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Simultaneous velocity and reflectivity inversion: FWI + LSRTM 同时反演速度和反射率:FWI + LSRTM
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113278
Y. Yang, J. Ramos-Martínez, D. Whitmore, G. Huang, N. Chemingui
Summary We present an iterative non-linear inversion method to simultaneously estimate both velocity and reflectivity. The core of the inversion workflow is a full acoustic wavefield modeling relation parameterized in terms of velocity and vector reflectivity. A key aspect is the separation of the low- and high-wavenumber components of the gradient based on inverse scattering theory, enabling the sensitivity kernels to update the velocity and the vector reflectivity, respectively. The estimation problem is formulated as a multi-parameter adjoint-state inversion where the trade-off between velocity and reflectivity is minimized through scale separation. Our approach is equivalent to performing Full Waveform Inversion (FWI) and Least-Squares Reverse Time Migration (LSRTM) in a single framework using the full wavefield. The output of the inversion is a detailed velocity model together with an accurate estimate of the earth reflectivity with compensation for incomplete acquisition, poor illumination, and multiple crosstalk. The new approach reduces the turnaround time of imaging projects by combining velocity model building (FWI) and imaging (LSRTM) into a single inversion process with minimal data pre-processing.
我们提出了一种同时估计速度和反射率的迭代非线性反演方法。反演工作流程的核心是用速度和矢量反射率参数化的全声波场建模关系。一个关键的方面是基于逆散射理论分离梯度的低波数和高波数分量,使灵敏度核分别更新速度和矢量反射率。估计问题是一个多参数伴随状态反演,其中速度和反射率之间的权衡通过尺度分离最小化。我们的方法相当于使用全波场在单个框架中执行全波形反演(FWI)和最小二乘逆时偏移(LSRTM)。反演的输出是一个详细的速度模型,以及对地球反射率的精确估计,并补偿了采集不完全、光照差和多重串扰。新方法通过将速度模型构建(FWI)和成像(LSRTM)结合到一个反演过程中,以最少的数据预处理,减少了成像项目的周转时间。
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引用次数: 3
A case study of shallow marine survey for geohazard risk evaluation, offshore Iran 伊朗近海浅海地质灾害风险评价调查案例研究
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113234
M. Shahnazi, H. Nezamoleslami, E. Baniasadi, H. Daneshvar, A. R. Nayeh, M. Etminan, B. Heidari
Summary Detecting shallow geohazard risk is one of the critical challenging issues during well drilling for gas fields development. 3D conventional seismic surveys typically contain information from deep parts, since they are designed for deep reservoir targets. In current study, several 2D high resolution seismic data with dense line spacing were acquired for shallow geohazard evaluation over a shallow marine gas field, offshore Iran. Such data is beneficial in terms of available near offset information which are necessary for shallow marine hazards evaluations. On the other hand, 2D imaging cannot be accurate to distinguish correct subsurface location of the drilling hazardous features. In this situation, pseudo- 3D migration is an appropriate method to achieve the correct subsurface image with more details relative to 3D conventional seismic. Pseudo-3D cube generation also has some other advantages that can be profitable in seismic data interpretation including: 3D attribute calculation, surface (horizon) attribute estimation, 3D geo-body extraction and accelerating seismic data interpretation procedure.
浅层地质灾害风险检测是油气田开发钻井过程中具有挑战性的关键问题之一。3D常规地震勘探通常包含来自深层的信息,因为它们是为深层储层目标设计的。在目前的研究中,为了对伊朗近海的一个浅层海洋气田进行浅层地质灾害评价,获得了一些具有密集线距的二维高分辨率地震数据。这类数据是有益的,因为可以获得近偏移量的资料,这是评价浅海危害所必需的。另一方面,二维成像不能准确识别钻井危险特征的正确地下位置。在这种情况下,相对于三维常规地震,伪三维偏移是一种获得更准确、更详细的地下图像的合适方法。伪三维立方体生成在地震数据解释中还具有其他优点,包括:三维属性计算、面(层)属性估计、三维地质体提取和加速地震数据解释过程。
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引用次数: 0
Quantitatively Evaluating the Preservation of Deep-water Channel Architecture using 3D Synthetic Seismic from Outcrop 利用露头三维合成地震定量评价深水航道建筑的保存
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113320
T. Langenkamp, L. Stright, S. Hubbard, B. Romans
Summary Forward seismic reflectivity models can be used to interpret depositional architecture and stratal surfaces. However, such studies often stop short at a qualitative assessment of the link between underlying depositional architecture and seismic resolvability, lacking a quantitative assessment. This study addresses this gap with a direct quantitative comparison of 3-dimensional facies architecture predicted from seismic with a “ground truth” to quantify heterogeneity facies associations and architecture preserved in inverted seismic data. The primary goal is to quantify how facies architecture information is preserved in and predicted from inverted seismic reflectivity data. The objective is to explore what the variables are that impact correct vs incorrect facies classification. With increasing seismic frequency, channel axis becomes harder to predict while mass transport deposits became easier to predict. Facies in shallow reservoirs are easier to predict than in deep reservoirs. Disorganized channel systems show greater facies predictability than organized systems due to greater AI contrasts. This study highlights what architectural information is preserved in 3-dimensional inverted seismic data, built from outcrop data of a deep-water system, which can aid directly in interpretation, reservoir prediction, and modelling.
正演地震反射率模型可以用来解释沉积构型和地层表面。然而,这类研究往往止步于对下伏沉积结构与地震可分解性之间的联系进行定性评估,缺乏定量评估。本研究通过将地震预测的三维相结构与“地面真实值”进行直接定量比较,以量化倒置地震数据中保存的非均质相关联和结构,从而解决了这一差距。主要目标是量化地震反射率数据中如何保存和预测相结构信息。目的是探索影响正确与不正确相分类的变量是什么。随着地震频率的增加,河道轴线的预测变得越来越困难,而体运沉积的预测变得越来越容易。浅层储层相比深层储层相更容易预测。由于AI对比较大,无序河道系统比有序河道系统表现出更强的相可预测性。这项研究强调了从深水系统的露头数据中建立的三维倒置地震数据中保留的建筑信息,这些信息可以直接帮助解释、储层预测和建模。
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引用次数: 0
Removal of frequency notches in marine seismic data acquired by a deeply towed source 深拖曳震源采集的海洋地震数据中频率缺口的去除
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113157
H. Ozasa, J. Takekawa, H. Mikada
Summary We developed a processing method to separate and utilize long-period sea surface reflected waves by applying wavefield extrapolation processing. It would be possible to separate the sea surface reflection waves from the survey data with high accuracy using the pseudo sea surface reflection generated by downward wavefield extrapolation. In addition, it would also be possible to use the separated multiple to enhance the signal-to-noise ratio of the survey result by applying the upward wavefield extrapolation. We applied our method to the survey data obtained by the deep-towable marine seismic vibrator towed at 225 m depth to verify the effectiveness of our method. Our processing method could remove the effect of a long-period sea surface reflection, which has been a problem to realize a seismic survey with a deep-towed seismic source. In addition, our proposed method could use the decoupled reflection waves to enhance the signal strength by considering it as survey data from a mirrored source.
提出了一种利用波场外推法分离和利用长周期海面反射波的处理方法。利用波场向下外推产生的拟海面反射波,可以较高精度地从测量数据中分离出海面反射波。此外,还可以利用分离倍数进行波场向上外推,提高测量结果的信噪比。将该方法应用于225 m深拖曳海洋地震振动器的测量数据,验证了该方法的有效性。我们的处理方法可以消除长周期海面反射的影响,这一直是实现深拖曳震源地震调查的一个问题。此外,我们提出的方法可以将解耦反射波视为来自镜像源的测量数据,从而增强信号强度。
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引用次数: 0
Joint Bayesian stochastic AVA inversion of well-log and seismic data for facies estimation 测井和地震资料联合贝叶斯随机AVA反演相估计
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113086
Y. Luo, Y. Chen, P. Chen, J. Cui, L. Li, Z. Wan, H. Xue
Summary Due to the inherent band-limited character of seismic data, conventional deterministic inversion methods cannot identify thin reservoir information beyond the seismic resolution. Besides, traditional Monte Carlo-based stochastic inversion requires a large number of iterative sampling, which is computational inefficiency. Hence, we develop a joint Bayesian stochastic AVA inversion method based on the linear inverse Gaussian theory and geostatistics. It directly integrates seismic data, well-log data and geostatistical information into a unified expression under the Bayesian framework, and uses the sequential Gaussian simulation to efficiently sample the joint posterior probability density function. The synthetic data example verifies the advantages of better consistency at the locations of har data and the reduction of the inversion uncertainty compared to the classical Bayesian linearized AVA inversion. The field data example shows the validity of this method in the quantitative estimation of facies.
由于地震资料固有的带限特性,常规的确定性反演方法无法识别超出地震分辨率的薄储层信息。此外,传统的蒙特卡罗随机反演需要大量的迭代采样,计算效率低下。因此,基于线性逆高斯理论和地统计学,提出了一种联合贝叶斯随机AVA反演方法。它直接将地震数据、测井数据和地统计信息在贝叶斯框架下统一表达,并采用序贯高斯模拟对联合后验概率密度函数进行高效采样。综合数据实例验证了与经典贝叶斯线性化AVA反演相比,该方法在har数据位置上具有更好的一致性和降低反演不确定性的优点。现场数据算例表明了该方法在相定量估计中的有效性。
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引用次数: 0
Implicit 3D Subsurface Structural Modeling by Finite Elements 隐式三维地下结构有限元建模
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113091
M. Irakarama, M. Thierry-Coudon, M. Zakari, P. Anquez, G. Caumon
Summary We introduce a method for implicit 3D geological structural modeling based on finite elements. Implicit modeling on tetrahedral meshes has relied on the constant-gradient regularization operator, since this operator was introduced to the geoscience community over a decade ago. We show that this operator is a finite element discretization of the Laplacian operator in disguise. We then propose a finite element discretization of the Hessian energy, leading to a more appropriate regularization operator for minimizing the curvature of the implicit function on tetrahedral meshes. Special attention is needed at model boundary as boundary conditions are unknown.
介绍了一种基于有限元的隐式三维地质构造建模方法。四面体网格上的隐式建模依赖于恒定梯度正则化算子,因为该算子在十多年前被引入地球科学领域。我们证明了该算子是拉普拉斯算子的一种变相的有限元离散化。然后,我们提出了一种有限元离散化的Hessian能量,从而得到了一个更合适的正则化算子,用于最小化四面体网格上隐式函数的曲率。由于边界条件未知,在模型边界处需要特别注意。
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引用次数: 2
An Integrated Formation Evaluation Approach Evaluated the Basement Temperature Anomaly 地层综合评价方法评价基底温度异常
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113281
C. Ciuperca, C. Bădulescu, M. Erlström, E. Mats, A. Hammar
Summary A holistic formation evaluation approach to characterizing the naturally open fractures zones explained the basement negative temperature anomaly occurrence. For this purpose, using measurements of high resolution dual slim imager, acoustic cross-dipole, density, photoelectric factor, spectral gamma ray and temperature, few formation evaluation techniques were applied, such as structural facies identification, fracture aperture calculation, sonic anisotropy, brittleness index magnitude and polarity, Stoneley fracture identification, which, coupled with mudlogging data offered a conprehensive understanding of the naturally occurring fractured zones over the thermal conductivity anomaly. The presence of fractured facies identified on borehole images, decrease of density values, the occurrence of sonic anisotropy, changes in the brittleness index polarity, increase of the fracture density, increase of the fracture aperture and the presence of Stoneley reflection chevrons were used as arguments of water influx through conjugated open natural fracture system which generated the negative thermal anomaly.
采用整体的地层评价方法来表征天然裂缝带,解释了基底负温异常的发生。为此,利用高分辨率双细长成像仪、声学交叉偶极子、密度、光电因子、谱伽马射线和温度等测量数据,应用了构造相识别、裂缝孔径计算、声波各向异性、脆性指数大小和极性、Stoneley裂缝识别等地层评价技术。结合录井数据,可以全面了解热导率异常上方的天然裂缝带。井眼图像上裂缝相的存在、密度值的减小、声波各向异性的出现、脆性指数极性的变化、裂缝密度的增大、裂缝孔径的增大以及斯通利反射曲线的存在作为共轭开放天然裂缝系统水侵的参数,产生了负热异常。
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引用次数: 2
Generative Adversarial Network for Seismic Data Interpolation 地震数据插值的生成对抗网络
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113135
Q. Wei, X. Li
Summary Seismic data acquisition is the foundation of seismic exploration. When sampling at offset is too coarse during the acquisition, spatial aliasing will appear, affecting the accuracy of subsequent processing. In order to remove the spatial aliasing, the receiver spacing should be reduced, which can be achieved by interpolating one trace between every two traces. And the seismic data with spatial aliasing can be seen as regular missing data. Conditional generative adversarial networks (cGANs) are deep-learning models learning to generate new data with the same statistics as the training dataset based on the given input. In this abstract, a cGAN is designed for application to interpolation. To train the network, one geological model is created to synthesize seismic data. We use a synthetic dataset based on a new geological model and a field dataset to assess the performance of the trained network qualitatively and quantitatively. The test results indicate that the spatial aliasing can be removed effectively using the cGAN interpolation method.
地震数据采集是地震勘探的基础。在采集过程中,当偏移采样过于粗糙时,会出现空间混叠现象,影响后续处理的精度。为了消除空间混叠,应该减小接收器间距,这可以通过在每两个迹线之间插入一个迹线来实现。具有空间混叠的地震数据可以看作是规则的缺失数据。条件生成对抗网络(cgan)是一种深度学习模型,根据给定的输入,学习生成与训练数据集具有相同统计信息的新数据。本文设计了一种应用于插值的cGAN。为了训练网络,建立了一个地质模型来综合地震数据。我们使用基于新地质模型的合成数据集和现场数据集来定性和定量地评估训练网络的性能。实验结果表明,采用cGAN插值方法可以有效地去除空间混叠。
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引用次数: 1
Sediment Cover Structure in the East Siberian Sea Shelf–Podvodnikov Basin Transition Zone (Arctic Ocean) 东西伯利亚海陆架-波德瓦德尼科夫盆地过渡带(北冰洋)沉积物覆盖结构
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202011725
A. Piskarev, A. Atakov, M. Sergeev, O. Smirnov
Summary The new airborne geophysical survey allowed to obtain more detailed data on gravity and magnetic anomalies in the northwestern area of the East Siberian Sea. The basement relief was modelled due to correlation of inversion of magnetic and gravity anomalies with the basement depth according to the seismic data along the seismic profiles. The position of main tectonic boundaries – Vilkitsky Basin in the north, North Chukchi Basin in the east, and Zhokhov Basin in the south – was outlined in accordance with the features of the basement relief. Ten graben-like depressions were detected in the eastern part of De Long Rise. Combine interpretation of the magnetic, gravity, and seismic data allowed to clarify the structure of the studied area and to select the areas prospective for hydrocarbons.
新的航空地球物理测量可以获得更详细的东西伯利亚海西北部重磁异常数据。根据地震剖面资料,利用磁重异常反演与基底深度的相关性,模拟了基底起伏。根据基底凸起特征,圈定了北为Vilkitsky盆地、东为北楚科奇盆地、南为Zhokhov盆地的主要构造边界位置。在德隆隆起东部发现了10个地堑样凹陷。结合对磁、重力和地震数据的解释,可以澄清研究区域的结构,并选择有油气远景的区域。
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引用次数: 0
Mineral Prospecting for Copper-Molybdene Ores in Northern Kazakhstan Using Electromagnetic Sensing and Induced Polarization Technology (EMS-IP) 利用电磁传感与感应极化技术找矿哈萨克北部铜钼矿
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202010238
A. Belova, Y. Davydenko, D. Gurevich, A. Bashkeev, S. Bukhalov, P. Veeken
Summary Geoelectric techniques are applied to identify geobodies in the shallow subsurface (<1km) that correspond to commercial ore deposits (copper-molybdene) in Kazakhstan. A combined CSEM and Induced Polarisation method is chosen to delineate anomalies in the underground. Resistivity and polarisation effects prove diagnostic. The workflow comprises steps like: EM acquisition, quality control and data preconditioning, inversion, interpretation and Principle Component Analysis. Inversion processing is done via a finite elements method solving the Cole-Cole formula simulating Maxwell’s equations. 1D inversion results serve as input for the 3D inversion. Principle Component Analysis (n-dimensional clustering and distance weighting) and computation of composite geoelectric parameters enhance the discrimination power. EM anomalies are circular (hydrothermal injection feature) and/or elongate in shape. Fracture zones and faults provide conduits/barriers and govern hydrothermal processes. Faulting in part controls the outline of the segmented IP anomalies. Three shallow well locations were proposed based on the EMS-IP data. Two of these boreholes demonstrate elevated polarisation phenomena: copper-molybdene metal ore in MN17 and pyrite enrichment in MN16. The mapped geobodies based on EM anomalies give complementary information on volume and distribution of the mineral resources. EMS-IP is a cost-effective investigation tool that deserves more attention in geoscience projects.
地电技术被应用于识别与哈萨克斯坦商业矿床(铜钼矿)相对应的浅层地下(<1km)地质体。选择了电磁法和感应极化相结合的方法来圈定地下异常。电阻率和极化效应证明是诊断性的。工作流程包括以下步骤:电磁采集、质量控制和数据预处理、反演、解释和主成分分析。反演处理通过求解模拟麦克斯韦方程组的Cole-Cole公式的有限元法完成。一维反演结果作为三维反演的输入。主成分分析(n维聚类和距离加权)和复合地电参数计算提高了识别能力。EM异常呈圆形(热液注入特征)和/或拉长形状。断裂带和断层提供了管道/屏障并控制着热液过程。断层在一定程度上控制了分段IP异常的轮廓。根据EMS-IP数据,提出了3个浅层井位。其中两个钻孔显示出较高的极化现象:MN17中的铜钼金属矿和MN16中的黄铁矿富集。基于电磁异常的地质体映射提供了矿产资源体积和分布的补充信息。EMS-IP是一种高性价比的勘探工具,在地学项目中值得重视。
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引用次数: 1
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82nd EAGE Annual Conference & Exhibition
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