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4D Time-Lapse Full Waveform Inversion Case Study for SAGD Steam Chamber Imaging SAGD蒸汽室成像4D延时全波形反演案例研究
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113199
H. Feng, T. Kay, A. Knudsen, W. Wang, A. Ayre
Summary We present a 4D time-lapse Full Waveform Inversion (FWI) case study using a monitor and baseline seismic dataset acquired on the Sunrise SAGD project near Fort McMurray, Alberta. We applied a double-difference FWI method in the 4D study. The double-difference FWI takes the difference between the baseline and monitor seismic waveforms and inverts for velocity differences. We demonstrate the method is stable and less dependent on a starting model's accuracy lacking low frequencies in the FWI seismic input waveform. We also present a processing workflow to prepare input data for FWI. The results show our workflow is practical and efficient and produces the improved imaging of the SAGD steam chamber geometry.
我们利用在艾伯塔省Fort McMurray附近的Sunrise SAGD项目上获得的监测数据和基线地震数据,进行了4D延时全波形反演(FWI)案例研究。我们采用双差FWI方法进行4D研究。双差FWI采用基线和监测地震波之间的差异,并对速度差进行反演。我们证明了该方法是稳定的,并且较少依赖于FWI地震输入波形中低频的起始模型的精度。我们还提出了一个处理工作流来准备FWI的输入数据。结果表明,我们的工作流程是实用和高效的,并产生了改进的SAGD蒸汽室几何成像。
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引用次数: 0
Combining Edge Enhancement Images for More Reliable Detection of Magnetic Features: A Python implementation 结合边缘增强图像以实现更可靠的磁特征检测:Python实现
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202010822
V. B. Ribeiro, J. Markov
Summary The most common use of aeromagnetic data is the identification of magnetic bodies and contacts. Edge enhancement techniques are crucial to the interpretation process because they allow more accurate mapping of these key features. However, most techniques used to enhance magnetic features have disadvantages of one type or another. The algorithm presented here allows the user to apply any combination of fourteen different enhancement filter techniques. This strategy has the advantage of letting the interpreter to compare the noise-to-signal ratio obtained for different methods and chose only the better results for a specific study case. We also included two different options to combine the results: a simple stacking approach where all filters considered have the same weight to compose the final map and one that divides the solutions in four different groups, according with the number of results obtained. By stacking the solutions obtained by different filters it is possible to enhance true edges while minimizing false peaks and mathematical artefacts. The method was tested on a synthetic data set and one real case to demonstrate the methods performance. The synthetic case was designed to simulate the presence of three sources at different depths with a strong unknown remanent component.
航磁数据最常用的用途是识别磁体和磁触点。边缘增强技术对解释过程至关重要,因为它们可以更准确地映射这些关键特征。然而,大多数用于增强磁性特征的技术都有这样或那样的缺点。这里提出的算法允许用户应用14种不同增强滤波技术的任意组合。这种策略的优点是可以让译员比较不同方法得到的信噪比,并针对具体的研究案例选择较好的结果。我们还包括两种不同的选项来组合结果:一种是简单的叠加方法,其中考虑的所有过滤器具有相同的权重来组成最终的地图;另一种是根据获得的结果数量将解决方案分为四个不同的组。通过叠加不同滤波器得到的解,可以增强真实边缘,同时最小化假峰和数学伪影。在一个合成数据集和一个实际案例上对该方法进行了测试,验证了该方法的性能。合成案例的设计是为了模拟三个不同深度的震源的存在,这些震源具有强烈的未知残余成分。
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引用次数: 0
Utilizing near-field hydrophone data for high-resolution shallow hazard imaging 利用近场水听器数据进行高分辨率浅层危险成像
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202112665
C. Tyagi, S. Leake, K. Mistry, C. Olsen, K. Sundøy
Summary Shallow hazard imaging of the near surface is a key input to de-risk drilling plans. Exploration-style seismic acquisition inherits the limitations, for example, coarse temporal sampling, lack of small reflection angles, and low-frequency source. Therefore, additional measurements using dedicated high-resolution (HR) site surveys are required, at an extra cost and planning. However, potentially ultra-high-resolution measurements are also recorded in marine towed-streamer exploration-style acquisitions in the form of near-field hydrophone (NFH) measurements, located above the seismic sources. If the NFH recordings can be processed to remove the source signature and preserve the reflection energy, a broadband data set can be created at zero offset from the source with higher resolution in the shallow compared to conventional 3D marine seismic data. The challenges associated with creating such a workflow are: 1) being able to remove the source signature from all the NFH data sets and preserve signal, 2) producing a product that is as reliable and effective at imaging shallow hazards as a dedicated shallow hazard survey, and 3) being able to interpolate sparse crossline measurements. The workflow presented here showcases the solutions for these challenges and illustrates a comparison between the produced data with HR and ultra-HR dedicated images.
近地表浅层危险成像是降低钻井风险计划的关键输入。勘探式地震采集继承了时间采样粗糙、缺乏小反射角、低频源等局限性。因此,需要使用专用的高分辨率(HR)现场调查进行额外的测量,这需要额外的成本和规划。然而,在位于震源上方的近场水听器(NFH)测量中,潜在的超高分辨率测量也被记录在海洋拖曳拖缆勘探式采集中。如果可以对NFH记录进行处理,去除震源信号并保留反射能量,那么与传统的三维海洋地震数据相比,可以在与震源零偏移处创建宽带数据集,具有更高的浅层分辨率。创建这样一个工作流程所面临的挑战是:1)能够从所有NFH数据集中删除源签名并保留信号;2)生产一种与专用浅层危险调查一样可靠有效的浅层危险成像产品;3)能够插值稀疏的交叉线测量。这里展示的工作流程展示了应对这些挑战的解决方案,并说明了生成的数据与HR和超HR专用图像之间的比较。
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引用次数: 1
New processing flow for surface wave dispersion curve inversion of near surface 2-D Vs model 近地表二维Vs模型表面波频散曲线反演新处理流程
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113133
X. Song, G. Liu
Summary In this paper, a processing flow for estimating the near surface 2-D Vs velocity model using Rayleigh surface wave dispersion curve is established. Rayleigh surface wave dispersion energy diagram is extracted by frequency decomposition method. However, due to the low resolution of the extracted dispersive energy map, the window superposition method is introduced to superimpose the dispersive energy of multiple shot points in the same window on the dispersive energy map in the center of the common window. Then move the window along the direction of the acquisition line to extract the dispersive energy map at different positions. 2-D search is carried out on the periodic grid of phase velocity, and the dispersion points are selected from the superimposed energy peaks. Windowing and stacking can also smooth the lateral changes of the model and improve the signal-to-noise ratio. Then, the singular value decomposition based damped least square method is used to inverse the one-dimensional Vs velocity, and the inverse 1-D Vs velocity is interpolated to obtain the 2-D Vs velocity profile. The simulation data and the actual data of Yellowstone National Park shared by Sylvain pasquet and Ludovic bodet (2017) show the effectiveness of the processing process.
本文建立了一种利用瑞利面波频散曲线估计近地表二维Vs速度模型的处理流程。采用频率分解法提取瑞利面波色散能量图。但由于提取的色散能量图分辨率较低,引入窗口叠加法,将同一窗口内多个射击点的色散能量叠加在公共窗口中心的色散能量图上。然后沿采集线方向移动窗口,提取不同位置的色散能量图。在相速度周期网格上进行二维搜索,从叠加的能量峰中选择色散点。加窗和叠加也可以平滑模型的横向变化,提高信噪比。然后,采用基于奇异值分解的阻尼最小二乘法对一维Vs速度进行反演,并对反演的一维Vs速度进行插值得到二维Vs速度剖面;Sylvain pasquet和Ludovic bodet(2017)分享的黄石国家公园模拟数据和实际数据显示了处理过程的有效性。
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引用次数: 0
Deblending using periodic time delays for hexasource variable depth streamer data 使用周期时间延迟对六源变深度流数据进行解混
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113172
Y. Ren, S. Drewell, H. Masoomzadeh, S. Baldock, T. Seher, V. Danielsen, P. Dhelie
Summary Conventional deblending using random time delays has been the most popular technique in marine simultaneous source acquisition and processing for some time. Signal apparition using periodic time delays has recently emerged as an attractive alternative to conventional deblending. In this new technique, periodic modulation times are used to encode multiple sources during the acquisition of simultaneous source data. These data can later be decoded using the known modulation times to separate the simultaneous sources into the individual sources. This method has the potential to increase the density of seismic sources, which can improve subsurface sampling and reduce the acquisition time. In this paper, we present a new source separation method for seismic data encoded with periodic time delays and use it to process hexasource variable depth streamer data from the Utsira region in the North Sea. A comparison of our new method with a conventional deblending solution indicates similar separation quality.
一段时间以来,利用随机时间延迟的常规脱混技术一直是海洋同步信号采集和处理中最常用的技术。使用周期性时间延迟的信号幻影最近成为传统去混的一种有吸引力的替代方法。在该技术中,在同时采集源数据时,采用周期调制时间对多个源进行编码。这些数据可以稍后使用已知的调制时间进行解码,以将同时的源分离成单独的源。该方法有可能增加震源密度,从而改善地下采样,缩短采集时间。本文提出了一种新的周期性时滞地震数据源分离方法,并将其用于处理北海Utsira地区的六源变深度流数据。我们的新方法与传统的脱混溶液的比较表明,分离质量相似。
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引用次数: 0
Geological Characterization of the Hydraulically-Connected Bunter Sandstone Formation Saline Aquifer in the Southern North Sea 北海南部水力连接Bunter砂岩组咸水含水层地质特征
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202112950
P. Bridger, J. White, J. Williams, G. Williams, S. Hannis
Summary The Bunter Sandstone Formation in the Southern North Sea is an important potential CO2 storage reservoir and is likely to form an integral part of the UK’s carbon capture and storage ambition for industrial clusters in northeast England. In this study, a geological model is developed for the Bunter Sandstone Connected Aquifer in the Southern North Sea. This region is structurally-bound by large faults and salt features that are thought to compartmentalise it from surrounding Bunter Sandstone aquifer(s). Notable features of the Bunter Sandstone Connected Aquifer include a seismic polarity reversal in the top Bunter Sandstone horizon, and the ‘seabed outcrop’, a location at which the Bunter Sandstone subcrops a thin Quaternary sequence. Several storage sites have been identified within the Bunter Sandstone Connected Aquifer, and this model will provide an opportunity to assess regional pressurization, geomechanical modelling and estimates of CO2 storage capacity in the context of injection at multiple locations.
北海南部的Bunter砂岩地层是一个重要的潜在二氧化碳储存库,很可能成为英国东北工业集群碳捕获和储存雄心的组成部分。本文建立了北海南部邦特砂岩连通含水层的地质模型。该地区在构造上受到大断层和盐层特征的约束,这些特征被认为将其与周围的邦特砂岩含水层分隔开来。邦特砂岩连接含水层的显著特征包括在邦特砂岩层顶的地震极性反转,以及“海底露头”,在这里邦特砂岩亚层露出薄的第四纪层序。在Bunter砂岩连接含水层中已经确定了几个储存点,该模型将为评估区域压力、地质力学建模以及在多个位置注入二氧化碳的情况下估计二氧化碳储存容量提供机会。
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引用次数: 0
Brittleness prediction and azimuthal AVO analysis in unconventional reservoir for multi stage hydraulic fracturing efficiency improving 非常规储层脆性预测及方位AVO分析提高多级水力压裂效率
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113158
B. Plotnikov, I. Karimov, R. Volkov, D. Ignatova
Summary Unconventional reservoirs are unique geological objects without generally accepted and widely proofed effective approaches for core studying, well data interpretation and reservoir properties prediction. Horizontal wells with multi-stage hydraulic fracturing are widely used to provide the maximum possible stimulated rock volume (SRV) and increase initial and accumulated oil rates production. Natural fracture and brittleness provide the main contribution to the efficiency of multi-stage hydraulic fracturing. Prediction of these properties in the interwell space is a complex question that requires modern and advanced solution. To deals with this question authors used Bayesian classification and azimuthal AVO analysis. As a result brittleness and anysotropy properties of resrviour were predicted.
非常规储层是一种独特的地质对象,在岩心研究、井资料解释和储层物性预测等方面还没有得到普遍认可和广泛验证的有效方法。多级水力压裂水平井被广泛应用于提供最大可能的增产岩石体积(SRV),提高初始和累积产油量。天然裂缝和脆性是多级水力压裂效率的主要因素。井间空间的这些属性预测是一个复杂的问题,需要现代和先进的解决方案。为了解决这一问题,作者采用了贝叶斯分类和方位AVO分析。结果预测了剩余物的脆性和各向异性。
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引用次数: 0
Assisted Fault Interpretation by Multi-scale Dilated Convolutional Neural Network 多尺度扩展卷积神经网络辅助断层解释
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202112679
F. Jiang, P. Norlund
Summary Assisted fault interpretation leveraging machine learning techniques has become a promising way to identify faults in seismic. In geophysical exploration, faults are often considered as a sealing surface which traps hydrocarbons and forms reservoir zones. Thus, correctly identifying fault locations is critical. Fault identification can be treated as a semantic segmentation issue where we classify each seismic pixel into one of a given set of categories, such as fault or non-fault. To be successful we need to combine pixel-level accuracy with global-level feature identification. In this abstract, we propose a novel deep learning network with multi-scale dilated convolution to identify fault locations. It is based on adaptions of a convolutional neural network architecture which has been used for image classification and semantic segmentation. The motivation is that dilated convolution supports exponentially expanding receptive fields without losing resolution or coverage. We implemented multiple dilated convolution layers with variable dilation rates to systematically aggregate multi-scale seismic information. Several tests are shown and demonstrate the improvement of identification accuracy with higher resolution.
利用机器学习技术辅助断层解释已成为一种很有前途的地震断层识别方法。在地球物理勘探中,断层常被视为圈闭油气、形成储层的密闭面。因此,正确识别故障位置至关重要。故障识别可以看作是一个语义分割问题,我们将每个地震像素分类到给定的一组类别中,例如故障或非故障。为了取得成功,我们需要将像素级精度与全局级特征识别结合起来。在这篇摘要中,我们提出了一种新的多尺度扩展卷积深度学习网络来识别故障位置。它是基于卷积神经网络架构的改编,卷积神经网络架构已用于图像分类和语义分割。其动机是,扩展卷积支持以指数方式扩展接受域,而不会失去分辨率或覆盖范围。我们实现了可变膨胀率的多个膨胀卷积层,以系统地聚合多尺度地震信息。实验结果表明,在更高的分辨率下,识别精度得到了提高。
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引用次数: 1
Effect of the azimuthal fluid channel in a cased borehole on multipole dispersions 套管井中方位流体通道对多极色散的影响
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202113141
K. Kayama, H. Mikada, J. Takekawa, S. Xu
Summary Fluid channels generated in the annulus of incompletely cemented cased holes are problematic in developing oil, gas, or geothermal resources. The dispersion curves of borehole modes in sonic logging bring additional information on the cement bonding conditions to cement bond logs. Our research investigated the effects of the different central arc angles of a fluid channel in the annulus of a cased borehole on the dispersion curves using numerical experiments. Synthetic 3D numerical models are used to simulate wave propagation. We used a modified matrix pencil algorithm to estimate the dispersion curves both in fast and slow formations. Our results indicated that S-wave velocity measurement by flexural dispersion is stable in all cases in fast formation while only possible in the widest arc angle case in slow formation. The monopole can be utilized to detect large fluid channels. Symmetric flexural in monopole response are useful regardless of the source orientation using monopole source. We notice that the slowness of symmetric flexural is sensitive to the small angle of the fluid channel but not for the large angle case. Moreover, symmetric flexural gives a valuable response to determine fluid layer thickness that is not depending on the fluid position.
在未完全胶结的套管井环空中产生的流体通道在开发石油、天然气或地热资源时是个问题。声波测井中井眼模式的频散曲线为水泥胶结测井提供了有关水泥胶结条件的附加信息。本文通过数值实验研究了套管井环空流体通道不同圆心角对频散曲线的影响。采用合成三维数值模型模拟波的传播。我们使用改进的矩阵铅笔算法来估计快速和慢速地层的色散曲线。结果表明,在快速地层中,弯曲色散法测量横波速度是稳定的,而在缓慢地层中,只有在最宽弧角的情况下才可行。单极子可以用来探测大的流体通道。单极子源的对称弯曲响应与源的方向无关。我们注意到对称弯曲的慢度对流体通道的小角度敏感,而对大角度情况不敏感。此外,对称弯曲为确定不依赖于流体位置的流体层厚度提供了有价值的响应。
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引用次数: 0
Optimized acoustic wavefield modelling in transversely isotropic media 横向各向同性介质中优化的声波场建模
Pub Date : 2021-10-18 DOI: 10.3997/2214-4609.202112997
Y. Nikonenko, M. Charara, M. Spasennykh
Summary A large number of studies have been published on the topic of acoustic wavefield modeling in anisotropic media. All of them are based on the choice of the suitable wave equation for numerical implementation. However, these wave equations are usually cumbersome, have an unclear physical nature, are computationally demanding, and generate artificial pseudo shear modes, which are considered as artifacts in the seismic imaging process. Duveneck and Bakker (2011) derived a system of coupled differential wave equations based on Hooke’s law and equation of motion only. Despite all the advantages, these equations are unstable for a certain configuration of anisotropic parameters and generate S-wave artifacts. Liu et al. (2009) , on the other hand, derived an unconditionally stable single wave equation that turned out to be difficult to model. Moreover, it is responsible only for the P-wave mode. Nikonenko and Charara (2020) have shown that this single wave equation is just one mode for the Duveneck coupled equations and proposed a possible fully explicit scheme for its solution. We continue this approach making the solution optimal and extending it to other cases of anisotropy. Numerical examples illustrate the absence of artifacts and the accuracy of the proposed method.
关于各向异性介质中声波场建模的研究已经发表了大量的论文。所有这些都是基于选择合适的波动方程进行数值实现。然而,这些波动方程通常是繁琐的,具有不明确的物理性质,计算要求高,并产生人为的伪剪切模式,这被认为是地震成像过程中的伪影。Duveneck和Bakker(2011)仅基于胡克定律和运动方程推导了耦合微分波动方程系统。尽管有这些优点,但这些方程在某些各向异性参数配置下是不稳定的,并且会产生s波伪影。另一方面,Liu et al.(2009)推导了一个无条件稳定的单波方程,结果证明该方程很难建模。此外,它只负责p波模式。Nikonenko和Charara(2020)已经证明,该单波方程只是Duveneck耦合方程的一个模态,并提出了其解的可能的全显式格式。我们继续使用这种方法,使解决方案最优,并将其扩展到其他各向异性的情况。数值算例表明该方法不存在伪影,具有较高的精度。
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引用次数: 0
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82nd EAGE Annual Conference & Exhibition
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