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Big Data Approach for Geological Study of the Big Region West Siberia
Pub Date : 2018-09-24 DOI: 10.2118/191726-MS
T. Olneva, D. Kuzmin, S. Rasskazova, A. Timirgalin
Big Data technologies are now being actively integrated into the oil and gas sector owing to the need to improve operational efficiency and to optimize a variety of processes. Successful projects in data processing automation have already been implemented, for example, new breakthroughs are expected in digital field modelling projects /1/. Geological and geophysical information accumulated over decades of studies in oil and gas bearing basins and fields development is a huge amount of data; Big Data approaches can be effectively applied to them, such as data mining, predictive analytics, training of a system on the reference objects. 3D seismic data is a classic example of Big Data. Their interpretation conventionally involves approaches based on Neural Networks, various classification and clustering algorithms /2/. According to the experts, the West Siberian Petroleum Basin being a holistic system, has unique properties such as existence of giant and unique hydrocarbon accumulations /3/. The potential of the basin has not yet been determined. The authors focused their attention on the Achimov play. Applying the Big Data approach to a regional database may allow establishing new patterns in fields distribution and will contribute to the development of new unique exploration criteria.
由于需要提高作业效率和优化各种流程,大数据技术正在积极融入石油和天然气行业。数据处理自动化方面的成功项目已经实施,例如,数字现场建模项目有望取得新的突破。经过几十年的含油气盆地和油气田开发研究积累的地质地球物理信息是海量的数据;大数据方法可以有效地应用于它们,例如数据挖掘、预测分析、基于参考对象的系统训练。三维地震数据是大数据的一个经典例子。它们的解释通常涉及基于神经网络、各种分类和聚类算法的方法。据专家介绍,西西伯利亚盆地是一个整体系统,具有独特的性质,如存在巨大而独特的油气聚集。该盆地的潜力尚未确定。作者们把注意力集中在阿奇莫夫的戏剧上。将大数据方法应用于区域数据库可以建立新的油田分布模式,并有助于开发新的独特勘探标准。
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引用次数: 9
Assessing the Impact of Open Hole Gravel Pack Completions to Remediate the Observed Productivity Decline in Cased Hole FracPack Completions in Deepwater Gulf of Mexico Fields 评估裸眼砾石充填完井对修复墨西哥湾深水油田套管井压裂充填完井产能下降的影响
Pub Date : 2018-09-24 DOI: 10.2118/191731-MS
K. Zaki, Yan Li, C. Terry
The objective of this work is to assess the impact on productivity decline of altering the completion type in a deepwater Miocene reservoir. Typically to date, these types of assets have utilized Cased Hole FracPack (CHFP) completions as a basis of design. Wells in the Gulf of Mexico targeting the deepwater Miocene plays have seen significant Productivity Index (PI) decline within the first few years of production. Open Hole Gravel Pack (OHGP) and Open Hole FracPack (OHFP) completion types were selected as potential alternatives to CHFP. A coupled well, reservoir and geomechanical model was created to assess the impact of multiple potential damage components on matching the observed inflow performance from production logs. The model assesses probabilistically the weighting of each of six damage mechanisms (creep, fracture conductivity, fines migration, fracture connectivity, off-plane perforation contribution and drilling/completion fluid damage) on well performance. Based on this weighting, an assessment can then be made of their impact on the alternate completion types. Previous studies (Knobles et al. 2017) have indicated that cased hole completions are particularly susceptible to PI decline. Specifically, when unpropped perforation tunnels collapse, they reduce the inflow area into the wellbore and create a flow restriction. In higher permeability formations, the perforations not connected to the fracture (i.e. off-plane perforations) can contribute a significant portion of the well's production. It is important to note that if the connectivity and packing of the perforations is optimized and fracture is placed to within design specifications, little PI decline is observed. However, in the real world, this is not always the case. Three wells were used in this analysis. Two wells where decline was observed and a third well where no significant decline was observed. Results from the study indicated that if the two underperforming wells had utilized an OHGP completion, the PI degradation would have been mitigated. However, the upside production seen from the third well would not be attainable had the well been completed as an OHGP on an equivalent well trajectory. The results of the study also indicated that minimizing the drilling damage would be integral to the success of the OHGP completion in comparison to optimizing the completion placement in a CHFP. The paper addresses a significant issue of PI decline affecting deepwater wells and presents a potential remediation technique based on alternate completion types. The paper also presents a new methodology based on Design of Experiment to assess the contribution of various damage mechanism while incorporating the uncertainty around each based on available measurements.
这项工作的目的是评估改变完井类型对深水中新世储层产能下降的影响。到目前为止,这些类型的资产通常使用套管井FracPack (CHFP)完井作为设计的基础。墨西哥湾深水中新世油藏的油井在投产的头几年里,产能指数(PI)就出现了显著下降。裸眼砾石充填(OHGP)和裸眼FracPack (OHFP)完井类型被选为CHFP的潜在替代方案。建立了井、储层和地质力学耦合模型,以评估多种潜在损害因素对生产测井中观察到的流入动态的影响。该模型对六种损伤机制(蠕变、裂缝导流性、细粒运移、裂缝连通性、面外射孔贡献和钻/完井液损伤)对油井性能的影响进行概率加权评估。基于此权重,可以评估它们对替代完井类型的影响。之前的研究(Knobles et al. 2017)表明,套管井完井特别容易受到PI下降的影响。具体来说,当无支撑射孔隧道坍塌时,它们会减少流入井筒的面积,并产生流动限制。在高渗透率地层中,未与裂缝相连的射孔(即离面射孔)可以贡献很大一部分井的产量。需要注意的是,如果对射孔的连通性和充填进行了优化,并且将裂缝放置在设计规范范围内,则可以观察到很少的PI下降。然而,在现实世界中,情况并非总是如此。该分析使用了三口井。有两口井的产量下降,而第三口井的产量没有明显下降。研究结果表明,如果这两口表现不佳的井采用OHGP完井,PI的下降将得到缓解。然而,如果第三口井在相同的井眼轨迹上作为OHGP完成,则无法实现增产。研究结果还表明,与优化CHFP的完井位置相比,最大限度地减少钻井损害是OHGP完井成功的关键。本文讨论了影响深水井PI下降的重要问题,并提出了一种基于替代完井类型的潜在补救技术。本文还提出了一种基于实验设计的新方法来评估各种损伤机制的贡献,同时结合基于现有测量的每种机制的不确定性。
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引用次数: 3
Development of Surfactant-Polymer SP Processes for High Temperature and High Salinity Carbonate Reservoirs 高温高盐度碳酸盐岩储层表面活性剂-聚合物SP工艺研究进展
Pub Date : 2018-09-24 DOI: 10.2118/191733-MS
P. Ghosh, H. Sharma, K. Mohanty
Oil recovery during waterflooding of carbonate reservoirs is often low due to their oil-wetness and heterogeneity. Surfactant-Polymer (SP) flooding can improve the oil recovery from these reservoirs through ultra-low interfacial tension (IFT), mobility control and wettability alteration. However, there are several challenges associated with this process in high salinity and high temperature carbonate reservoirs related to thermal stability of polymers at elevated temperatures, compatibility of surfactants with high concentration of divalent cations present in formation brines, and geochemical interactions with carbonate minerals. This paper addresses the following challenges: surfactant interaction with formation brine containing high concentration of divalent cations and thermal stability and transport of polymers in carbonate rocks at a high temperature (80 C). Surfactant phase behavior experiments were performed to identify promising surfactant candidates which showed ultralow IFT with crude oil and aqueous stability at high temperature in high salinity and high hardness brines. A systematic study was performed to understand the effect of surfactant hydrophobe length on phase behavior, oil recovery, and surfactant retention in coreflood experiments. Novel surfactants with very short hydrophobes and cosolvent-like properties were also included to further optimize the phase behavior. Surfactants of larger hydrophobe length, containing similar number of EO and PO groups, gave higher solubilization ratio (and lower IFT) and lower optimum salinity. Specialty synthetic polymers with good thermal stability and salinity tolerance (TDS > 90,000 ppm) were investigated for their transport in single-phase corefloods. Results showed successful transport of polymer, without degradation in-situ, and improvement in mobility control. SP core floods were conducted using selected formulations in Indiana limestone cores. Coreflood experiments showed small increases in oil recovery over waterflood after the injection of the chemical formulation. Succesful polymer transport was observed in SP corefloods at high temperature.
由于碳酸盐岩油藏的油湿性和非均质性,其水驱采收率往往较低。表面活性剂-聚合物(SP)驱可以通过超低界面张力(IFT)、流动性控制和润湿性改变来提高这些油藏的采收率。然而,在高矿化度和高温碳酸盐储层中,该工艺存在一些挑战,包括聚合物在高温下的热稳定性、表面活性剂与地层盐水中高浓度二价阳离子的相容性以及与碳酸盐矿物的地球化学相互作用。本文解决了以下挑战:表面活性剂与含高浓度二价阳离子的地层盐水的相互作用,以及高温(80℃)下碳酸盐岩中聚合物的热稳定性和输运。表面活性剂的相行为实验确定了有前途的表面活性剂候选物,这些表面活性剂在高盐度和高硬度盐水中具有超低的原油IFT和高温水稳定性。在岩心驱油实验中,系统研究了表面活性剂疏水长度对相行为、采收率和表面活性剂保留率的影响。为了进一步优化相行为,还加入了具有极短疏水性和类助溶剂性质的新型表面活性剂。疏水长度较大且含有相近数量的EO和PO基团的表面活性剂具有较高的增溶比(较低的IFT)和较低的最佳盐度。研究了具有良好热稳定性和耐盐性(TDS > 90000 ppm)的特种合成聚合物在单相岩心驱油中的输运情况。结果表明,聚合物的成功运输,没有原位降解,并改善了迁移控制。在印第安纳石灰岩岩心中使用选定的配方进行SP岩心驱替。岩心驱油实验表明,在注入化学配方后,采收率比水驱有小幅提高。高温条件下,SP岩心驱油中聚合物运移成功。
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引用次数: 12
A Novel Re-Crosslinkable Preformed Particle Gel for Conformance Control in Extreme Heterogeneous Reservoirs 一种用于控制极端非均质油藏稠度的新型可重交联预成型颗粒凝胶
Pub Date : 2018-09-24 DOI: 10.2118/191697-MS
Jingyang Pu, Baojuri Jun Bai, Ali K. Alhuraishawy, T. Schuman, Yashu Chen, Xindi Sun
Preformed particle gels (PPG) have been successfully applied to control conformance for mature oilfields due to its advantages over conventional in-situ gels. However, field applications have demonstrated that current particle gels cannot efficiently plug opening fractures, fractures-like channels, or conduits which exist in many mature oilfields. The objective of this study is to systematically evaluate a new re-crosslinkable preformed particle gel (RPPG) product which can be used to efficiently control the conformance for the abnormal features. The novel particle gels can re-crosslink to form a rubber-like bulky material in the large opening features after placement to significantly enhance the plugging efficiency. We systematically evaluated the effect of temperature, brine concentration and RPPG swelling ratio on the re-crosslinking time, the gel strength after crosslinking, and their thermos-stability. Core flooding tests were run to test whether RPPG can significantly improve the fracture plugging efficiency comparing to a traditional PPG which cannot re-crosslink after pumping. The RPPG can be customized for the mature reservoirs with the temperature from 23 to 80°C with controllable size from tens of nanometer to a few millimeters. The RPPG swelling ratio can be controlled from 5 to 40 times. Its re-crosslinking time can be controlled from 2 to 80 h, depending on absorbed water amount, brine concentration, and temperature. The gel elastic modulus after re-crosslinking can achieve from 300 to 10,800 Pa, depending on swelling ratio. Core flooding tests showed that the breakthrough pressure of the re-crosslinked RPPG can reach up to 300 psi/ft for the fracture with the width of 5 cm and 0.2 cm aperture, which is more than 5 times higher than traditional PPGs. In addition, the plugging efficiency of the RPPG is 20 times higher than 40 K.
预成型颗粒凝胶(PPG)由于其优于常规原位凝胶的优点,已成功应用于成熟油田的稠度控制。然而,现场应用表明,目前的颗粒凝胶不能有效地封堵许多成熟油田中存在的张开裂缝、裂缝状通道或导管。本研究的目的是系统地评价一种新的可再交联预成型颗粒凝胶(RPPG)产品,该产品可用于有效地控制异常特征的一致性。新型颗粒凝胶充填后可在大开口特征中重新交联形成类似橡胶的块状材料,显著提高封堵效率。系统评价了温度、卤水浓度和RPPG溶胀比对交联时间、交联后凝胶强度和热稳定性的影响。通过岩心驱替试验,测试了与传统的PPG相比,RPPG是否能显著提高裂缝堵塞效率,传统的PPG在泵送后不能重新交联。RPPG可针对温度为23 ~ 80℃的成熟油藏进行定制,尺寸可从几十纳米到几毫米不等。RPPG膨胀比可控制在5 ~ 40倍。它的重交联时间可根据吸收水量、卤水浓度和温度控制在2 ~ 80 h之间。根据膨胀比的不同,再交联后的凝胶弹性模量可达到300 ~ 10,800 Pa。岩心驱油试验表明,对于宽度为5 cm、孔径为0.2 cm的裂缝,重交联RPPG的突破压力可达300 psi/ft,比传统的ppg提高了5倍以上。与40k相比,RPPG的封堵效率提高了20倍。
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引用次数: 13
A Novel Technology for Locating and Evaluating Hydraulic Fractures in Horizontal Wells – Modeling and Field Results 水平井水力裂缝定位与评价新技术——建模与实测结果
Pub Date : 2018-09-24 DOI: 10.2118/191707-MS
Jeremy Zhang, Harry Smith, T. Palisch, L. Reynaud
Non-radioactive tracer tagged proppant technology has been used successfully in over 200 vertical wells to obtain fracture height and gravel pack coverage, but had yet to be modeled or tested in horizontal wells, where the borehole and fracture geometry is radically different. The purpose of this paper is to demonstrate the effectiveness of this new technology to locate proppant placement and to evaluate the efficiency of perforations and clustering in fracturing operations in horizontal wells. The new technology utilizes a pulsed neutron capture (PNC) logging tool to detect the tagged proppant, which has a high thermal neutron capture cross-section. Monte Carlo software is utilized to simulate the responses of different pulsed neutron measurements to vertical fracture planes along a horizontal wellbore. The tool responses were analyzed and the best PNC measurement parameters were determined for locating proppant placement in the fractures, and hence for determining perforation and cluster efficiency. A field test was the conducted to validate modeling results in a horizontal well with multi-stage fracturing operations. Modeling data and the field log example show that it is feasible to use the taggant and a PNC tool to locate proppant placement and determine the efficiency of perforations and clustering in horizontal wells. Furthermore, the analysis of the depth intervals of tracer signals and the known axial and radial resolutions of the PNC measurements show that the depth interval of tracer signals along the wellbore may provide a qualitative indicator of one or more of the following: (1) the presence of multiple fractures opposite perforation(s), (2) the angle between the wellbore axis and the fracture plane for ideal conditions (e.g. the more narrow the tracer signal along the log, the closer the fracture plane is to being perpendicular to the wellbore axis), and/or (3) proppant placement in the borehole region. Moreover, a new near-wellbore connectivity index has been developed based on identifying and using the most suitable PNC log parameters for the evaluation. The index indicates how well the induced fracture is connected to the wellbore at locations of all perforations/clusters. The field test demonstrated that this new technology met all of the operator's objectives, with tracer signals clearly observed in all stages. This paper will present the modeling work and the results from the field test. The new non-radioactive proppant tracer technology provides for the first time the ability to evaluate proppant location in horizontal wells without encountering the health, safety, and environmental issues associated with using radioactive tracers. The determination of proppant placement and perforation efficiency, and a near-wellbore connectivity index, can be employed to evaluate the success and effectiveness of individual perforations and stages, and to optimize future completion designs and processes for enhancing hydrocarbon recove
无放射性示踪剂标记支撑剂技术已经在200多口直井中成功应用,以获得裂缝高度和砾石充填覆盖率,但尚未在水平井中进行建模或测试,因为水平井的井眼和裂缝几何形状完全不同。本文的目的是证明这种新技术在定位支撑剂位置以及评估水平井压裂作业中射孔和聚簇效率方面的有效性。新技术利用脉冲中子捕获(PNC)测井工具来检测标记的支撑剂,该支撑剂具有高热中子捕获截面。利用蒙特卡罗软件模拟不同脉冲中子测量值对水平井筒垂直裂缝面的响应。分析了工具的响应,并确定了最佳的PNC测量参数,以确定支撑剂在裂缝中的位置,从而确定射孔和簇效率。进行了现场测试,以验证水平井多级压裂作业的建模结果。建模数据和现场测井实例表明,使用标记剂和PNC工具来定位支撑剂的位置,并确定水平井射孔和聚类的效率是可行的。此外,对示踪信号的深度间隔和已知的PNC测量的轴向和径向分辨率的分析表明,示踪信号沿井筒的深度间隔可以提供以下一种或多种定性指标:(1)射孔对面存在多条裂缝;(2)理想条件下井筒轴与裂缝面之间的夹角(例如,沿测井曲线的示踪信号越窄,裂缝面越接近于垂直于井筒轴);和/或(3)支撑剂在井眼区域的放置。此外,在识别和使用最合适的PNC测井参数进行评价的基础上,开发了一种新的近井连通性指标。该指标显示了所有射孔/射孔簇位置的诱导裂缝与井筒的连接程度。现场测试表明,这项新技术满足了作业者的所有目标,在所有阶段都能清晰地观察到示踪信号。本文将介绍模拟工作和现场试验结果。新的无放射性支撑剂示踪剂技术首次能够评估水平井中的支撑剂位置,而不会遇到与使用放射性示踪剂相关的健康、安全和环境问题。支撑剂位置和射孔效率的确定,以及近井连通性指数,可用于评估单个射孔和分段的成功和有效性,并优化未来的完井设计和工艺,以提高油气采收率。
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引用次数: 2
A Novel Approach to Barrier Integrity Testing in Well 井中屏障完整性测试新方法
Pub Date : 2018-09-24 DOI: 10.2118/191664-MS
Arild F. Stein
Verification and testing of a newly installed wellbore barrier, in older assets has proven to be challenging. Even more so when the well has structural issues, indemnities or weak spots in the barrier envelope, or weakend well construction that limits the possibility to acheive a positive pressure verification of the barrier with an applied surface pressure versus the reservoir pressure. A suitable location with necessary support and strength should be located in the well. If installing a mechanical barrier in means of a bridge plug as the primary barrier, we will monitor the installation forces in the anchoring and sealing sequence. This individual signature will be verified towards a nominal base line signature of a ISO approved test and a library of thousands of collected installation profiles. Any abnormality can trigger a release and relocating of the barrier. A second verification barrier will then be installed close above the primary barrier and installation sequence will be verified the same way as the primary barrier. When both installation signatures are accounted for we can pressure test the installed barriers. This can be done with a pressure manipulation tool, where we introduce a calculated predetermined pressure drop between the installed primary barrier and the verification barrier above. By monitoring this pressure alteration vs. the pressure above the verification barrier, we can determine if we have a verified primary and verification barrier. The Primary Barrier is verified in the direction of flow (negative pressure test). And verification barrier as the secondary barrier is verified with a positive pressure test. If a dual barrier is requested you can leave the verification barrier as secondary barrier or pull to re-use.
事实证明,在老资产中对新安装的井筒屏障进行验证和测试具有挑战性。当井存在结构问题、隔离层的缺陷或薄弱环节,或薄弱的井结构限制了通过施加的地面压力与油藏压力对隔离层进行正压力验证的可能性时,情况更是如此。应在井内选择合适的位置,并提供必要的支撑和强度。如果以桥塞作为主要屏障的方式安装机械屏障,我们将监测锚固和密封顺序中的安装力。这个单独的签名将根据ISO认可的测试和数千个收集的安装配置文件库的标称基线签名进行验证。任何异常都可能触发屏障的释放和重新定位。然后,第二个验证屏障将安装在靠近主屏障的上方,并且安装顺序将以与主屏障相同的方式进行验证。当两个安装签名都被考虑在内时,我们可以对安装的屏障进行压力测试。这可以通过压力控制工具来实现,在安装的主屏障和上面的验证屏障之间引入一个预先计算的压降。通过监视这种压力变化与验证屏障之上的压力,我们可以确定我们是否有一个已验证的初级和验证屏障。在流动方向上验证主屏障(负压试验)。验证屏障作为二级屏障,采用正压试验进行验证。如果要求双重屏障,您可以将验证屏障作为次要屏障或拉到重用。
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引用次数: 0
Heavy Oil Waterflood Application of Capacitance Resistance Models 电容电阻模型在稠油注水中的应用
Pub Date : 2018-09-24 DOI: 10.2118/191398-MS
Tiantian Zhang, O. Izgec, M. Sayarpour
The capacitance-resistance model (CRM) is an analytical tool that uses only injection and production rate to quantify interwell connectivity and response time during a waterflood. It has been widely used in conventional waterfloods for reservoir characterization, performance evaluation and optimization. Heavy oil waterfloods introduce challenges to the application of CRM due to the high mobility ratio and its rapid variation as a function of waterflood maturity. Using conceptual reservoir models and sensitivity studies, we provide guidelines for application of CRM in heavy oil waterfloods. We illustrate our approach in two heavy oil fields under waterflood. In heavy oil waterfloods, it is observed that interwell connectivity and response time varied over time, especially right before and after water breakthrough. The magnitude of CRM parameter variation is a function of viscosity ratio between water and oil, flood maturity, and contrast of flow and storage capacity of the flow units. Case studies of heavy oil watetrflood (one mature, one immature) showed that CRM can be used for waterflood analysis, and forecasting. In the immature flood with one injector and two producers and high permeability contrast, the most extreme variation of CRM parameters was observed. In the pattern flood where injected fluid was distributed relatively evenly among producers and breakthrough had already occurred, the CRM parameters tended to be constant over time. We showed that with frequent analysis (window approach) CRM can be efficiently used in heavy oil waterfloods,
电容-电阻模型(CRM)是一种分析工具,仅使用注入和生产速度来量化注水过程中的井间连通性和响应时间。该方法已广泛应用于常规注水开发中,用于储层表征、性能评价和优化。由于稠油水驱运移比高且随水驱成熟度变化迅速,给CRM的应用带来了挑战。通过油藏概念模型和敏感性研究,为CRM在稠油注水中的应用提供了指导。以两个稠油油田为例进行了注水开发。在稠油水驱中,井间连通性和响应时间随时间而变化,尤其是在见水前后。CRM参数的变化幅度是水与油的粘度比、洪水成熟度以及流动单元的流量和储存量对比的函数。稠油水驱的实例研究(一个成熟的,一个不成熟的)表明,CRM可以用于水驱分析和预测。在高渗透率、一注两采的未成熟油藏中,CRM参数的变化最为极端。在注入流体分布相对均匀且已经突破的模式驱中,CRM参数随着时间的推移趋于恒定。研究表明,通过频繁分析(窗口法),客户关系管理可以有效地用于稠油注水;
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引用次数: 3
Capacity Assessment of CO2 Storage and Enhanced Oil Recovery in Residual Oil Zones 剩余油区CO2封存与提高采收率能力评价
Pub Date : 2018-09-24 DOI: 10.2118/191604-MS
Bailian Chen, R. Pawar
Residual oil zones (ROZs) are defined as those zones where oil is swept over geologic time period (natural flush) and exists at residual saturation. ROZs are increasingly being commercially exploited using CO2-enhanced oil recovery (EOR) (in Permian Basin). In this study, CO2 storage potential, long-term CO2 fate and oil recovery potential in ROZs are characterized. We use numerical simulations of CO2 injection with a reservoir model based on data from the Permian Basin. The changes of CO2 storage capacity and potential oil recovery with amount of CO2 injection are investigated. The effects of different well patterns (five-spot and line drive) and well spacing on fraction of CO2 retained in reservoir and cumulative oil production are also investigated. Furthermore, the effect of different CO2 injection modes, i.e., continuous CO2 injection and water-alternating-gas injection (WAG), on the CO2 storage and EOR potential are evaluated and compared. After the preliminary characterization of CO2 storage and EOR potential in ROZs, we next develop empirical models that can be used for estimating the CO2 storage capacity and oil production potential for different ROZs. A supervised machine learning algorithm, Multivariate Adaptive Regression Splines (MARS, (Jamali et al.)) is used for developing the empirical models. Results show that CO2 retention efficiency and oil recovery vary non-linearly with amount of CO2 injected. It is observed that long-term CO2 fate is a function of CO2 injection amount and significant fraction of reservoir CO2 resides in hydrocarbon phase. Five-spot well pattern results in more oil production and larger amount of CO2 retained in reservoir than line-drive well pattern. During the investigation of well spacing, we observe that less number of wells actually results in higher CO2 retention and oil recovery, and less number of wells can also result in less probability of wellbore leakage. In comparison of WAG and continuous CO2 injection modes, it is observed that WAG injection has higher fraction of injected CO2 retained in reservoir, but with slightly lower cumulative oil production. In the study of empirical models for the capacity assessment of CO2 storage and EOR, results show that MARS can generate high-fidelity empirical models that can be used to predict the cumulative CO2 storage capacity and cumulative oil production for different ROZs.
剩余油带(ROZs)被定义为石油在地质时期(自然冲刷)被波及并处于剩余饱和状态的区域。在二叠纪盆地,越来越多的roz采用二氧化碳提高采收率(EOR)进行商业开发。本研究对roz的CO2储存潜力、长期CO2命运和采油潜力进行了表征。我们使用基于Permian盆地数据的储层模型对CO2注入进行了数值模拟。研究了CO2储量和潜在采收率随CO2注入量的变化规律。研究了不同井网(五点驱动和直线驱动)和井距对储层CO2留存率和累积产油量的影响。在此基础上,对比了连续注CO2和水-气交替注(WAG)两种不同的注CO2方式对储层CO2储量和提高采收率的影响。在初步表征了roz的CO2储存量和EOR潜力之后,我们下一步开发的经验模型可用于估算不同roz的CO2储存量和石油生产潜力。一种有监督的机器学习算法,多元自适应回归样条(MARS, (Jamali等人))用于开发经验模型。结果表明,CO2滞留效率和采收率随CO2注入量呈非线性变化。研究发现,长期CO2分布是CO2注入量的函数,大部分储层CO2以油气相存在。与线驱井模式相比,5点井模式具有更高的产油量和更大的储层CO2滞留量。在井距研究过程中,我们发现井数越少,CO2滞留率和采收率越高,井数越少,井筒泄漏的可能性也越小。对比WAG和连续CO2注入方式,发现WAG注入的CO2在储层中的滞留率更高,但累积产油量略低。在二氧化碳储存量和提高采收率能力评价的经验模型研究中,结果表明,MARS可以生成高保真度的经验模型,用于预测不同roz的累积二氧化碳储存量和累积产油量。
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引用次数: 7
Big Data Analytics for Seismic Fracture Identification, Using Amplitude-Based Statistics 基于振幅统计的地震裂缝识别大数据分析
Pub Date : 2018-09-24 DOI: 10.2118/191668-MS
E. Udegbe, E. Morgan, S. Srinivasan
Present day innovations in seismic acquisition tools and techniques have enabled the acquisition of detailed seismic datasets, which in many cases are extremely large (on the order of terabytes to petabytes). However, data analysis tools for extracting information on critical subsurface features such as fractures are still evolving. Traditional methods rely on time-consuming iterative workflows, which involve computing seismic attributes, de-noising and expert interpretation. Additionally, with the increasingly widespread acquisition of time-lapse seismic surveys (4D), there is a heightened demand for reliable automated workflows to assist feature interpretation from seismic data. We present a novel data-driven tool for fast fracture identification in BIG post-stack seismic datasets, motivated by techniques developed for real-time face detection. The proposed algorithm computes spatiotemporal amplitude statistics using Haar-like bases, in order to characterize the seismic amplitude properties that correspond to fracture occurrence in a unit window or voxel. Under this approach, the amplitude data is decomposed into a collection of simple-to-calculate "mini-attributes", which carry information on the amplitude gradient and curvature characteristics at varying locations and scales. These features then serve as inputs to a cascade of boosted classification tree models, which select and combine the most discriminative features to develop a probabilistic binary classification model. This overall approach helps to eliminate the computationally-intensive and subjective use of ad-hoc seismic attributes in existing approaches. We first demonstrate the viability of the proposed methodology for identifying discrete macro-fractures in a 2D synthetic seismic dataset. Next, we validate the approach using 3D post-stack seismic data from the Niobrara Shale interval within the Teapot Dome field. We show the applicability of the proposed framework for identifying sub-seismic fractures, by considering the amplitude profile adjacent to interpreted fullbore microimage (FMI) well log data. The upscaled spatial distribution of the predicted fractures shows agreement with existing geological studies and align with interpreted large-scale faults within the interval of interest.
目前,地震采集工具和技术的创新使得能够获取详细的地震数据集,在许多情况下,这些数据集非常大(在tb到pb量级)。然而,用于提取关键地下特征(如裂缝)信息的数据分析工具仍在不断发展。传统方法依赖耗时的迭代工作流程,包括计算地震属性、去噪和专家解释。此外,随着时间推移地震勘探(4D)的日益普及,对可靠的自动化工作流程的需求也越来越高,以协助地震数据的特征解释。在实时人脸检测技术的推动下,我们提出了一种新的数据驱动工具,用于在大叠后地震数据集中快速识别裂缝。该算法使用haar样基计算时空振幅统计,以便在单位窗口或体素中表征与裂缝发生相对应的地震振幅特性。在这种方法下,振幅数据被分解成一组易于计算的“迷你属性”,这些“迷你属性”携带着不同位置和尺度下的振幅梯度和曲率特征信息。然后,这些特征作为一系列增强分类树模型的输入,这些模型选择并组合最具判别性的特征来开发概率二分类模型。这种整体方法有助于消除现有方法中对特别地震属性的计算密集型和主观使用。我们首先证明了所提出的方法在二维合成地震数据集中识别离散宏观裂缝的可行性。接下来,我们使用来自Teapot Dome油田Niobrara页岩层段的三维叠后地震数据验证了该方法。通过考虑与全孔微成像(FMI)测井数据相邻的振幅剖面,我们证明了所提出的框架在识别亚地震裂缝方面的适用性。预测裂缝的升级空间分布与现有的地质研究一致,并与感兴趣区间内解释的大型断层一致。
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引用次数: 1
Asphaltene Studies in On-Shore Abu Dhabi Fields, Part IV: Development of a Surface Sensor 阿布扎比陆上油田沥青质的研究,第四部分:地面传感器的开发
Pub Date : 2018-09-24 DOI: 10.2118/191676-MS
Dalia Abdallah, Sameer Punnapala, Omar Kulbrandstad, M. Godoy, Sai Madem, A. Babakhani, John Lovell
The selection of optimal chemical solutions to an asphaltene challenge has been an integral part of the flow assurance strategy for a large on-shore field in Abu Dhabi. Previous studies in the field have demonstrated good performance by mixing heavy aromatic naphtha with some dispersant chemicals and then bull-heading that mix to allow it to soak and then flow back. Laboratory studies using dispersant tests were performed to better understand the effectiveness of carrier solvent and dispersant mixtures; the economics of different fluid delivery methods (jet blasting, bull-heading, etc.) were analyzed for cost-effectiveness; and significant field-testing was performed to validate the integrated approach. But despite all of this activity, there was still no direct measurement. Inferences of asphaltene removal or redeposition needed to be made from indirect sources such as surface pressure gauges and flow meters or via intervention, such as running an accessibility check using gauge cutters. There was no hardware available in the industry for direct measurement of the asphaltene. This led the operating company to help sponsor development of a real-time sensor. A ruggedized version of that sensor has now completed its first field-test in Abu Dhabi. The physics behind the sensor relies on the use of a known quantum property of asphaltene, namely that asphaltene free-radicals can be resonated by an external magnetic field with a particular ratio of frequency to magnetic field strength, a phenomenon known as Electron Paramagnetic Resonance (EPR). Contributions from metal ions such as nickel, manganese, iron and vanadium can also be resonated. Spectrometers using the EPR effect have been used, for example, in the geochemical industry for concentration analysis of organic free matter, but only inside dedicated laboratories. To take the asphaltene study to the next level, real-time data would be needed directly from the wellhead. By focusing primarily on the asphaltene response, rather than a broad range of chemicals, it proved possible to miniature and ruggedize the device for oilfield application. Fluid can enter and leave the device via side-streams from the main flowline. The spectral output gives a direct measurement of spin concentration and hence the percentage of asphaltene flowing past. The goal of the first field test was to validate the device resolution in a field application. It is known from previous laboratory and field data that the total asphaltene ratio would be less than 1%, so the EPR signal might be anticipated to be small. Results exceeded expectations and repeatability was better than 0.1%. One initial surprise was that the asphaltene level in each well changed over time, even during steady production. Some wells showed significant variation from one day to the next with a standard deviation near 5%. Other wells showed barely 1% variation. The wells with the higher standard deviation seemed to correlate against those wells which
针对沥青质的挑战,选择最佳化学解决方案已成为阿布扎比大型陆上油田流动保障策略的重要组成部分。先前的研究表明,将重质芳香油与一些分散剂混合,然后将混合物打头,使其浸泡,然后回流,效果良好。利用分散剂试验进行了实验室研究,以更好地了解载体溶剂和分散剂混合物的有效性;对不同的流体输送方式(喷射爆破、顶头爆破等)进行了经济性分析;并进行了重要的现场测试来验证集成方法。但是,尽管有这些活动,仍然没有直接的测量方法。沥青质的去除或再沉积需要通过间接来源(如地面压力表和流量计)或通过干预(如使用压力表切割器进行可达性检查)来判断。当时的工业中没有直接测量沥青质的硬件设备。这使得运营公司帮助赞助了实时传感器的开发。该传感器的加固版现已在阿布扎比完成了首次现场测试。传感器背后的物理原理依赖于沥青烯已知的量子特性,即沥青烯自由基可以通过特定频率与磁场强度之比的外部磁场产生共振,这种现象被称为电子顺磁共振(EPR)。金属离子如镍、锰、铁和钒的贡献也可以引起共鸣。例如,利用EPR效应的光谱仪已在地球化学工业中用于有机自由物质的浓度分析,但仅限于专门的实验室。为了将沥青质研究提升到一个新的水平,需要直接从井口获取实时数据。通过主要关注沥青质反应,而不是广泛的化学物质,证明了该装置可以小型化和坚固耐用,适用于油田应用。流体可以通过主管线的侧流进入和离开设备。光谱输出给出了自旋浓度的直接测量,因此沥青质流过的百分比。第一次现场测试的目的是验证设备在现场应用中的分辨率。根据之前的实验室和现场数据,总沥青质比将小于1%,因此EPR信号可能会很小。结果超出预期,重复性优于0.1%。令人惊讶的是,即使在稳定生产期间,每口井的沥青质水平也会随着时间的推移而变化。一些井显示出每天的显著变化,标准差接近5%。其他井的变化幅度仅为1%。具有较高标准偏差的井似乎与那些历史上出现过更多问题的井相关。当系统在国内运行时,作业者利用这个机会调查了清理效果。结果表明,回流后原油含量为100%,随后地面沥青质含量较低,并持续低水平约24小时,然后恢复到基线水平。数据表明沥青质在井筒中有沉积,最初的假设是沥青质至少部分重新沉积在被溶剂清洗过的油管段上。这是工业上第一次在井口连续获得沥青质数据。现场测试还证明了更频繁采样的实用性,这导致了设备升级的启动,该设备可以永久地探测到流动管线,每5分钟提供一次地面数据。预计这种工业物联网(IoT)设备将通过将地面数据纳入集成的流动保障管理系统,使化学程序优化和沥青质修复成为可能。
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引用次数: 0
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