristics and the two-dimensional boundary characteristics of the first break. Based on these two characteristics of the first break, we used the Long Short-Term Memory and the ResNet attention gate UNet (resudual attention gate UNet) networks to extract the characteristics of the first arrival and its location from the seismic data, respectively. Then, we introduced the idea of multi-network learning in the first-break picking work and designed a feature fusion network. Finally, the multi-view first-break features extracted by the Long Short-Term Memory and resudual attention gate UNet networks are fused, which effectively improves the picking accuracy. The results obtained after applying the method to field seismic data show that the accuracy of the first break detected by a feature fusion network is higher than that given by the above two networks alone and has good applicability and resistance to noise.

自动初至拾取是地震数据处理的基本步骤,初至拾取的质量在很大程度上决定了后续处理的效果。人工智能技术在一定程度上解决了传统初至选取算法适用性差、效率低等缺点。然而,对于地震数据而言,仍存在一些问题,信噪比低、初值变化大导致选取不准确,网络泛化效果差。为了提高上述地震数据自动初至拾取结果的准确性,我们提出了一种多网络驱动的多视角自动初至拾取方法。首先,我们分析了初至的单道次边界特征和二维边界特征。根据初至的这两个特征,我们利用长短时记忆网络和 ResNet 注意门网络(resudual attention gate UNet)分别从地震数据中提取初至的特征及其位置。然后,我们在初至提取工作中引入了多网络学习的思想,并设计了一个特征融合网络。最后,融合了长短时记忆网络和剩余注意门 UNet 网络提取的多视角初至特征,有效提高了采样精度。将该方法应用于野外地震数据后得到的结果表明,特征融合网络检测初至的精度高于上述两种网络单独检测初至的精度,具有良好的适用性和抗干扰性。
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引用次数: 0
Three-dimensional inversion of controlled-source electromagnetic data using general measures to evaluate data misfits and model structures 使用一般方法评估数据误差和模型结构的受控源电磁数据三维反演
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-06 DOI: 10.1111/1365-2478.13576
Yonghyun Chung, Soon Jee Seol, Joongmoo Byun

Quantification of data misfits and model structures is an important step in the non-linear iterative inverse scheme, allowing medium parameters to be iteratively refined through minimization. This study developed a new three-dimensional controlled-source electromagnetic inversion algorithm that allows general measures to be made selectively available for this evaluation. We adopt 2$ell _2$, 1$ell _1$, Huber, hybrid 1$ell _1$/2$ell _2$, Sech, Cauchy, biweight and 0$ell _0$ norms as general measures. The inversion implementation is based on a regularized Gauss–Newton method, and non-quadratic measures are incorporated via the use of an iteratively reweighted least-squares scheme. To exploit current computing power, forward solutions are computed on an edge finite-element discretization using a parallel version of a direct sparse solver, while dense matrix operations in inversion are optimized using the LAPACK library. The behaviours of general measures for evaluating data misfits and model structures are examined in synthetic inversion experiments, focusing on elucidating weighting mechanisms and setting user-defined parameters. A preliminary demonstration is presented, showcasing simultaneous regularization in imaging a toy model containing both sharp and smooth property changes, alongside a field data application for imaging subsurface artificial structures. Our findings highlight the seamless integration of general measures, contributing to improved robustness against data outliers and enhanced spatial properties provided in output models.

对数据误差和模型结构进行量化是非线性迭代反演方案中的一个重要步骤,可通过最小化对介质参数进行迭代改进。本研究开发了一种新的三维受控源电磁反演算法,允许有选择地使用一般测量方法进行评估。我们采用、、Huber、混合/、Sech、Cauchy、biweight 和规范作为一般度量。反演实现基于正则化高斯-牛顿方法,并通过使用迭代重权最小二乘方案纳入非二次测量。为了利用当前的计算能力,使用并行版直接稀疏求解器在边缘有限元离散化上计算正向解,同时使用 LAPACK 库优化反演中的密集矩阵运算。在合成反演实验中,研究了评估数据不匹配和模型结构的一般措施的行为,重点是阐明加权机制和设置用户定义的参数。我们进行了初步演示,展示了在对包含尖锐和平滑属性变化的玩具模型进行成像时的同步正则化,以及对地表下人工结构进行成像的现场数据应用。我们的研究结果凸显了通用测量的无缝整合,有助于提高对数据异常值的稳健性,并增强输出模型的空间属性。
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引用次数: 0
Slope failure remediation using constrained horizontal-to-vertical spectral ratio inversion techniques 利用受限水平-垂直谱比反演技术修复斜坡坍塌
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-08-01 DOI: 10.1111/1365-2478.13584
Craig O'Neill

Slope failure rates may be exacerbated by increased precipitation patterns associated with climate change. Such events are extremely disruptive for local communities affected. Rapid engineering remediation solutions generally require immediate site characterization, including information on depth to intact bedrock and groundwater conditions – often on dangerous or still-failing slopes. Horizontal-to-vertical spectral ratio is a low-impact technique capable of rapidly providing key information on the subsurface. Here we develop a robust workflow for constrained minimization of horizontal-to-vertical spectral ratio data and develop constrained horizontal-to-vertical spectral ratio profiling methodologies. We present results from a number of landslide sites in eastern Australia and demonstrate the utility of horizontal-to-vertical spectral ratio in delineating both fractured-rock aquifers at high-risk sites and colluvium–bedrock contact on active landslide sites, where traditional seismic methods were not practical.

与气候变化相关的降水模式增加可能会加剧斜坡崩塌率。此类事件对受影响的当地社区造成极大破坏。快速工程修复解决方案通常需要立即进行现场特征描述,包括完整基岩深度和地下水状况的信息--通常是在危险或仍在崩塌的斜坡上。水平-垂直光谱比是一种影响较小的技术,能够快速提供地下的关键信息。在此,我们开发了一套强大的工作流程,用于约束性地最小化水平-垂直光谱比数据,并开发了约束性水平-垂直光谱比剖面方法。我们展示了澳大利亚东部一些滑坡地点的研究结果,并证明了水平-垂直谱比在划定高风险地点的断裂岩石含水层和活动滑坡地点的冲积层-岩石接触面方面的实用性,在这些地点,传统的地震方法并不实用。
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引用次数: 0
For 16 years of serving Geophysical Prospecting as Editor-in-Chief: Thank you Tijmen Jan Moser 担任《地球物理勘探》主编 16 年:感谢 Tijmen Jan Moser
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-31 DOI: 10.1111/1365-2478.13583
Alireza Malehmir

As a young researcher, I was very interested in diffraction signal processing, and I recall attending many sessions and workshops dedicated to this topic during 2005–2009 at various conferences. At almost all these events, there was one individual who caught my attention with his depth of knowledge and dedication to the topic of diffraction. Yes, this was Tijmen Jan Moser who inspired many presenters and authors at these events.

Tijmen Jan has been Editor-in-Chief (EiC) of Geophysical Prospecting for over 16 years and has served the journal through several ups and downs. Throughout his tenure as EiC, he has managed to ensure that submitted manuscripts were all fairly ‘judged’ in order to meet the technical quality the journal's readership desires. Geophysical Prospecting is a ‘flagship’ journal of EAGE (European Association of Geoscientists and Engineers) and has served its membership and the broader geoscience community as an authoritative source of new research. During his tenure, the journal has steadily grown its impact factor.

As the successor to Tijmen Jan as EiC of Geophysical Prospecting, I had a chance to have a short interview with him, during which I gathered some key information and thoughts about his tenure. Tijmen Jan began his education at Utrecht University. Following graduation, he joined several organizations, including Amoco, IFP, the University of Bergen, the University of Karlsruhe, Norsk Hydro, the Geophysical Institute of Israel, Charles University in Prague and Fugro-Jason. He is currently an independent consultant. He was particularly fascinated by ‘ray-based methods’. Though now he shows more interest in its ‘failed baby’, ‘diffraction’, as he recently stated in a book that he authored with Enders Robinson (Moser and Robinson, 2024): ‘What Huygens could have written on diffraction’.

He began serving the journal first as a reviewer, then as Associate Editor and then moved up quickly to Deputy Editor; on the request of Aldo Vesnaver, former EiC, he was appointed to the EiC role in 2008. At that time, the journal was facing several challenges.

Prior to Aldo Vesnaver (2006–2008), Roy White (2004–2006), Gerhard Diephuis (2002–2004) and Klaus Helbig (1969–1985) also served the journal as EiC. Klaus Helbig was Tijmen Jan's PhD supervisor. During a conversation I had with Tijmen Jan, I jokingly told him that he should let Klaus continue to retain the honour of being the longest serving EiC of the journal, given that he had been his PhD supervisor. My suggestion, in jest, worked, and Tijmen Jan served one year less than Klaus Helbig!

The voluntary position of EiC involves many serious duties. Tijmen Jan told me that he took over 4000 decisions during his tenure and managed numerous disputes about the fate of some of the manuscripts! Today, he feels disappointed that the level of challenge amongst our community seems to be reducing somewhat, and he encourages authors and reviewers to s

他希望与姊妹期刊和竞争期刊重新建立关系和对话,从 EAGE 活动中获得更多稿件,并让初级研究人员参与编辑和审稿过程。Geophysical Prospecting》能够成为勘探地球物理学界的顶级期刊,在很大程度上是 "站在巨人的肩膀上",就像Tijmen Jan Moser和他的前辈们一样。感谢您,Tijmen Jan,感谢您为我们的地球科学,尤其是地球物理勘探界做出的承诺、奉献和个人兴趣。
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引用次数: 0
Constrained simultaneous recovery of the depth to basement and lateral susceptibility variation 同时恢复基底深度和横向易感性变化的约束条件
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-30 DOI: 10.1111/1365-2478.13572
Zhuo Liu, Yaoguo Li, Kaijun Xu

The basin environment is a widely studied subject in both geology and geophysics for its economic significance in energy and mineral explorations. However, the estimation of the basement depth is often a challenging task given the complexity of the basement relief and lateral physical property change. Previous works simplify the problem by only inverting for the depth to the basement, and more recent studies have suggested the need to incorporate the variation of physical properties to improve basement structure imaging. In this study, we develop an inversion method with the associated workflow to simultaneously recover both the depth to a magnetic basement and a laterally varying magnetic susceptibility in the basement rock. To achieve this, we employ a set of constraints on the inverse problem. Particularly, both the recovered susceptibility and basement depth models are bounded below a possible maximum value, and the depth model is guided by a few depth points obtained from the resistivity models that are obtained from the one-dimensional blocky inversions of magnetotelluric (MT) data. In addition, we apply the fuzzy C-means (FCM) clustering to the susceptibility model during the inversion and use the inverted cluster centers to differentiate for different geological units in the basement. To show the effectiveness of our work, we compare the existing approaches and our method using two test inversions on one synthetic model resembling the basin–basement environment before demonstrating our method on a field data example with magnetic data collected by the U.S. Geological Survey (USGS) over the Illinois Basin. Our results show improved recovery in both basement relief and susceptibility in the basement rock, and inversion with field data is able to identify three different susceptibility zones in basement rock below the Illinois Basin.

盆地环境是地质学和地球物理学广泛研究的课题,因为它在能源和矿产勘探中具有重要的经济意义。然而,由于基底起伏和横向物理性质变化的复杂性,基底深度的估算往往是一项具有挑战性的任务。以往的研究仅通过反演基底深度来简化问题,而最近的研究则提出需要结合物理性质的变化来改进基底结构成像。在本研究中,我们开发了一种反演方法和相关工作流程,可同时恢复磁性基底的深度和基底岩石中横向变化的磁感应强度。为此,我们在反演问题上采用了一系列约束条件。特别是,恢复的磁感应强度和基底深度模型都被限定在一个可能的最大值以下,而深度模型则以从电阻率模型中获得的几个深度点为指导,这些电阻率模型是通过对磁测(MT)数据进行一维块状反演获得的。此外,我们在反演过程中将模糊 C-均值(FCM)聚类应用于电感模型,并利用反演的聚类中心来区分基底的不同地质单元。为了展示我们工作的有效性,我们在一个类似于盆地-基底环境的合成模型上进行了两次反演测试,比较了现有方法和我们的方法,然后在一个野外数据实例上展示了我们的方法,该实例使用的是美国地质调查局(USGS)在伊利诺斯盆地收集的磁数据。我们的结果表明,基底地形和基底岩石的易感性都得到了改善,利用野外数据进行反演能够确定伊利诺斯盆地下方基底岩石中三个不同的易感性区域。
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引用次数: 0
Fracture network characterization through fractal dimension and Gutenberg–Richter parameter: Decatur open-source dataset as a study case 通过分形维度和古腾堡-里克特参数确定断裂网络特征:以迪凯特开源数据集为研究案例
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-30 DOI: 10.1111/1365-2478.13561
Claudia Pavez-Orrego, Denisse Pastén, Rodrigo Estay

The fractal formalisms are well known for providing new understandings regarding the geometrical, spatial, and temporal behaviour of seismicity. Particularly, the fractal dimensions give information about the seismic events self-organization and self-similarity. On the other hand, the Gutenberg–Richter value, known as the b-value, has shown through the years to give handy information regarding the statistical distribution of earthquakes, on-site physical parameters, and geomechanical inputs. The Gutenberg–Richter value (b) and the capacity and correlation fractal dimensions, (D0 and D2), of the spatial distribution of earthquake hypocentres interact mathematically for micro- and macro-events. From this interaction, it is possible to obtain new insights into the fracture network development and the microseismicity source characterization in terms of single fractures, fault planes, or densely fractured volumetric spaces. Here we show this interaction for the open-source Decatur CO2 project seismicity catalogue, comparing it with the results obtained for a natural earthquake catalogue of Illinois, in the United States. The fractal dimension D0 is calculated using two different methodologies: box-counting and correlation integral partitioning. This last method is also used to calculate D2. The results presented in this study allow us to describe how the fracture network geometry influences the earthquake complexity. Together with the calculation of the b-value, we present clear indications which show that seismicity recorded in the Illinois tectonic environment partially follows the Aki relationship D0 ∼ 2b, which is not the case for induced events. In addition, the induced earthquake dataset shows that D2 > D0, an anomalous behaviour in terms of the fractal formalisms. All these facts might be used to establish spatial fracture network control techniques and seismicity-type distinctions in CO2 injection sites located in highly active tectonic areas, respectively.

众所周知,分形形式对地震的几何、空间和时间行为提供了新的理解。特别是,分形维数提供了有关地震事件自组织和自相似性的信息。另一方面,古腾堡-里克特值(又称 b 值)多年来已显示出有关地震统计分布、现场物理参数和地质力学输入的有用信息。古腾堡-里克特值(b)与地震次中心空间分布的容量和相关分形维数(D0 和 D2)在微观和宏观事件上存在数学上的相互作用。通过这种交互作用,我们可以从单一断裂、断层面或密集断裂的体积空间方面,对断裂网络的发展和微震源特征有新的认识。在此,我们展示了开源迪凯特二氧化碳项目地震目录中的这种相互作用,并将其与美国伊利诺伊州天然地震目录的结果进行了比较。分形维度 D0 采用两种不同的方法计算:盒式计数法和相关积分分割法。最后一种方法也用于计算 D2。这项研究的结果使我们能够描述断裂网络的几何形状是如何影响地震复杂性的。连同 b 值的计算,我们提出了明确的迹象,表明伊利诺斯构造环境中记录的地震活动部分遵循阿基关系 D0 ∼ 2b,而诱发事件并非如此。此外,诱发地震数据集显示 D2 > D0,这在分形形式上是一种异常行为。所有这些事实都可用于建立空间断裂网络控制技术,以及在位于高度活跃构造地区的二氧化碳注入地点进行地震类型区分。
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引用次数: 0
Research on 3D modelling of induced polarization in polarizability anisotropic media 极化率各向异性介质中诱导极化的三维建模研究
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-29 DOI: 10.1111/1365-2478.13580
Jiaxuan Ling, Wei Deng, Shiwei Wei, Qingrui Chen, Lihua He, Siqin Liu, Mengmeng Li

To enhance the 3D numerical simulation of the induced polarization method within anisotropic media, our study employs the 2D Fourier transform technique. This technique is utilized to convert the 3D integral of the abnormal potential from the space domain into a 1D integral in the wave number domain. Subsequently, we apply the shape function integration method, which is founded on quadratic interpolation, to resolve the 1D integral equation effectively. This methodology significantly decreases the necessary computational resources and storage while simultaneously harnessing the high efficiency and accuracy of the 1D shape function integration method, as well as the high efficiency of the fast Fourier transform, optimizing the numerical simulation process of the induced polarization method. We validate the accuracy of our algorithmic approach using an equivalent uniform layered model. Furthermore, by employing the sphere model, we conduct a comparison of computation time with the finite element method, thereby demonstrating high efficiency of the proposed algorithm. Utilizing the OpenMP parallel algorithm, we confirm that the proposed algorithm has a high degree of parallelism. We also analyse the differences in the equivalent apparent resistivity and apparent polarizability for various electrical parameters, using a prismatic model as the basis for our analysis. Our results clearly indicate that the anisotropy of the polarizability exerts substantial influence on the observe data. Consequently, the implications of polarizability anisotropy are deemed critical and not be disregarded in the field detection applications.

为了增强各向异性介质中诱导极化法的三维数值模拟,我们的研究采用了二维傅立叶变换技术。利用该技术将异常电势的三维积分从空间域转换为波数域的一维积分。随后,我们采用建立在二次插值基础上的形状函数积分法,有效地解决了一维积分方程。这种方法大大减少了所需的计算资源和存储空间,同时利用了一维形状函数积分法的高效率和高精度,以及快速傅里叶变换的高效率,优化了诱导极化方法的数值模拟过程。我们利用等效均匀分层模型验证了算法的准确性。此外,通过使用球体模型,我们对计算时间与有限元方法进行了比较,从而证明了所提出算法的高效性。利用 OpenMP 并行算法,我们证实了所提出算法的高度并行性。我们还以棱柱模型为基础,分析了不同电气参数下等效视电阻率和视极化率的差异。我们的结果清楚地表明,极化率的各向异性对观测数据产生了重大影响。因此,极化率各向异性的影响至关重要,在现场探测应用中不容忽视。
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引用次数: 0
Numerical simulation of acoustic fields in open boreholes generated by linear phased array acoustic transmitters driven by pulse compression signals 对脉冲压缩信号驱动的线性相控阵声发射器在开放式钻孔中产生的声场进行数值模拟
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-29 DOI: 10.1111/1365-2478.13582
Shengyue Tao, Xiaohua Che, Wenxiao Qiao, Jiale Wang, Qiqi Zhao

Acoustic logging is an important method used to determine formation velocities near boreholes. However, in practice, determining accurate formation velocities from acoustic logging data is challenging because of the presence of various noise interferences. Accordingly, a method to increase the amplitudes of refracted waves in open boreholes is proposed herein on the basis of the directional radiation technology of pulse compression signal–driven linear phased array acoustic transmitters. The waveforms generated by a Ricker monopole acoustic transmitter, linear frequency modulation monopole acoustic transmitter and pulse compression signal–driven linear phased array acoustic transmitter in a fluid-filled open borehole are numerically simulated by employing the finite-difference method. The effects of the pulse compression signal–driven linear phased array parameters on the amplitudes of the refracted compressional and shear waves are studied. Results show that borehole mode waves with the same velocities and dispersion characteristics can be determined using the pulse compression signal–driven linear phased array acoustic and Ricker monopole acoustic transmitters in fluid-filled open boreholes. Pulse compression signal–driven linear phased array acoustic transmitters leverage the advantages of pulse compression and phased array technologies, ensuring that a single element can radiate more acoustic energy, whereas pulse compression signal–driven linear phased array parameters can be modulated to further increase the amplitudes of the refracted compressional and shear waves. Compared with Ricker and linear frequency modulation monopole acoustic transmitters, pulse compression signal–driven linear phased array acoustic transmitters can provide downhole received waveforms of better quality and improved a signal-to-noise ratio of the mode wave dispersion curves obtained using the downhole received waveforms. Because pulse compression signal–driven linear phased array acoustic transmitters use linear frequency modulation drive signals of longer duration, the recording time required for the received waveforms is also longer and the amount of data generated is larger, presenting new challenges for downhole data processing and high-speed data transmission.

声波测井是用于确定井眼附近地层速度的一种重要方法。然而,在实践中,由于各种噪声干扰的存在,从声波测井数据中确定准确的地层速度具有挑战性。因此,本文以脉冲压缩信号驱动线性相控阵声波发射器的定向辐射技术为基础,提出了一种增加开放井眼中折射波振幅的方法。采用有限差分法对里克单极声发射机、线性频率调制单极声发射机和脉冲压缩信号驱动线性相控阵声发射机在充满液体的开放式钻孔中产生的波形进行了数值模拟。研究了脉冲压缩信号驱动线性相控阵参数对折射压缩波和剪切波振幅的影响。结果表明,使用脉冲压缩信号驱动线性相控阵声学发射器和里克尔单极声学发射器,可以在充满流体的开放式钻孔中测定具有相同速度和频散特性的钻孔模态波。脉冲压缩信号驱动线性相控阵声发射器充分利用了脉冲压缩和相控阵技术的优势,确保单个元件可以辐射更多的声能,而脉冲压缩信号驱动线性相控阵参数可以通过调制来进一步提高折射压缩波和剪切波的振幅。与 Ricker 和线性频率调制单极声发射器相比,脉冲压缩信号驱动线性相控阵声发射器能提供质量更好的井下接收波形,并能提高利用井下接收波形获得的模态波频散曲线的信噪比。由于脉冲压缩信号驱动的线性相控阵声发射机使用的线性频率调制驱动信号持续时间更长,因此接收波形所需的记录时间也更长,产生的数据量也更大,这给井下数据处理和高速数据传输带来了新的挑战。
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引用次数: 0
Elastic full waveform inversion for tilted transverse isotropic media: A multi-step strategy accounting for a symmetry axis tilt angle 倾斜横向各向同性介质的弹性全波形反演:考虑对称轴倾斜角的多步骤策略
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-29 DOI: 10.1111/1365-2478.13578
Hengli Song, Yuzhu Liu, Jizhong Yang

Transversely isotropic media with a tilted symmetry axis (TTI) exits widely underground due to tectonic movement and mineral orientation. Traditional full waveform inversion (FWI) based on isotropic media or transversely isotropic media with a vertical symmetry axis (VTI) cannot deal with such situations. To address this limitation, TTI–based FWI was developed. However, its practical application faces challenges in estimating the symmetry axis tilt angle θt${{theta }_{mathrm{t}}}$. Previous studies have generally assumed that θt${{theta }_{mathrm{t}}}$ is equal to the strata dip angle, which is incorrect in complex structures such as salt domes and magmatic intrusion zones. Another theoretically robust way to estimate θt${{theta }_{mathrm{t}}}$ is to treat it as the parameter to be inverted, but there are still some problems unresolved. First, the parameter θt${{theta }_{mathrm{t}}}$ increases the nonlinearity of the inversion process, and its impact mechanism on inversion is not yet clear. Second, there is severe crosstalk (also known as trade-off or coupling) between parameters, but the current parameter decoupling technique for TTI–based FWI is not mature. To address the first problem, we assess the interaction between θt${{theta }_{mathrm{t}}}$ and other parameters by analysing the radiation patterns in the TTI background. Our analysis reveals that θt${{theta }_{mathrm{t}}}$ is most coupled by S-wave vertical velocity vs0� <

由于构造运动和矿物取向,具有倾斜对称轴(TTI)的横向各向同性介质广泛存在于地下。基于各向同性介质或具有垂直对称轴(VTI)的横向各向同性介质的传统全波形反演(FWI)无法处理这种情况。为解决这一限制,开发了基于 TTI 的全波形反演。然而,其实际应用在估计对称轴倾斜角方面面临挑战。以往的研究一般假定对称轴倾角等于地层倾角,这在盐穹隆和岩浆侵入带等复杂结构中是不正确的。另一种理论上稳健的估算方法是将其作为需要反演的参数,但仍有一些问题尚未解决。首先,该参数增加了反演过程的非线性,其对反演的影响机制尚不明确。其次,参数之间存在严重的串扰(也称权衡或耦合),但目前基于 TTI 的全波反演的参数解耦技术还不成熟。为了解决第一个问题,我们通过分析 TTI 背景中的辐射模式来评估参数与其他参数之间的相互作用。我们的分析表明,S 波垂直速度 、 和 对各向异性参数和 的影响最大。因此,我们得出结论,速度参数的良好反演是恢复 、 和 的先决条件,只有在恢复 、 和 之后才能恢复 。这一结论为解决第二个问题提供了一个自然的视角。因此,我们提出了一种多步骤、多参数的联合反演策略,以逐步提高参数反演的质量并削弱它们之间的耦合。数值实验证明,与之前提出的多参数反演策略相比,我们的策略能获得更精确的反演结果。最后,在南海野外 OBN 数据集上的应用验证了我们方法的实用性。
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引用次数: 0
Simultaneous seismic data de-aliasing and denoising with a fast adaptive method based on hybrid wavelet transform 基于混合小波变换的快速自适应方法同时对地震数据进行去锯齿和去噪处理
IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-07-23 DOI: 10.1111/1365-2478.13574
Peng Zhang, Xiaoying Han, Changle Chen, Xinming Liu

Missing data and random noise are prevalent issues encountered during the processing of acquired seismic data. Interpolation and denoising represent economical solutions to address these limitations. Recovering regularly missing traces is challenging because of the spatial aliasing, and the extra difficulty is compounded by the presence of noise. Hence, developing an effective approach to realize denoising and anti-aliasing is important. Projection onto convex sets is an effective method for recovering missing seismic data that is typically used for processing data with a good signal-to-noise ratio. The computational attractiveness of the projection onto convex sets reconstruction approach is compromised by its slow convergence rate. In this study, we aimed to efficiently implement simultaneous seismic data de-aliasing and denoising. We combined a discrete wavelet transform with a seislet transform to construct a hybrid wavelet transform. A new fast adaptive method based on the fast projection onto convex sets method was proposed to recover the missing data and remove random noise. This approach adjusts the projection operator and iterative shrinkage threshold operator. The result is influenced by the threshold value. We enhanced the processing accuracy by adopting an optimal threshold strategy. Synthetic and field data tests indicate the effectiveness of the proposed method.

缺失数据和随机噪声是处理获取的地震数据时普遍遇到的问题。插值和去噪是解决这些限制的经济解决方案。由于存在空间混叠,恢复有规律的缺失地震道极具挑战性,而噪声的存在更是雪上加霜。因此,开发一种有效的方法来实现去噪和抗混叠非常重要。投影到凸集是恢复缺失地震数据的有效方法,通常用于处理信噪比良好的数据。投影到凸集重建方法的计算吸引力因其收敛速度慢而大打折扣。在本研究中,我们的目标是高效地同时实现地震数据去锯齿和去噪。我们将离散小波变换与小波变换相结合,构建了一种混合小波变换。我们提出了一种基于凸集快速投影法的新型快速自适应方法,用于恢复缺失数据和去除随机噪声。这种方法调整了投影算子和迭代收缩阈值算子。结果受阈值的影响。我们通过采用最佳阈值策略提高了处理精度。合成数据和实地数据测试表明了所提方法的有效性。
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引用次数: 0
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Geophysical Prospecting
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