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The Critical Role of Geophysical Simulations in Enhanced Carbon Storage 地球物理模拟在增强碳储存中的关键作用
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113121
J. Paffenholz, A. Goertz
Summary In order to limit the global warming of the planet to below 2o C, models show that net-zero release of anthropomorphic CO2 must be achieved by the mid-century. Since for the foreseeable future the most of the world’s energy will still be provided by fossil fuels, other methods besides expanding the contribution of renewable energy are called for. According to the Intergovernmental Panel on Climate Change (IPCC), Carbon (short for carbon dioxide) Capture and Sequestration (CCS) is one such method. To achieve this climate goal current CCS efforts must increase by approximately 100-fold within the next 20 years. Geophysical simulations on suitable geologic models will provide an important tool to streamline and accelerate the vast expansion of site characterization and long term monitoring tasks to ensure the success of such large-scale CCS application.
为了将地球的全球变暖限制在20摄氏度以下,模型显示,到本世纪中叶必须实现拟人化二氧化碳的净零排放。由于在可预见的未来,世界上的大部分能源仍将由化石燃料提供,因此除了扩大可再生能源的贡献外,还需要其他方法。根据政府间气候变化专门委员会(IPCC)的说法,碳(二氧化碳的简称)捕获和封存(CCS)就是这样一种方法。为了实现这一气候目标,目前的CCS努力必须在未来20年内增加约100倍。在合适的地质模型上进行地球物理模拟将提供一个重要的工具,以简化和加速现场表征和长期监测任务的大规模扩展,以确保此类大规模CCS应用的成功。
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引用次数: 0
GAN learning complex fluvial facies distribution from process-based modelling GAN从基于过程的建模学习复杂的河流相分布
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113201
C. Sun, V. Demyanov, D. Arnold
Summary This work shows the advantages and disadvantages of modelling complex geological models using generative adversarial networks (GAN). A process-based model, FLUMY, is used to create the training dataset. Compared to previous work in this area, this dataset contains varied geo-body geometry, asymmetrical channel sinuosity and irregular meander morphology. In short, this training dataset is closer to the real complexity of fluvial reservoir. The results indicate our GAN can capture complex multi-facies distribution, their relationships, and facies geometry. However, the GAN generated realizations contain many geologically unrealistic features. In this paper, we list two types of unrealistic features, named 'mislabelling' and 'incorrect channel-levee relationship'. Two proposed methods are proved that they can reduce the amount of the unrealistic features. Embedding one-hot encoder in GAN can cure the 'mislabelling' issue. Multi-discriminator strategy is helpful to assist GAN to learn spatial relationships among different facies better.
这项工作显示了使用生成对抗网络(GAN)建模复杂地质模型的优点和缺点。使用基于过程的模型fluy来创建训练数据集。与以往的研究成果相比,该数据集包含了不同的地质体几何形状、不对称的河道弯曲度和不规则的曲流形态。总之,该训练数据集更接近河流储层的真实复杂性。结果表明,我们的GAN可以捕获复杂的多相分布、它们之间的关系和相的几何形状。然而,GAN生成的实现包含许多地质上不现实的特征。在本文中,我们列出了两种不现实的特征,称为“错误标签”和“不正确的渠道-堤坝关系”。实验证明,这两种方法都能有效地减少不真实特征的数量。在GAN中嵌入单热编码器可以解决“误标”问题。多鉴别器策略有助于GAN更好地学习不同相间的空间关系。
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引用次数: 0
Modelling of marine vibrator data 海洋振动器数据建模
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113202
A. JafarGandomi, S. Grion
Summary We discuss an effective and flexible approach to synthetic data modelling for marine vibrators that does not require modifications to existing modelling programs. The proposed approach uses un-aliased synthetic impulsive source data as input and provides the opportunity to incorporate acquisition related and environmental effects such as the sea-surface ghost and the motion of the source. The un-aliased nature of input synthetic data allows the reconstruction of the wavefield at desired spatial locations and its redatuming. In this paper we describe details of the modelling approach used and present examples of incorporating ghost and source motion effects. We also demonstrate the generation of data with omnidirectional and directional sweeps.
我们讨论了一种有效而灵活的方法来合成海洋振动器的数据建模,而不需要修改现有的建模程序。所提出的方法使用无混叠的合成脉冲源数据作为输入,并提供了将采集相关和环境影响(如海面幽灵和源的运动)结合起来的机会。输入合成数据的非混叠特性允许在期望的空间位置重建波场并重新归档。在本文中,我们详细描述了所使用的建模方法,并提出了结合鬼和源运动效果的例子。我们还演示了全向扫描和定向扫描的数据生成。
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引用次数: 1
Robust Elastic Full Waveform Inversion Based on N-th Power Operation and Convolved Wavefields 基于n次幂运算和卷积波场的鲁棒弹性全波形反演
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202010610
P. Zhang, L. Han, F. Zhang, R. Chen, Zhen Xu, D. Wang
Summary The elastic full waveform inversion (FWI) can use the recorded multi-component seismic data to construct high-precision multi-parameter models of the subsurface media such as P- and S-wave velocity models. However, due to the reasons such as data quality and algorithm limitations, there are still many problems in the promotion and application of elastic FWI method. Aiming at alleviating the influence of low-frequency data absence on the inversion results, we propose a robust elastic FWI method based on the n-th power operation. The n-th power of the seismic data can compress the time-domain waveform and expand its frequency-band. The FWI objective function constructed using the n-th power wavefields shows better convexity. By successively lowering the power during the inversion, we can realize a new multiscale FWI strategy, which is also a data-domain layer-stripping strategy. Seismic data will be more sensitive to the source wavelet errors after the n-th power operation. To mitigate this problem, we propose a robust objective function for elastic FWI using the n-th power operation and the convolved wavefields. Finally, the validity of the method is verified by numerical examples.
弹性全波形反演技术(FWI)可以利用记录的多分量地震数据,建立高精度的地下介质多参数模型,如纵波和横波速度模型。然而,由于数据质量和算法限制等原因,弹性FWI方法在推广应用中还存在许多问题。针对低频数据缺失对反演结果的影响,提出了一种基于n次幂运算的鲁棒弹性FWI方法。地震数据的n次幂可以压缩时域波形并扩展其频带。利用n次功率波场构造的FWI目标函数具有较好的凸性。通过在反演过程中不断降低功率,我们可以实现一种新的多尺度FWI策略,这也是一种数据域剥层策略。经过n次幂运算后,地震数据对源小波误差更加敏感。为了缓解这一问题,我们提出了一个使用n次幂运算和卷积波场的弹性FWI鲁棒目标函数。最后,通过数值算例验证了该方法的有效性。
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引用次数: 0
A fill-and-spill CCS mega-fairway in the Southern North Sea: a new concept to optimise CO2 storage 北海南部的一个填溢式CCS巨型航道:优化二氧化碳储存的新概念
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113149
S. Patruno, A. Green, D. Caldarella, V. Scisciani, J. Corcoran, M. Nuzzo, M. Przywara, G. Gillott
Summary A potential carbon capture and storage (CCS) fill-and-spill mega-fairway is here identified in UKCS Quadrants 43-44, by combining regional wellbore data with 3D seismic interpretation and migration modelling. In the study area, the Triassic Bunter Sandstone reservoir shows consistent thicknesses (90-216 m) and prospective core-based porosities and permeabilities (11-28%, 9-669 mD). A connected reservoir is suggested regionally from consistent, near-hydrostatic aquifer pressure gradients (~0.51 psi/ft) and leakage is mitigated through a thick, laterally-effective top seal. Structural closures in the area are generally less than the CO2 column heights necessary to breach the seal. At least eleven mapped closures are shown to link together into the proposed regional fill-and-spill “Silverpit CCS Fairway”. If filled to spill, these traps could cumulatively host up to 7.9 Gt of CO2, three times that of the proposed Endurance CCS Field. Through management of the injection and fill-spill strategy, this fairway could be future-proofed in relation to CO2 spill hazards, whilst possibly requiring less ‘injector hubs’ to fill the traps. Migration spill-point modelling along the fairway may also inform the placement of permanent, cost-effective multi-physics seabed system for leakage and migration monitoring. Exploiting fill-and-spill fairways for CCS is a new concept with vast potential applicability globally.
通过将区域井眼数据与三维地震解释和运移建模相结合,在UKCS象限43-44区发现了一条潜在的碳捕集与封存(CCS)填溢巨型航道。研究区三叠系Bunter砂岩储层厚度一致(90-216 m),具有良好的岩心孔隙度和渗透率(11-28%,9-669 mD)。根据一致的、接近静水的含水层压力梯度(~0.51 psi/ft),建议在区域内建立连通的储层,并通过厚的、横向有效的顶部密封来减轻泄漏。该区域的结构封闭通常小于破坏密封所需的CO2柱高度。至少有11个地图上的闭口被显示连接在一起,形成拟议的区域填溢“银坑CCS航道”。如果填满并泄漏,这些捕集器将累计容纳高达7.9 Gt的二氧化碳,是拟议中的耐力CCS油田的三倍。通过对注入和填充溢出策略的管理,这条航道可以应对未来的二氧化碳泄漏危险,同时可能需要更少的“注入中心”来填充陷阱。沿航道的迁移溢出点模型也可以为放置永久性的、具有成本效益的多物理场海底系统提供信息,用于泄漏和迁移监测。利用填溢式航道进行CCS是一个具有广泛全球应用潜力的新概念。
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引用次数: 0
Low frequency vibrator transformation 低频振动器变换
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113123
D. Reust
Summary A seismic vibrator has been transformed into a powerful low frequency source by taking advantage of an underutilized asset: the carrier vehicle’s mass. At very low frequencies, a portion of vehicle mass is compliantly coupled to the reaction mass by hydraulic dampers. This increased its output force at very low frequencies by a factor of about 4 and improved its ground force waveforms as well. A revised method of estimating ground force has been implemented and verified with load cells. A small investment has made a smaller obsolete vibrator outperform the newest and best vibrators at 2 Hertz and below
通过利用运载工具的质量这一未充分利用的资产,将地震振动器转变为强大的低频源。在非常低的频率下,车辆质量的一部分通过液压阻尼器与反应质量耦合。这增加了它的输出力在非常低的频率约4的因素,并改善了它的地面力波形。一种修正的估算地面力的方法已经实现,并通过称重传感器进行了验证。一个小的投资已经使一个更小的过时的振动器在2赫兹及以下表现优于最新和最好的振动器
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引用次数: 0
Experimental evaluation of residual polymer impacts on fluids separation in Colombian field conditions 哥伦比亚油田条件下残余聚合物对流体分离影响的实验评价
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113259
H. Quintero, J. González, D. Barbosa, A. Villar, A. Mouret, C. Bruchenon
Summary This experimental study got to analyze the potential effects of residual polymer concentrations on production fluids in well produced and surface treatment conditions. The results provide an approach to understand the potential polymer effects on production fluids at laboratory scale and it will be the input to working on the problem mitigation at field scale. The evaluation in producing well conditions was carried out to identifying potential impacts of the residual polymer in BS&W, particle size distribution and viscosity of the W/O emulsions. If the emulsion have significant changes in those parameters, it could affect the systems for lifting and transport of production fluids. The evaluation at surface treatment conditions focused on observing the possible effects of the polymeric residual contents on the oil dehydration and water clarification processes. The experimental tests have highlighted a potential incompatibility between the water clarifiers currently used on site and the residual polymer contained in the back produced fluids. An adaptation or a change of these products is to be studied to maintain a good produced water quality on the field in EOR context.
本实验旨在分析在采出和地面处理条件下,残余聚合物浓度对采出液的潜在影响。研究结果为在实验室规模上了解聚合物对生产流体的潜在影响提供了一种方法,并将为现场规模上的问题缓解工作提供参考。在生产条件下进行了评价,以确定BS&W中残留聚合物、W/O乳状液的粒径分布和粘度的潜在影响。如果乳化液的这些参数发生显著变化,可能会影响生产流体的举升和输送系统。在表面处理条件下的评价侧重于观察聚合物残留量对油脱水和水澄清过程的可能影响。实验测试表明,目前现场使用的净水剂与回产液中残留的聚合物之间存在潜在的不相容性。为了在提高采收率的情况下保持良好的采出水质量,需要研究对这些产品进行调整或改变。
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引用次数: 0
Sharp-interface imaging in full waveform inversion using finite elements 有限元全波形反演中的锐界面成像
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113171
K. Roberts, A. Laurain, Y. Albuquerque
Summary In this work we present an optimization methodology that inverts for the sharp interface of a salt body by recasting full waveform inversion as a shape optimization problem. In this framework, a shape representing the salt body can morph throughout the optimization process while preserving the model discontinuity between the salt and background sediment. We employ a distributed expression of the shape derivative instead of a boundary expression; this allows working with non-smooth domains, low regularity functions and often offers better accuracy than the boundary expression for numerical approximation. For a better resolution of these sharp interfaces, we utilize a finite element method with unstructured triangular meshes and variable mesh resolution to solve the optimization problem. All developments are available in an open-source coding package called spyro which uses the finite element library Firedrake.
在这项工作中,我们提出了一种优化方法,通过将全波形反演重新转换为形状优化问题来反演盐体的尖锐界面。在这个框架中,代表盐体的形状可以在整个优化过程中变化,同时保持盐和背景沉积物之间的模型不连续。我们采用了形状导数的分布表达式而不是边界表达式;这允许处理非光滑域,低正则函数,并且通常比数值近似的边界表达式提供更好的精度。为了更好地解决这些尖锐界面的问题,我们利用非结构化三角形网格和可变网格分辨率的有限元方法来解决优化问题。所有开发都可以在一个名为spyro的开源编码包中获得,该包使用有限元库Firedrake。
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引用次数: 0
A New Centroid Frequency-Based Algorithm to Estimate the Attenuation of Ground Penetrating Radar 一种新的基于质心频率的探地雷达衰减估计算法
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113118
S. Lauro, J. Baniamerian, E. Pettinelli, E. Mattei, B. Cosciotti
Summary Amplitude of electromagnetic (EM) waves is attenuated when propagating in a lossy medium. The attenuation which is commonly characterized by the loss tangent depends on the electromagnetic properties of the composing materials, medium structure and the nominal operating frequency of the transmitted signal. Therefore, evaluating the EM waves attenuation can give insights to the material’s constitutive parameters. Assuming a Ricker wavelet as the source wavelet, a nonlinear equation relating the frequency to two-way travel time, loss tangent and nominal frequency is derived that is then solved by probabilistic approach inversion to recover the sought model parameters. The proposed approach is applied into a real dataset acquired on Mount Etna volcano, Italy.
电磁波在有耗介质中传播时,其振幅会衰减。通常以损耗正切为特征的衰减取决于构成材料的电磁特性、介质结构和发射信号的标称工作频率。因此,评估电磁波衰减可以深入了解材料的本构参数。假设Ricker小波作为源小波,推导出频率与双向行程时间、损耗正切和标称频率有关的非线性方程,然后通过概率方法反演求解该方程以恢复所寻求的模型参数。将该方法应用于意大利埃特纳火山的真实数据集。
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引用次数: 0
Internal multiple elimination in the Vøring Basin: a comparison of two approaches Vøring盆地内部多重消除方法的比较
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113164
H. Masoomzadeh, M. Romanenko
Summary Internal multiples contaminate weak primary reflection signals received from sub-basalt interfaces. We compare two methods of predicting internal multiples in seismic lines acquired in the Norwegian Sea. We compare a wave-equation based method that respects the structure but predicts only a subset of internal multiples corresponding to a downward bounce at the sea bottom, against a fast approximation which relies on a flat-earth assumption but predicts internal multiples generated at many subsurface boundaries all at once. The latter approach provides a better result by making a more realistic estimation of amplitudes, while compromising the accuracy of temporal dynamics.
内部倍数会污染从次玄武岩界面接收到的弱主反射信号。我们比较了两种预测挪威海地震线内部倍数的方法。我们比较了一种基于波动方程的方法,这种方法尊重结构,但只预测了海底向下反弹对应的内部倍数的子集,而另一种快速逼近方法依赖于平地假设,但同时预测了许多地下边界产生的内部倍数。后一种方法通过对振幅进行更现实的估计而提供了更好的结果,同时损害了时间动力学的准确性。
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引用次数: 0
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82nd EAGE Annual Conference & Exhibition
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