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Analytical modeling and correction of steady state relative permeability experiments with capillary end effects – An improved intercept method, scaling and general capillary numbers 具有毛细管末端效应的稳态相对渗透率实验的分析建模和校正。改进的截距法、标度和一般毛细管数
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/ogst/2021045
P. Andersen
Steady state relative permeability experiments are performed by co-injection of two fluids through core plug samples. Effective relative permeabilities can be calculated from the stabilized pressure drop using Darcy’s law and linked to the corresponding average saturation of the core. These estimated relative permeability points will be accurate only if capillary end effects and transient effects are negligible. This work presents general analytical solutions for calculation of spatial saturation and pressure gradient profiles, average saturation, pressure drop and relative permeabilities for a core at steady state when capillary end effects are significant. We derive an intuitive and general “intercept” method for correcting steady state relative permeability measurements for capillary end effects: plotting average saturation and inverse effective relative permeability (of each phase) against inverse total rate will give linear trends at high total rates and result in corrected relative permeability points when extrapolated to zero inverse total rate (infinite rate). We derive a formal proof and generalization of the method proposed by Gupta and Maloney (2016) [SPE Reserv. Eval. Eng. 19, 02, 316–330], also extending the information obtained from the analysis, especially allowing to calculate capillary pressure. It is shown how the slopes of the lines are related to the saturation functions allowing to scale all test data for all conditions to the same straight lines. Two dimensionless numbers are obtained that directly express how much the average saturation is changed and the effective relative permeabilities are reduced compared to values unaffected by end effects. The numbers thus quantitatively and intuitively express the influence of end effects. A third dimensionless number is derived providing a universal criterion for when the intercept method is valid, directly stating that the end effect profile has reached the inlet. All the dimensionless numbers contain a part depending only on saturation functions, injected flow fraction and viscosity ratio and a second part containing constant known fluid, rock and system parameters such as core length, porosity, interfacial tension, total rate, etc. The former parameters determine the saturation range and shape of the saturation profile, while the latter number determines how much the profile is compressed towards the outlet. End effects cause the saturation profile and average saturation to shift towards the saturation where capillary pressure is zero and the effective relative permeabilities to be reduced compared to the true relative permeabilities. This shift is greater at low total rate and gives a false impression of rate-dependent relative permeabilities. The method is demonstrated with multiple examples. Methodologies for deriving relative permeability and capillary pressure systematically and consistently, even based on combining data from tests with different fluid and core properties, a
通过岩心塞样共注入两种流体进行稳态相对渗透率实验。有效相对渗透率可用达西定律从稳定压降计算,并与相应的岩心平均饱和度相联系。只有当毛细管末端效应和瞬态效应可以忽略不计时,这些估计的相对渗透率点才会准确。本文提出了在毛细管末端效应显著的稳定状态下岩心的空间饱和度和压力梯度剖面、平均饱和度、压降和相对渗透率计算的一般解析解。我们推导了一种直观和通用的“截距”方法,用于校正毛细管末端效应的稳态相对渗透率测量:绘制平均饱和度和逆有效相对渗透率(每个相)与逆总速率的关系,将在高总速率下给出线性趋势,并在外推到零逆总速率(无限速率)时得到校正的相对渗透率点。我们推导了Gupta和Maloney(2016)提出的方法的正式证明和推广[SPE Reserv]。Eval。[j] .工程学报19,02,316-330],也扩展了从分析中获得的信息,特别是允许计算毛细管压力。它显示了线的斜率如何与饱和函数相关,允许将所有条件下的所有测试数据缩放到相同的直线。得到了直接表示平均饱和度变化程度和有效相对渗透率与未受终端效应影响的值相比降低程度的两个无维数。因此,这些数字定量地、直观地表达了终端效应的影响。导出了一个无量纲数,为截距法何时有效提供了一个通用准则,直接说明末端效应剖面已经到达入口。所有的无因次数都包含一个仅取决于饱和函数、注入流量分数和粘度比的部分,以及包含恒定已知流体、岩石和系统参数的第二部分,如岩心长度、孔隙度、界面张力、总速率等。前一个参数决定了饱和剖面的饱和范围和形状,后一个参数决定了剖面向出口压缩的程度。末端效应导致饱和剖面和平均饱和度向毛管压力为零的饱和度偏移,与真实相对渗透率相比,有效相对渗透率降低。在总速率较低时,这种变化更大,给人一种与速率相关的相对渗透率的错误印象。通过实例对该方法进行了验证。本文介绍了系统、一致地推导相对渗透率和毛细管压力的方法,甚至结合了不同流体和岩心性质的测试数据,并在文献中的两个数据集上进行了演示。研究结果对于准确估计稳态实验中的相对渗透率、驱油过程中的相对渗透率终点和临界饱和度以及注入化学物质对残余相运移的影响具有重要意义。
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引用次数: 18
Effects of hydrogen blending on hydraulic and thermal characteristics of natural gas pipeline and pipe network 掺氢对天然气管道管网水力和热力特性的影响
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/ogst/2021052
Heng Zhang, Jingfa Li, Yue Su, Peng Wang, Bo Yu
Blending a fraction of hydrogen into the natural gas pipeline or urban pipe network is an efficient approach for hydrogen delivery. In this paper, the mathematical model of Hydrogen-Blended Natural Gas (HBNG) transportation is established, and the influences of hydrogen blending on hydraulic and thermal characteristics of natural gas pipeline and pipe network are numerically investigated. The impact of hydrogen blending ratio on the performance of centrifugal compressor and the operating point for joint operation of pipeline and compressor is discussed. Results illustrate that compared with natural gas without hydrogen, the hydrogen blending can reduce the pipeline friction resistance and increase the volume flow rate. However, due to the lower volumetric calorific value of HBNG, the energy flow rate actually decreases under the same transportation condition. Meanwhile, the temperature drop along the pipeline slows down due to the blended hydrogen. The performance degradation of centrifugal compressor occurs with the increasing hydrogen blending ratio, and the operating point for joint operation of pipeline and centrifugal compressor moves to the direction of higher volume flow rate and lower pressure. This study is expected to shed a light on the hydrogen delivery by natural gas pipelines and pipe networks.
将一部分氢气混合到天然气管道或城市管网中是一种有效的氢气输送方法。本文建立了混氢天然气(HBNG)输气的数学模型,数值研究了混氢对天然气管道管网水力和热力特性的影响。讨论了配氢比对离心压缩机性能的影响以及管道与压缩机联合运行的工作点。结果表明,与无氢天然气相比,掺氢天然气可以降低管道摩擦阻力,提高体积流量。然而,由于HBNG的体积热值较低,在相同的运输条件下,能量流率反而降低。同时,由于氢气的混合,管道沿线的温度下降速度减慢。随着配氢比的增大,离心式压缩机性能下降,管道与离心式压缩机联合运行的工作点向高容积流量、低压力方向移动。这项研究有望揭示通过天然气管道和管网输送氢气的问题。
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引用次数: 11
Addressing nonlinear transient diffusion in porous media through transformations 通过变换处理多孔介质中的非线性瞬态扩散
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/ogst/2021064
R. Raghavan, Chih-Cheng Chen
The nonlinear differential equation describing flow of a constant compressibility liquid in a porous medium is examined in terms of the Kirchhoff and Cole-Hopf transformations. A quantitative measure of the applicability of representing flow by a slightly compressible liquid – which leads to a linear differential equation, the Theis equation – is identified. The classical Theis problem and the finite-well-radius problem in a system that is infinite in its areal extent are used as prototypes to address concepts discussed. This choice is dictated by the ubiquity of solutions that depend on these archetypal examples for examining transient diffusion. Notwithstanding that the Kirchhoff and Cole-Hopf transformations arrive at a linear differential equation, for the specific purposes of this work – the estimation of the hydraulic properties of rocks, the Kirchhoff transformation is much more advantageous in a number of ways; these are documented. Insights into the structure of the nonlinear solution are provided. The results of this work should prove useful in many contexts of mathematical physics though developed in the framework of applications pertaining to the earth sciences.
用Kirchhoff变换和Cole-Hopf变换研究了描述恒压缩性液体在多孔介质中流动的非线性微分方程。确定了用微可压缩液体来表示流动的适用性的定量测量方法——这导致了一个线性微分方程,即忒伊斯方程。用经典的Theis问题和有限井半径问题作为原型来解决所讨论的概念。这种选择是由无处不在的解决方案决定的,这些解决方案依赖于这些原型例子来检查瞬态扩散。尽管Kirchhoff变换和Cole-Hopf变换得到的是线性微分方程,但对于这项工作的具体目的——估计岩石的水力特性,Kirchhoff变换在许多方面都更加有利;这些都是有记录的。提供了对非线性解的结构的见解。这项工作的结果将在许多数学物理的背景下证明是有用的,尽管它是在与地球科学有关的应用框架中发展起来的。
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引用次数: 0
Prediction of drilling leakage locations based on optimized neural networks and the standard random forest method 基于优化神经网络和标准随机森林方法的钻井泄漏位置预测
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2021003
Su Junlin, Zhao Yang, He Tao, Luo Pingya
Circulation loss is one of the most serious and complex hindrances for normal and safe drilling operations. Detecting the layer at which the circulation loss has occurred is important for formulating technical measures related to leakage prevention and plugging and reducing the wastage because of circulation loss as much as possible. Unfortunately, because of the lack of a general method for predicting the potential location of circulation loss during drilling, most current procedures depend on the plugging test. Therefore, the aim of this study was to use an Artificial Intelligence (AI)-based method to screen and process the historical data of 240 wells and 1029 original well loss cases in a localized area of southwestern China and to perform data mining. Using comparative analysis involving the Genetic Algorithm-Back Propagation (GA-BP) neural network and random forest optimization algorithms, we proposed an efficient real-time model for predicting leakage layer locations. For this purpose, data processing and correlation analysis were first performed using existing data to improve the effects of data mining. The well history data was then divided into training and testing sets in a 3:1 ratio. The parameter values of the BP were then corrected as per the network training error, resulting in the final output of a prediction value with a globally optimal solution. The standard random forest model is a particularly capable model that can deal with high-dimensional data without feature selection. To evaluate and confirm the generated model, the model is applied to eight oil wells in a well site in southwestern China. Empirical results demonstrate that the proposed method can satisfy the requirements of actual application to drilling and plugging operations and is able to accurately predict the locations of leakage layers.
循环漏失是影响正常、安全钻井作业的最严重、最复杂的障碍之一。检测漏失层对制定防漏堵漏相关技术措施,尽可能减少漏失造成的损失具有重要意义。不幸的是,由于缺乏一种通用的方法来预测钻井过程中循环漏失的潜在位置,目前的大多数方法都依赖于堵塞测试。因此,本研究的目的是利用基于人工智能(AI)的方法对中国西南局部地区240口井和1029个原始井损案例的历史数据进行筛选和处理,并进行数据挖掘。通过遗传算法-反向传播(GA-BP)神经网络和随机森林优化算法的对比分析,我们提出了一种高效的泄漏层位置实时预测模型。为此,首先利用现有数据进行数据处理和相关性分析,以提高数据挖掘的效果。然后将井历史数据按3:1的比例分成训练集和测试集。然后根据网络训练误差对BP的参数值进行校正,最终输出具有全局最优解的预测值。标准随机森林模型是一个特别有能力的模型,它可以处理高维数据而不需要特征选择。为了对所建立的模型进行评价和验证,将该模型应用于西南某井场的8口油井。实验结果表明,该方法能够满足钻井堵漏作业的实际应用要求,能够准确预测漏层位置。
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引用次数: 6
Well log data super-resolution based on locally linear embedding 基于局部线性嵌入的测井数据超分辨率
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/ogst/2021042
Jian Han, Pan Gao, Zhimin Cao, Jing Li, Sijie Wang, Can Yang
Unconventional remaining oil and gas resources such as tight oil, shale oil, and coalbed gas are currently the focus of the exploration and development of major oil fields all over the world. Therefore, to make best understand of target reservoirs, enhancing the vertical resolution of well log data is crucial important. However, in the face of the continuous low-level fluctuations of international oil price, large scale use of expensive high resolution well logging hardware tools has always been unaffordable and unacceptable. In another aspect, traditional well log interpolation methods can always not realize high reliable information enhancement for crucial high frequency components. In this paper, in order to improve the well log data super-resolution performance, we propose for the first time to employ Locally Linear Embedding (LLE) technique to reveal the nonlinear mapping relationship between 2-times-scale-difference well log data. Several super resolution experiments with well log data from a given area of Daqing Oil field, China, were conducted. Experimental results illustrated that the proposed LLE-based method can efficiently achieve more reliable super-resolution results than other state-of-the-art methods.
致密油、页岩油、煤层气等非常规剩余油资源是目前世界各大油田勘探开发的重点。因此,为了更好地了解目标储层,提高测井资料的垂向分辨率至关重要。然而,面对国际油价持续的低水平波动,大规模使用昂贵的高分辨率测井硬件工具一直是难以承受和不可接受的。另一方面,传统的测井插值方法往往不能对关键的高频分量实现高可靠的信息增强。为了提高测井数据的超分辨性能,本文首次提出利用局部线性嵌入(LLE)技术来揭示2倍尺度差测井数据之间的非线性映射关系。利用大庆油田某地区的测井资料进行了多次超分辨实验。实验结果表明,基于lle的方法可以有效地获得比现有方法更可靠的超分辨率结果。
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引用次数: 0
Conversion of heavy gasoil into ultra-low sulfur and aromatic diesel over NiWRu/TiO2–γAl2O3 catalysts: Role of titanium and ruthenium on improving catalytic activity NiWRu/TiO2 - γ - al2o3催化剂催化重质柴油转化超低硫芳烃柴油:钛和钌对催化活性的影响
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2020-12-23 DOI: 10.2516/ogst/2020084
R. P. Silvy, S. K. Lageshetty
This contribution deals with about selective conversion of heavy gas oils into middle distillates fuels that meet ultra-low sulfur and aromatic compound quality standards by using a novel NiWRu/TiO2–γAl2O3 catalyst under typical hydrotreatment conditions. A diesel fuel fraction having sulfur, nitrogen and aromatics compound content of about 50 ppm, 10 ppm and 15 v%, respectively, was obtained when the reactor was operated at T = 370 °C, P = 12.4 MPa, LHSV = 0.5 h−1 and H2/hydrocarbon ratio = 800 Nm3/m3. Titanium and ruthenium additives used in the preparation of the NiWRu/TiO2–γAl2O3 catalyst, remarkably improved the catalytic activities for the hydrogenolysis, hydrogenation and hydrocracking reactions compared to the reference NiW/γAl2O3 catalyst. The coprecipitation of titanium and aluminum hydroxides produced a catalyst support having greater surface area, pore volume and surface acidity. An improvement in mechanical properties of the support extrudates was also observed. Characterization analysis by XPS, AUGER and XRD techniques of the TiO2–γAl2O3 support suggested the formation of an aluminum-titanate mixed phase (AlxTiyOz) having a non-well-defined stoichiometry. The NiW/TiO2–γAl2O3 and NiWRu/TiO2–γAl2O3 exhibited a greater surface dispersion of the supported nickel and tungsten species compared to the NiW/γAl2O3 catalyst. The promoter effect of ruthenium on the NiW bimetallic system caused a strong increase in both hydrogenolysis and hydrogenation reactions. Hydrodenitrogenation and hydrocracking reactions were also favored by the increase in the hydrogenation capacity and in the surface acidity of the catalyst. The highest conversion levels for all investigated reactions were obtained when the NiWRu/TiO2–γAl2O3 catalyst was prepared by co-impregnation of Ni and Ru in a second step. This catalyst showed sulfur tolerance properties when the reaction was conducted in the presence of different H2S partial pressures. The catalytic behavior of the NiWRu/TiO2–γAl2O3 catalyst was explained by the existence of a promoting effect between separated Ni and Ru sulfides species and the NiWS phase (dual mechanism).
本文研究了在典型加氢处理条件下,采用新型NiWRu/TiO2 - γ - al2o3催化剂将重质气油选择性转化为满足超低硫和芳香族化合物质量标准的中间馏分油燃料。在温度= 370℃,温度= 12.4 MPa, LHSV = 0.5 h−1,H2/烃比= 800 Nm3/m3的条件下,柴油馏分硫、氮和芳烃含量分别为50 ppm、10 ppm和15 v%左右。制备的NiWRu/TiO2 -γAl2O3催化剂中添加钛和钌,与参考NiW/γAl2O3催化剂相比,显著提高了氢解、加氢和加氢裂化反应的催化活性。钛和铝氢氧化物的共沉淀产生了具有更大表面积、孔隙体积和表面酸度的催化剂载体。还观察到支撑挤出物的机械性能有所改善。通过XPS、AUGER和XRD对TiO2 - γ - al2o3载体进行表征分析,发现其形成了一种化学计量不明确的铝-钛酸盐混合相(AlxTiyOz)。与NiW/γ - al2o3催化剂相比,NiW/TiO2 - γ - al2o3催化剂和NiWRu/TiO2 - γ - al2o3催化剂表现出更大的负载镍和钨的表面分散性。钌对NiW双金属体系的促进剂作用使氢解反应和加氢反应均明显增加。加氢容量的增加和催化剂表面酸度的提高也有利于加氢脱氮和加氢裂化反应的发生。第二步共浸渍Ni和Ru制备NiWRu/TiO2 - γ - al2o3催化剂时,各反应的转化率最高。该催化剂在不同H2S分压条件下均表现出耐硫性能。NiWRu/TiO2 - γ - al2o3催化剂的催化行为可以解释为分离的Ni和Ru硫化物与NiWS相之间存在促进作用(双机制)。
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引用次数: 3
Experimental study of combined low salinity and surfactant flooding effect on oil recovery 低矿化度与表面活性剂联合驱对采收率影响的实验研究
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2020-12-18 DOI: 10.2118/175614-MS
Abdulmecit Araz, Farad Kamyabi
A new generation improved oil recovery methods comes from combining techniques to make the overall process of oil recovery more efficient. One of the most promising methods is combined Low Salinity Surfactant (LSS) flooding. Low salinity brine injection has proven by numerous laboratory core flood experiments to give a moderate increase in oil recovery. Current research shows that this method may be further enhanced by introduction of surfactants optimized for lowsal environment by reducing the interfacial tension. Researchers have suggested different mechanisms in the literature such as pH variation, fines migration, multi-component ionic exchange, interfacial tension reduction and wettability alteration for improved oil recovery during lowsal injection.In this study, surfactant solubility in lowsal brine was examined by bottle test experiments. A series of core displacement experiments was conducted on nine crude oil aged Berea core plugs that were designed to determine the impact of brine composition, wettability alteration, Low Salinity Water (LSW) and LSS flooding on Enhancing Oil Recovery (EOR). Laboratory core flooding experiments were conducted on the samples in a heating cabinet at 60 °C using five different brine compositions with different concentrations of NaCl, CaCl2 and MgCl2. The samples were first reached to initial water saturation, Swi, by injecting connate water (high salinity water). LSW injection followed by LSS flooding performed on the samples to obtain the irreducible oil saturation.The results showed a significant potential of oil recovery with maximum additional recovery of 7% Original Oil in Place (OOIP) by injection of LS water (10% LS brine and 90% distilled water) into water-wet cores compared to high salinity waterflooding. It is also concluded that oil recovery increases as wettability changes from water-wet to neutral-wet regardless of the salinity compositions. A reduction in residual oil saturation, Sor, by 1.1–4.8% occurred for various brine compositions after LSS flooding in tertiary recovery mode. The absence of clay swelling and fine migration has been confirmed by the stable differential pressure recorded for both LSW and LSS flooding. Aging the samples at high temperature prevented the problem of fines production. Combined LSS flooding resulted in an additional oil recovery of 9.2% OOIP when applied after LSW flooding.Surfactants improved the oil recovery by reducing the oil-water interfacial tension. In addition, lowsal environment decreased the surfactant retention, thus led to successful LSS flooding. The results showed that combined LSS flooding may be one of the most promising methods in EOR. This hybrid improved oil recovery method is economically more attractive and feasible compared to separate low salinity waterflooding or surfactant flooding.
新一代的改进采油方法是通过多种技术的结合,使采油的整个过程更加高效。低盐表面活性剂(LSS)联合驱是最有前途的方法之一。大量岩心驱替实验证明,低矿化度盐水注入可以适度提高采收率。目前的研究表明,通过引入适合低环境的表面活性剂来降低界面张力,可以进一步增强该方法。研究人员在文献中提出了不同的机制,如pH变化、细颗粒迁移、多组分离子交换、界面张力降低和润湿性改变,以提高低注时的采收率。本研究通过瓶试实验考察了表面活性剂在低盐盐水中的溶解度。在9个原油老化的Berea岩心桥塞上进行了一系列岩心驱替实验,以确定盐水成分、润湿性改变、低矿化度水(LSW)和低矿化度水驱对提高采收率(EOR)的影响。在60°C的加热柜中,使用5种不同的盐水组成,NaCl、CaCl2和MgCl2的浓度不同,对样品进行了室内岩心驱油实验。通过注入原生水(高盐度水),样品首先达到初始含水饱和度Swi。注入LSW后,对样品进行LSS驱油,获得不可还原油饱和度。结果表明,与高矿化度水驱相比,在水湿岩心中注入LS水(10% LS盐水和90%蒸馏水)的原油采收率最高可达7%,具有显著的采收率潜力。研究还得出结论,无论含盐量组成如何,随着润湿性从水湿型转变为中性湿型,原油采收率都会增加。在三次采油模式下,LSS驱油后,各种卤水成分的残余油饱和度(Sor)降低了1.1-4.8%。LSW和LSS驱的稳定压差证实了没有粘土膨胀和精细运移。在高温下对样品进行老化处理,防止了产生细粒的问题。在LSW驱油之后,LSS联合驱油的产油量增加了9.2%。表面活性剂通过降低油水界面张力来提高采收率。此外,低环境降低了表面活性剂的保留率,从而使LSS驱油成功。结果表明,LSS联合驱可能是最有前途的提高采收率方法之一。与单独的低矿化度水驱或表面活性剂驱相比,这种混合提高采收率的方法在经济上更具吸引力和可行性。
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引用次数: 7
Elemental geochemistry of the Upper Cretaceous reservoir and surrounding formations applied in geosteering of horizontal wells, Lebăda Field – Western Black Sea 黑海西部leb<e:1>油田上白垩统储层及周围地层元素地球化学在水平井地质导向中的应用
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2020-12-17 DOI: 10.2516/ogst/2020083
I. Prundeanu, C. Chelariu, David Rafael Contreras Perez
The precise landing and steering of horizontal wells using conventional mudlogging and Logging While Drilling (LWD) data is a particular challenge for the Lebăda Field, offshore Romania. The use of a new technique of elemental geochemistry analysis (or chemosteering) became an option for the identification of Cenomanian, Turonian–Coniacian–Santonian, Campanian and Eocene strata. This has enabled more accurate placement of the horizontal development wells within the desired reservoir target interval. Geochemical data enabled the identification of chemostratigraphic zones C1, C2, C3 and zone R that correspond to the reservoir section. The application is a result of the geochemical zonation performed using elements and ratios that are sensitive to depositional environment, sea level change, heavy mineral concentrations and siliciclastic input namely: Sr/Ca, Zr/Th, Si/Zr and Si/K. In ascending stratigraphic order, the ratio thresholds of zone C3 are Zr/Th > 11, Sr/Ca > 1.1, Si/Zr < 22 and Si/K < 19, while zone R corresponds to 5.5 < Zr/Th < 11, Sr/Ca < 1.1, Si/Zr > 22 and Si/K > 19. C2 zone is defined by Zr/Th < 5.5, Sr/Ca > 1.1, Si/Zr < 22 and Si/K < 19 and C1 zone is characterized by Si/Zr > 22 and Si/K > 19. The selected geochemical ratios indicate a strong geochemical zonation. In the case of offset wells, 85.9% of the data confirmed the proposed classification and 89.4% for the real-time application case. The zone R shows a strong contrast with the surrounding formations facilitating critical decisions during well placement and geosteering, increasing the reservoir exposure by 28%. The quantitative approach delivered very valuable results, providing a solid foundation to define correlation and well landing intervals. Simultaneously, the cost of the method represents a fraction of the LWD cost and 0.15% of the total project cost, making it very cost effective and a standard approach for future projects.
利用常规泥浆测井和随钻测井(LWD)数据进行水平井的精确着陆和导向,对于罗马尼亚海上的leb油田来说是一个特别的挑战。元素地球化学分析(或化学导向)的新技术成为识别Cenomanian、turonian - conisian - santonian、Campanian和Eocene地层的一种选择。这使得水平开发井能够更精确地定位在期望的油藏目标层段内。地球化学资料识别出与储层剖面相对应的C1、C2、C3和R化学地层带。该应用是利用对沉积环境、海平面变化、重矿物浓度和硅屑输入敏感的元素和比例进行地球化学分带的结果,即:Sr/Ca、Zr/Th、Si/Zr和Si/K。从地层升序看,C3带比值阈值为Zr/Th > 11、Sr/Ca > 1.1、Si/Zr < 22、Si/K < 19, R带对应比值阈值为5.5 < Zr/Th < 11、Sr/Ca < 1.1、Si/Zr > 22、Si/K > 19。C2区以Zr/Th < 5.5, Sr/Ca > 1.1, Si/Zr < 22, Si/K < 19为特征;C1区以Si/Zr > 22, Si/K > 19为特征。选取的地球化学比值显示出强烈的地球化学分带性。在邻井的情况下,85.9%的数据证实了所提出的分类,89.4%的数据证实了实时应用情况。R区与周围地层形成强烈对比,有助于在井位和地质导向过程中做出关键决策,使储层暴露度增加28%。定量方法提供了非常有价值的结果,为定义相关性和井的着陆间隔提供了坚实的基础。同时,该方法的成本只占随钻测井成本的一小部分,占项目总成本的0.15%,因此非常具有成本效益,是未来项目的标准方法。
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引用次数: 3
Optimized Random Vector Functional Link network to predict oil production from Tahe oil field in China 优化随机向量函数链接网络预测中国塔河油田产油量
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2020-12-17 DOI: 10.2516/ogst/2020081
Ahmed Alalimi, Lin Pan, M. A. Al-qaness, A. Ewees, Xiao Wang, M. A. Abd Elaziz
In China, Tahe Triassic oil field block 9 reservoir was discovered in 2002 by drilling wells S95 and S100. The distribution of the reservoir sand body is not clear. Therefore, it is necessary to study and to predict oil production from this oil field. In this study, we propose an improved Random Vector Functional Link (RVFL) network to predict oil production from Tahe oil field in China. The Spherical Search Optimizer (SSO) is applied to optimize the RVFL and to enhance its performance, where SSO works as a local search method that improved the parameters of the RVFL. We used a historical dataset of this oil field from 2002 to 2014 collected by a local partner. Our proposed model, called SSO-RVFL, has been evaluated with extensive comparisons to several optimization methods. The outcomes showed that, SSO-RVFL achieved accurate predictions and the SSO outperformed several optimization methods.
2002年,通过S95井和S100井发现了中国塔河三叠系油田9区块油藏。储层砂体分布不清楚。因此,有必要对该油田的产油量进行研究和预测。本文提出了一种改进的随机向量函数链(RVFL)网络来预测中国塔河油田的产量。采用球面搜索优化器(Spherical Search Optimizer, SSO)优化RVFL并提高其性能,SSO作为一种局部搜索方法,改善了RVFL的参数。我们使用了当地合作伙伴收集的该油田2002年至2014年的历史数据集。我们提出的模型,称为SSO-RVFL,已经与几种优化方法进行了广泛的比较。结果表明,SSO- rvfl实现了准确的预测,并且SSO优于几种优化方法。
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引用次数: 11
Investigation on the pressure response behavior of two-layer vertical mixed boundary reservoir: field cases in Western Sichuan XC gas field, China 两层垂向混合边界储层压力响应特征研究——以川西XC气田为例
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2020-12-17 DOI: 10.2516/ogst/2020082
W. Shi, Yuedong Yao, Shiqing Cheng, He Li, Mi Wang, Nan Cui, Chengwei Zhang, Hong Li, Kun Tu, Zhiliang Shi
Pressure response behavior of two-layered reservoir with a vertical mixed boundary is easy to be mistaken for that of the radial composite reservoir or dual-pore reservoir. It is difficult to fit the pressure response curve and easy to obtain abnormal parameter values using a misunderstood model. In this paper, we present the interpretation of three different types of pressure responses of vertical mixed boundary reservoir by our proposed models, where the diagnostic window and feature value are captured for different mixed boundary types. Results show that the mixed boundary with closed boundary and infinite-acting boundary induces the fake pressure response of a radial composite reservoir with poor permeability outer zone. The mixed boundary with the main constant-pressure and non-main closed boundary produces a fake pressure response of a dual-porosity reservoir. The diagnostic window of pressure response curves shape can easily capture the mixed boundary type, and the feature value of the feature values of pressure response value can quickly obtain the permeability ration of one layer. Aiming at different representative types of pressure response cases in the western Sichuan XC gas field, China, we innovatively analyze them from a different perspective and get a new understanding of pressure response behavior of vertical mixed boundary, which provides a guideline for the interpretation of layered oil and gas reservoir with the complex boundary in the vertical direction.
具有垂直混合边界的两层储层的压力响应行为容易与径向复合储层或双孔储层的压力响应行为相混淆。使用错误的模型很难拟合压力响应曲线,容易得到异常的参数值。在本文中,我们提出的模型解释了垂直混合边界油藏三种不同类型的压力响应,其中诊断窗口和特征值捕获了不同的混合边界类型。结果表明:封闭边界和无限作用边界的混合边界诱发了外层渗透性差的径向复合油藏的伪压力响应;主恒压边界与非主闭压边界的混合边界产生双重孔隙度油藏的伪压力响应。压力响应曲线形状的诊断窗口可以很容易地捕获混合边界类型,压力响应值特征值的特征值可以快速获得一层的渗透率比。针对川西XC气田不同典型类型的压力响应案例,创新性地从不同角度进行分析,对垂向混合边界压力响应行为有了新的认识,为垂向复杂边界层状油气藏的解释提供了指导。
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引用次数: 2
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Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles
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