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NMR-Mapped Distributions of Dielectric Dispersion 介质色散的核磁共振映射分布
J. Funk, M. Myers, L. Hathon
Combinations of NMR and dielectric measurements frequently address challenging saturation and wettability determinations in conventional reservoirs. When pore structure effects are addressed, the nuclear magnetic resonance (NMR) characteristics are interpreted based on the evaluations of surface relaxivity, and the dielectric structural response is attributed to the “texture” of the rock matrix. Both pore structure descriptors can be improved if the molecular motions and charge mobility common to the measurements are considered. Similar to the dipolar relaxation equivalence of NMR and dielectric correlation time measurements in the Bloembergen, Purcell, and Pound (BPP) model, we develop a relaxation time correlation assuming representative Maxwell-Wagner relaxations. Dielectric dispersion curves for the carbonate matrix and vug pore components demonstrated by Myers are quantified using a dielectric relaxation time (DRT) model. The modeled pore system fractions are spectrally mapped to the NMR T1 or T2 distributions based on enhanced Debye shielding distances correlated with the conductivity. The characterized NMR distributions are validated with micro-CT pore-size determinations and diffusion correlations. The mapped distributions provide petrophysical insight into the frequently used Archie exponent combination (mn) associated with conductivity tortuosity and additional wettability screening criteria.
核磁共振和介电测量的结合经常解决常规油藏中具有挑战性的饱和度和润湿性测定问题。当考虑孔隙结构效应时,核磁共振(NMR)特征是基于表面弛豫的评价来解释的,并且介电结构响应归因于岩石基质的“纹理”。如果考虑到分子运动和电荷迁移率,这两种孔隙结构描述符都可以得到改进。与Bloembergen, Purcell和Pound (BPP)模型中核磁共振和介电相关时间测量的偶极弛豫等价类似,我们开发了一个假设具有代表性的麦克斯韦-瓦格纳弛豫的弛豫时间相关。Myers证明的碳酸盐基质和孔隙组分的介电色散曲线使用介电弛豫时间(DRT)模型进行了量化。基于与电导率相关的增强Debye屏蔽距离,将模拟的孔隙系统分数光谱映射到核磁共振T1或T2分布。表征的核磁共振分布通过微ct孔径测定和扩散相关性进行了验证。映射的分布为岩石物理学提供了与导电性弯曲度和附加润湿性筛选标准相关的常用阿尔奇指数组合(mn)。
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引用次数: 0
Shale Characterization Using T1-T2* Magnetic Resonance Relaxation Correlation Measurement at Low and High Magnetic Fields 利用T1-T2*磁共振弛豫相关测量在低磁场和高磁场下表征页岩
Mohammad Sadegh Zamiri, Jiangfeng Guo, F. Marica, L. Romero-Zerón, B. Balcom
Shale characterization is complicated by low porosity and low permeability. Nano-porosity and a high degree of heterogeneity present further difficulties. 1H magnetic resonance (MR) methods have great potential to provide quantitative and spatially resolved information on fluids present in porous rocks. The shale MR response, however, is challenging to interpret due to short-lived signals that complicate quantitative signal detection and imaging. Multicomponent signals require high-resolution methods for adequate signal differentiation. MR methods must cope with low measurement sensitivity at low field. In this paper, T1-T2* and Look-Locker T1*-T2* methods were employed to resolve the shale signal for water, oil, and kerogen at high and low field. This permits fluid quantification and kerogen assessment. The T1-T2* measurement was employed to understand and control contrast in the single-point ramped imaging with T1 enhancement (SPRITE) imaging method. This permitted imaging that gave separate images of water and oil. Water absorption/desorption, evaporation, step pyrolysis, and water uptake experiments were monitored using T1-T2* measurement and MR imaging. The results showed (i) the capability of the T1-T2* measurement to differentiate and quantify kerogen, oil, and water in shales, (ii) the characterization of shale heterogeneity on the core plug scale, and (iii) demonstrated the key role of wettability in determining the spatial distribution of water in shales.
页岩的低孔低渗特征使其表征变得复杂。纳米孔隙度和高度非均质性是进一步的困难。1H磁共振(MR)方法在提供多孔岩石中流体的定量和空间分辨信息方面具有很大的潜力。然而,页岩的MR响应很难解释,因为短时间信号使定量信号检测和成像变得复杂。多分量信号需要高分辨率的方法来充分区分信号。磁流变法必须解决低场测量灵敏度低的问题。本文采用T1-T2*和Look-Locker T1*-T2*两种方法对高、低场页岩水、油、干酪根信号进行了解析。这允许流体定量和干酪根评估。采用T1- t2 *测量来了解和控制单点斜坡成像与T1增强(SPRITE)成像方法的对比度。这使得成像可以得到水和油的独立图像。通过T1-T2*测量和MR成像监测吸水/解吸、蒸发、阶跃热解和吸水实验。结果表明:(1)T1-T2*测量能够区分和量化页岩中的干酪根、油和水,(2)在岩心塞尺度上表征页岩非均质性,(3)证明了润湿性在确定页岩中水的空间分布方面的关键作用。
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引用次数: 0
Experimental Time-Lapse Visualization of Mud-Filtrate Invasion and Mudcake Deposition Using X-Ray Radiography 基于x射线摄影的泥滤液侵入和泥饼沉积实验延时可视化
Accurate description and modeling of multiphase fluid flow are of paramount importance for subsurface resource engineering. The main source of information to quantify in-situ rock properties are borehole geophysical measurements, which are very often riddled with uncertainty ensuing from rock heterogeneity/anisotropy and mud-filtrate invasion effects. Therefore, experimental methods are needed to accurately describe and quantify the physics of mud-filtrate invasion and mudcake deposition and its effects on borehole geophysical measurements. We developed a new high-resolution (10 to 50 μm) experimental method to investigate the invasion of water- and oil-based drilling muds into rectangular rock samples using X-ray radiography. During mud injection, rock simples are scanned using high-resolution X-ray radiography, enabling the time-lapse visualization of both mud-filtrate invasion and external/internal mudcake deposition. Our experimental method successfully examines the effects of rock heterogeneity, bedding plane orientation, and anisotropy on the spatial distribution of fluids and mudcake formation resulting from mud-filtrate invasion. It also emphasizes the importance of mud properties on the final fluid saturation state once mudcake seals the borehole. The procedure is fast, accurate, and reliable to quantify the process of mud-filtrate invasion at the core scale, enabling an improved understanding of invasion effects on borehole geophysical measurements following drilling operations, especially in spatially complex rocks such as laminated sandstones and carbonates.
多相流体流动的准确描述和建模对地下资源工程至关重要。量化原位岩石性质的主要信息来源是井内地球物理测量,但由于岩石的非均质性/各向异性和泥浆滤液侵入效应,这些测量常常充满不确定性。因此,需要实验方法来准确描述和量化泥滤侵入和泥饼沉积的物理特性及其对井内地球物理测量的影响。我们开发了一种新的高分辨率(10 ~ 50 μm)实验方法,利用x射线摄影技术研究水基和油基钻井泥浆对矩形岩石样品的侵入。在注入泥浆过程中,使用高分辨率x射线成像技术对岩石进行扫描,实现了泥浆滤液侵入和外部/内部泥饼沉积的时序可视化。我们的实验方法成功地检验了岩石非均质性、层理平面方向和各向异性对泥浆滤液侵入引起的流体空间分布和泥饼形成的影响。它还强调了泥浆性质对泥饼封井后最终流体饱和状态的重要性。该方法快速、准确、可靠,可在岩心尺度上量化泥浆滤液侵入过程,从而更好地了解钻井作业后侵入对井眼地球物理测量的影响,特别是在层状砂岩和碳酸盐岩等空间复杂的岩石中。
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引用次数: 1
THz Imaging to Map the Lateral Microporosity Distribution in Carbonate Rocks 太赫兹成像在碳酸盐岩横向微孔隙度分布中的应用
S. Eichmann, Jacob Bouchard, Hooisweng Ow, D. Petkie, M. Poitzsch
Terahertz (THz) spectroscopy is a nondestructive tool used in many industries to analyze materials, including measuring the water content and the distribution of water in biological samples. THz time-domain spectroscopy (THz-TDS) measures the dielectric and structural properties of a sample by probing it with an ultrafast THz pulse and measuring the change in amplitude and phase. In this study, we demonstrate the use of THz-TDS imaging to quickly map lateral (i.e., two-dimensional) variations in microporosity (ϕμ) using the THz attenuation due to water in the pores after clearing the large pores via centrifugation. Three carbonate rock plugs with differing ϕ and pore-size distributions were subsampled for this study. Three water saturation states were produced for each sample: saturated, centrifuged, and dry. At each saturation state, the sample is weighed and imaged using THz-TDS to spatially map and measure ϕμ. The results show that for each sample the ϕμ obtained using THz-TDS imaging is in excellent agreement with that obtained from both mass balance and MICP. In addition, the THz-TDS maps show significant differences in the spatial distribution of the microporosity for samples having similar composition. This method provides a means to measure ϕ and ϕμ while mapping the spatial distribution of ϕμ toward improved petrophysical characterization of carbonate reservoir rocks.
太赫兹(THz)光谱学是一种非破坏性的工具,在许多行业中用于分析材料,包括测量生物样品中的水含量和水的分布。太赫兹时域光谱学(THz- tds)是用超快太赫兹脉冲探测样品,测量样品振幅和相位的变化,从而测量样品的介电和结构特性。在这项研究中,我们展示了使用太赫兹- tds成像,通过离心清除大孔隙后,利用孔隙中水分引起的太赫兹衰减,快速绘制微孔隙度(ϕμ)的横向(即二维)变化。三个具有不同φ和孔径分布的碳酸盐岩岩芯进行了研究。每个样品产生三种水饱和状态:饱和,离心和干燥。在每个饱和状态下,对样品进行称重并使用太赫兹- tds成像以进行空间映射和测量;结果表明,对于每个样品,用太赫兹- tds成像得到的ϕμ与质量平衡和MICP得到的结果非常吻合。此外,在相似成分的样品中,THz-TDS图显示出微孔隙度的空间分布有显著差异。该方法提供了一种测量ϕ和ϕμ的方法,同时绘制了ϕμ的空间分布,以改善碳酸盐岩储层的岩石物理特征。
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引用次数: 0
Wireless Acquisition for Resistivity Index in Centrifuge – WiRI: A Comparative Study of Three Pc-RI Methods 离心机电阻率指数的无线采集- WiRI:三种Pc-RI方法的比较研究
Quentin Danielczick, Ata Nepesov, Laurent Rochereau, S. Lescoulie, Victor De Oliveira Fernandes, B. Nicot
Technological improvements and innovations are made to offer solutions with superior efficiency in terms of cost, quality, speed, or all of them. In the special core analysis (SCAL) field, the conventional resistivity index measurement (the porous plate technique) is a cost-effective method that provides good-quality results but is very time consuming. For this purpose, several methods were developed to reduce the time taken to acquire resistivity measurements. In 2017, we proposed the ultra-fast capillary pressure and resistivity index measurements (UFPCRI) combining centrifugation, nuclear magnetic resonance (NMR) imaging, and resistivity profiling. Since 2021, the wireless resistivity index (WiRI) method allows the acquisition of capillary pressure and resistivity index in a matter of days. This method is based on a new in-house system to acquire wirelessly resistivity indexes along a rock sample during centrifugation. The determination of the resistivity vs. saturation curve and the n exponent of Archie’s law is done thanks to an optimization algorithm. In this paper, we present the results obtained from multiple simulations and experiments for WiRI, UFPCRI, and porous plate to discuss the advantages and drawbacks of each method in terms of reliability and experimental duration. Six rock samples are studied. A comparison of the three methods regarding Archie’s n exponent, resistivity indexes, and capillary pressure curves is performed.
技术改进和创新是为了提供在成本、质量、速度或所有方面都具有卓越效率的解决方案。在特殊岩心分析(SCAL)领域,传统的电阻率指数测量(多孔板技术)是一种经济有效的测量方法,其结果质量好,但耗时长。为此,开发了几种方法来减少获得电阻率测量值所需的时间。2017年,我们提出了结合离心、核磁共振成像和电阻率分析的超快速毛细管压力和电阻率指数测量(UFPCRI)。自2021年起,无线电阻率指数(WiRI)方法可以在几天内获取毛细管压力和电阻率指数。该方法基于一种新的内部系统,可以在离心过程中沿岩石样品获取无线电阻率指数。利用优化算法确定了电阻率-饱和度曲线和阿奇定律n次指数。本文给出了WiRI、UFPCRI和多孔板的多次模拟和实验结果,讨论了每种方法在可靠性和实验时间方面的优缺点。研究了6个岩石样品。对比了三种方法的阿奇n指数、电阻率指数和毛管压力曲线。
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引用次数: 0
Angle-Dependent Ultrasonic Wave Reflection for Estimating High-Resolution Elastic Properties of Complex Rock Samples 基于角度的超声反射估算复杂岩石样品高分辨率弹性特性
Daria Olszowska, Gabriel Gallardo-Giozza, Domenico Crisafulli, C. Torres‐Verdín
Due to depositional, diagenetic, and structural processes, reservoir rocks are rarely homogeneous, often exhibiting significant short-range variations in elastic properties. Such spatial variability can have measurable effects on macroscopic mechanical properties for drilling and fluid production operations. We describe a new laboratory method for the acquisition of ultrasonic angle-dependent measurements of reflected waves that delivers high-resolution, continuous descriptions of P- and S-wave velocity along the surface of the rock sample. Reflection coefficient vs. incidence angle is the main source of information about rock elastic properties. The acquired measurements are matched to numerical simulations to estimate P- and S-wave velocity and density of the porous sample and their variations within the rock specimen, hence providing continuous descriptions of sample complexity. Data collected from various locations on the rock specimen are subsequently used to construct two-dimensional (2D) models of elastic properties along the surface of the rock sample. P- and S-wave velocities estimated with this method agree well with acoustic transmission measurements for most homogeneous rocks. The spatial resolution of the method is limited by receiver size, measurement frequency, and incidence angle. At high incidence angles, the surface area sensitive to the measurements increases, and consequently, the spatial resolution of the corresponding reflection coefficient decreases across neighboring rock features.
由于沉积、成岩和构造作用,储层岩石很少是均匀的,往往表现出显著的弹性性质的短期变化。这种空间变异性可以对钻井和流体生产作业的宏观力学特性产生可测量的影响。我们描述了一种新的实验室方法,用于获取反射波的超声角度相关测量,该方法可以提供沿岩石样品表面的P波和s波速度的高分辨率连续描述。反射系数与入射角的关系是岩石弹性特性的主要信息来源。将获得的测量结果与数值模拟相匹配,以估计多孔样品的纵波和纵波速度和密度及其在岩石样品中的变化,从而提供样品复杂性的连续描述。从岩石试样不同位置收集的数据随后用于沿岩石试样表面构建二维(2D)弹性特性模型。用这种方法估计的纵波和横波速度与大多数均匀岩石的声透射测量结果吻合得很好。该方法的空间分辨率受接收机尺寸、测量频率和入射角的限制。在高入射角时,对测量结果敏感的表面积增加,因此,相应反射系数的空间分辨率在相邻岩石特征上降低。
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引用次数: 0
Advanced Digital-SCAL Measurements of Gas Trapped in Sandstone 砂岩气圈闭的先进数字尺度测量方法
Ying Gao, T. Sorop, N. Brussee, Hilbert Van der Linde, A. Coorn, M. Appel, S. Berg
Trapped gas saturation (Sgr) plays an important role in subsurface engineering, such as carbon capture and storage, H2 storage efficiency as well as the production of natural gas. Unfortunately, Sgr is notoriously difficult to measure in the laboratory or field. The conventional method of measurement—low-rate unsteady-state coreflooding—is often impacted by gas dissolution effects, resulting in large uncertainties of the measured Sgr. Moreover, it is not understood why this effect occurs, even for brines carefully pre-equilibrated with gas. To address this question, we used high-resolution X-ray computed tomography (micro-CT) imaging techniques to directly visualize the pore-scale processes during gas trapping. Consistent with previous studies, we find that for pre-equilibrated brine, the remaining gas saturation continually decreased with more (pre-equilibrated) brine injected and even after the brine injection was stopped, resulting in very low Sgr values (possibly even zero) at the pore-scale level. Furthermore, we were able to clearly observe the initial trapping of gas by the snap-off effect, followed by a further shrinkage of the gas clusters that had no connected pathway to the outside. Our experimental insights suggest that the effect is related to the effective phase behavior of gas inside the porous medium, which due to the geometric confinement, could be different from the phase behavior of bulk fluids. The underlying mechanism is likely linked to ripening dynamics, which involves a coupling between phase equilibrium and dissolution/partitioning of components, diffusive transport, and capillarity in the geometric confinement of the pore space.
圈闭气饱和度(Sgr)在地下碳捕集与封存、储氢效率以及天然气生产等工程中发挥着重要作用。不幸的是,人马座是出了名的难以在实验室或现场测量。传统的测量方法-低速率非稳态岩心驱油-经常受到气体溶解效应的影响,导致测量的Sgr不确定度很大。此外,人们还不明白为什么这种效应会发生,即使是对小心地与气体预平衡的盐水也是如此。为了解决这个问题,我们使用了高分辨率x射线计算机断层扫描(micro-CT)成像技术来直接观察气体捕获过程中的孔隙尺度过程。与前人研究一致,我们发现对于预平衡盐水,随着预平衡盐水注入量的增加,甚至在停止注盐水后,剩余气饱和度持续下降,导致孔隙尺度上的Sgr值非常低(甚至可能为零)。此外,我们能够清楚地观察到,通过断裂效应,气体的最初捕获,随后是没有连接到外部通道的气团的进一步收缩。我们的实验结果表明,这种效应与多孔介质内气体的有效相行为有关,由于几何约束,气体的有效相行为可能不同于散装流体的相行为。潜在的机制可能与成熟动力学有关,成熟动力学涉及相平衡与组分的溶解/分配、扩散输运和孔隙空间几何限制中的毛细作用之间的耦合。
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引用次数: 2
Analytical Models for Predicting the Formation Resistivity Factor and Resistivity Index at Overburden Conditions 覆岩条件下地层电阻率系数和电阻率指数预测分析模型
Meysam Nourani, Stefano Pruno, Mohammad Ghasemi, Muhament Meti Fazlija, Bryon Gonzalez, H. Rodvelt
In this study, new parameters referred to as rock resistivity modulus (RRM) and true resistivity modulus (TRM) were defined. Analytical models were developed based on RRM, TRM, and Archie’s equation for predicting formation resistivity factor (FRF) and resistivity index (RI) under overburden pressure conditions. The results indicated that overburden FRF is dependent on FRF at initial pressure (ambient FRF), RRM, and net confining pressure difference. RRM decreases with cementation factor and rock compressibility. The proposed FRF model was validated using 374 actual core data of 79 plug samples (31 sandstone and 48 carbonate plug samples) from three sandstone reservoirs and four carbonate reservoirs, measured under four to six different overburden pressures. The developed FRF model fitted the experimental data with an average relative error of 2% and 3% for sandstone and carbonate samples, respectively. Moreover, the applications and limitations of the models have been investigated and discussed. Further theoretical analysis showed that overburden RI is a function of RI at initial pressure, TRM, and net confining pressure difference. The developed models supplement resistivity measurements and can be applied to estimate FRF, RI, and saturation exponent (n) variations with overburden pressure.
本研究定义了岩石电阻率模量(RRM)和真电阻率模量(TRM)等新参数。基于RRM、TRM和Archie方程建立了覆盖层压力条件下地层电阻率系数(FRF)和电阻率指数(RI)的预测模型。结果表明,覆岩频响取决于初始压力下的频响(环境频响)、RRM和净围压差。RRM随胶结系数和岩石压缩性的增大而减小。利用来自3个砂岩储层和4个碳酸盐岩储层的79个桥塞样本(31个砂岩和48个碳酸盐桥塞样本)的374个实际岩心数据,在4到6种不同的覆盖层压力下进行了测量,验证了所提出的FRF模型。该模型对砂岩和碳酸盐样品的拟合平均相对误差分别为2%和3%。此外,还对模型的应用和局限性进行了研究和讨论。进一步的理论分析表明,上覆岩的RI是初始压力、TRM和净围压差下RI的函数。开发的模型补充了电阻率测量,可用于估计FRF、RI和饱和指数(n)随覆盖层压力的变化。
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引用次数: 0
Hybrid Technique for Setting Initial Water Saturation on Core Samples 设定岩心样品初始含水饱和度的混合技术
Victor Fernandes, B. Nicot, F. Pairoys, Herni Bertin, J. Lachaud, C. Caubit
Relative permeability and capillary pressure are important parameters in reservoir simulations because it helps in understanding and anticipating oil and/or gas production scenarios over the years. They are both obtained in a laboratory after establishing the required initial conditions. As a matter of fact, before measuring imbibition relative permeability and capillary pressure, it is recommended to set initial rock reservoir conditions by establishing appropriate initial water saturation (Swi) and by aging the core to restore the reservoir wettability. There are several conventional techniques to establish Swi. Viscous flooding is a fast technique, but it may create a non-uniform saturation profile and, in some cases, be inefficient in reaching low Swi targets. Centrifugation is a capillary-driven technique that is also very fast; however, the possibility of not desaturating the outlet face is a significant constraint. In both cases, reversing flow direction is generally performed to flatten the saturation profile; however, this phenomenon is poorly controlled. The application of capillary pressure by porous plate allows targeting a specific value of Swi and generates a uniform saturation profile; however, it is a very time-consuming method. In this paper, we present the Hybrid Drainage Technique (HDT), which couples viscous flooding and porous plate approaches, significantly reducing the experimental duration when setting Swi. Another advantage of the method is the possibility of setting a uniform saturation profile at the targeted Swi. A specific core holder, adapted to nuclear magnetic resonance (NMR) imaging and capable of performing both viscous flooding and porous plate testing without unloading the rock, was designed. Using this core holder enables performing aging and imbibition coreflood testing with no further manipulation of the core sample. Monitoring saturation profiles was made possible by using an NMR imaging setup. The method has been tested and validated on two outcrop samples from Bentheimer (sandstone) and Richemont (limestone), drastically reducing the experimental time of the primary drainage step in comparison to classical porous plate drainage but also leading to uniform water saturation profiles. The experiment duration is reduced, and it enables the realization of coreflooding; therefore, this technique may be used for larger samples classically used in relative permeability experiments. This approach is preferred as it provides faster and more reliable measurements of saturation.
相对渗透率和毛管压力是油藏模拟中的重要参数,因为它有助于理解和预测多年来的油气生产情况。它们都是在实验室中建立所需的初始条件后得到的。实际上,在测量吸胀相对渗透率和毛管压力之前,建议通过建立适当的初始含水饱和度(Swi)和岩心老化来设定初始岩石储层条件,以恢复储层润湿性。有几种建立Swi的常规技术。粘性驱是一种快速的技术,但它可能会产生不均匀的饱和度剖面,并且在某些情况下,在达到低Swi目标时效率不高。离心是一种毛细管驱动的技术,也非常快;然而,出口面不去饱和的可能性是一个重要的限制。在这两种情况下,通常进行反向流动以平坦饱和剖面;然而,这种现象没有得到很好的控制。通过多孔板施加毛细管压力,可以瞄准特定的Swi值,并产生均匀的饱和度剖面;然而,这是一个非常耗时的方法。在本文中,我们提出了混合排水技术(HDT),该技术将粘性驱油和多孔板方法结合在一起,显著缩短了设置Swi时的实验时间。该方法的另一个优点是可以在目标Swi处设置均匀的饱和度剖面。设计了一种特殊的岩心固定器,适用于核磁共振(NMR)成像,能够在不卸载岩石的情况下进行粘性驱油和多孔板测试。使用该岩心支架,无需进一步操作岩心样品,即可进行老化和渗吸岩心驱替测试。通过使用核磁共振成像装置,监测饱和度剖面成为可能。该方法已经在Bentheimer(砂岩)和Richemont(石灰岩)的两个露头样品上进行了测试和验证,与传统的多孔板排水相比,该方法大大减少了初级排水步骤的实验时间,同时也获得了均匀的含水饱和度剖面。缩短了实验时间,实现了岩心驱替;因此,该技术可用于相对渗透率实验中常用的较大样品。这种方法是首选的,因为它提供了更快和更可靠的饱和度测量。
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引用次数: 0
Machine-Learning-Based Convolution Method for Fast Forward Modeling of Induction Log 基于机器学习的感应日志快速正演建模卷积方法
We built a convolution model using machine learning (ML) to calculate induction log responses for one-dimensional (1D) earth models. Compared to analytical forward modeling, the convolution model is extremely fast. ML-based convolution finds accurate induction tool responses from an earth model with layer resistivity and layer boundaries. For a unit induction tool 2C40, the 101-point, 50-ft window convolution model works satisfactorily for a well deviation angle of 60.
我们使用机器学习(ML)建立了一个卷积模型来计算一维(1D)地球模型的感应对数响应。与解析正演模型相比,卷积模型的速度非常快。基于ml的卷积从具有层电阻率和层边界的地球模型中找到精确的感应工具响应。对于单元感应工具2C40, 101点、50英尺窗口卷积模型在井斜角为60的情况下效果令人满意。
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引用次数: 0
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Petrophysics – The SPWLA Journal of Formation Evaluation and Reservoir Description
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