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Study and Implement of the Large Amount Data Divided Time Transmission System Utilizing Microchip-Storage-Ball Release While Drilling 利用微芯片存储球随钻释放的大数据分时传输系统的研究与实现
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22368-ms
Sanguo Li, Ruixiang Gao, Jibo Li, Zuyang Zhu, Zhifa Wang, Eduardo Davio Gramajo Silva
The more downhole information measured by LWD tools, the more measurement data they produces. The conventional LWD tools can hardly transfer all the large amount of data of LWD tools to the surface, which greatly limits its advantages in while-drilling production. If retrieved after drilling, certain LWD tools would lose their advantages entirely in while-drilling production. This paper proposes a novel method that employs the basic concept of a "flash drive" downloading and exchanging data among computers. A system is developed to achieve data transmission in a time-division manner using releasable microchip storage. The system includes a plurality of microchip storages, a plurality of sealed chambers each for containing a microchip storage, a release power device, and a circuit. The release signal is sent by time setting or pressure signal triggering. In drilling, the data measured by the LWD tools can be downloaded into the microchip storage. A release signal could be sent on time, or the release signal can be triggered and sent by the pump pressure pulse, when the LWD data is needed. Upon receiving the release signal, the circuit sends a release command to control the power device to release the microchip storage from the drill collar into the drilling fluid in the annular. The microchip storage can be carried to the surface by drilling fluid and can be recovered. The data in the microchip storage can then be retrieved. In this system, there are four contacts on the microchip storage to connect with the circuit, through which power supply and data connection are established. The data access to the LWD data complies with the RS485 data protocol. The system adopts a push technology. The data capacity of single microchip storage is 1 Mbit, and the size of which is 12mm (D)×12.5mm (H). One drill collar system can carry up to 24 microchip storages. Thus it makes a single collar system have a large data storage capacity. It can improve the efficiency of data transmission.
随钻测井工具测量的井下信息越多,产生的测量数据就越多。常规随钻测井工具难以将大量随钻测井数据全部传输到地面,极大地限制了随钻生产的优势。如果在钻井后回收,某些随钻测井工具将完全失去其在随钻生产中的优势。本文提出了一种利用“闪存驱动器”的基本概念在计算机之间下载和交换数据的新方法。开发了一种利用可释放的微芯片存储器以分时方式实现数据传输的系统。该系统包括多个微芯片存储器、多个密封室,每个密封室用于包含微芯片存储器、释放电源装置和电路。释放信号通过时间设定或压力信号触发发送。在钻井中,LWD工具测量的数据可以下载到微芯片存储器中。当需要LWD数据时,可以按时发送释放信号,也可以通过泵的压力脉冲触发释放信号。在接收到释放信号后,电路发送释放命令以控制动力装置将微芯片存储器从钻铤释放到环空中的钻井液中。微芯片存储可以通过钻井液携带到地面,并可以回收。然后可以检索微芯片存储器中的数据。在本系统中,微芯片存储器上有四个触点与电路连接,通过触点建立电源和数据连接。随钻数据的数据访问遵循RS485数据协议。系统采用推送技术。单个微芯片存储器的数据容量为1mbit,尺寸为12mm (D)×12.5mm (H),一个钻铤系统最多可携带24个微芯片存储器。从而使单领系统具有较大的数据存储容量。它可以提高数据传输的效率。
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引用次数: 0
Novel Integrated Behind Casing Opportunity Maturation Workflow 新型集成后套管时机成熟工作流程
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22473-ea
Nur Farhana Mohd Razali, A. Ashqar
To appraise remaining behind casing opportunities in brown field after years of production, and depletion of main perforation intervals. Offshore environment is challenging and ensuring the presence of hydrocarbon requires significant investment, which is not always viable due to the economical additional reservoirs margin. A novel multidisciplinary workflow is developed to add assurance in apprising the remaining opportunities within the Idle wells prior to progress towards plug and abandonment. Limited data availability and economics allowed the development of a workflow to reduce uncertainty and ensure the presence of hydrocarbon when no cased hole saturation logging is justifiable. The workflow starts by relooking into the open hole logs to identify additional or marginal reservoirs. A complication index is assigned to each which refers to the easiness of the planned additional perf and the success ratio based on open hole data. A complete study to nearby wells production and the water oil contact movement is carried out based on the assigned complexity index. Opportunities were then ranked against the economics of additional perforation, cement bond logs were used to identify behind casing channeling especially when a gas or water contact is interpreted. The workflow which integrates the reservoir static and dynamic sand aligns petrophysics, dynamic model, history match and contact movement is developed to mitigate any behind casing opportunity consequent to no cased hole logging possibility, and to minimize the risk of not encountering hydrocarbon due to the long production. Any misleading allocation, potential risk (sand, wax, gravel pack, other completion accessories), predict future production based on location of new perf, plan for simulation or production enhancement job, remedial job, identify potential fault (unseen) at limited pressure data block, The workflow is proven to be successful to derisk the presence of hydrocarbon and to identify the most promising hydrocarbon bearing formations, with positive results as perforations are carried out where hydrocarbon are flew. This novel, comprehensive and integrated workflow generated a reliable tool to identify remaining potential trapped behind casing and possible risks of fluid type, current contact, impurities and well completion. The workflow is developed to generalizes the methodology to assess remained hydrocarbon within idle or high water cut wells, with risk reduced because each discipline contributed to the assessment with the potential risk associated with their discipline. Proper plan is together, capturing all possible risks and ensuring capturing the remained hydrocarbon.
评估棕地生产多年后剩余的套管机会,以及主要射孔层的枯竭情况。海上环境具有挑战性,确保油气的存在需要大量投资,由于额外的储层边际经济,这并不总是可行的。开发了一种新的多学科工作流程,以确保在进行封井和弃井之前通知闲置井中的剩余机会。有限的数据可用性和经济性允许开发工作流程,以减少不确定性,并确保在没有套管井饱和测井的情况下存在油气。工作流程从重新查看裸眼测井曲线开始,以确定额外的或边缘的储层。每个井都有一个复杂指数,指的是根据裸眼数据计划的额外射孔的难易程度和成功率。根据给定的复杂性指数,对附近井的生产和水油接触面运动进行了全面的研究。然后根据额外射孔的经济性对射孔机会进行排序,水泥胶结测井用于识别套管后窜,特别是在解释气或水接触时。该工作流程集成了储层静态和动态砂岩排列、岩石物理、动态模型、历史匹配和接触面运动,以减少由于没有套管井测井的可能性而导致的套管落后的机会,并最大限度地降低由于长时间生产而没有遇到油气的风险。任何误导性配置、潜在风险(砂、蜡、砾石充填、其他完井附件)、根据新射孔位置预测未来产量、计划模拟或增产作业、补救工作、在有限压力数据块下识别潜在故障(未见)。该工作流程被证明是成功的,可以冒着油气存在的风险,识别最有希望的含油气地层。在油气运移的地方进行射孔,取得了良好的效果。这种新颖、全面、集成的工作流程产生了一种可靠的工具,可以识别套管后剩余的潜在被困物,以及流体类型、当前接触、杂质和完井的可能风险。开发该工作流程是为了推广评估闲置井或高含水井中剩余油气的方法,降低风险,因为每个学科都为评估提供了与其学科相关的潜在风险。适当的计划是结合在一起,捕捉所有可能的风险,并确保捕获剩余的碳氢化合物。
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引用次数: 0
Research and Practice on Eor of Three Dimensional Well Pattern in the Thin Interbedded Oil Reservoir in the Middle and Deep Layers of the Sea 海洋中深层薄互层油藏三维井网采收率研究与实践
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22635-ms
Zhanhua Zhang, H. Cai, Lizhen Ge, Xiaoyu Yang, Xue Liu
In order to solve the problems of thin interbedded deposition, strong heterogeneity and large interlayer interference in early development of offshore K oilfield, this paper proposes a research idea of three-dimensional adjustment of injection production well pattern based on multi-layer flow field control in early development. Through the combination of reservoir numerical simulation method, reservoir engineering and field test, the expression formula of sweep efficiency of water drive area in different stages of injection production unit is established in plane, the injection production well pattern optimization technology based on plane heterogeneity is formed; The quantitative expression formula of multi factor inter layer interference coefficient is put forward vertically. Combining with Lorentz curve, the evaluation template and technical limit of early subdivision layer system of thin interbedded reservoir are established, and the early subdivision layer system technology based on the dynamic interference representation between layers is formed. By analyzing the seepage characteristics of thin interbedded multi-layer sandstone reservoir and combining with the field practice, the plane well layout model of offshore medium deep thin interbedded reservoir is established, Based on the quantitative characterization of interlayer interference, the technical limits of early subdivision of thin interbedded reservoirs are as follows: the permeability gradient is controlled within 3, the longitudinal span is controlled within 200m, the number of sand control sections is controlled within 4, and the water cut is less than 40%. The horizontal and vertical combination can effectively reduce the interlayer interference and start the poor reservoir area, forming a three-dimensional well pattern deployment technology suitable for the early development of offshore K oilfield. It can effectively improve the plane injection production relationship, increase the sweep range of water flooding as a whole, and improve the development level of oilfield. It can effectively reduce the more serious interlayer interference in the middle and later stage of water injection development of formation, improve the water absorption capacity of thin interbeds, and form balanced displacement and efficient development. The recovery was increased by 4.7%. The field test results show that the technology is effective. This paper is the first time to form a three-dimensional well pattern deployment technology suitable for the early development of offshore K oilfield, which provides effective development experience for the efficient development of offshore medium and deep thin interbedded reservoirs.
针对海上K油田开发初期存在的互层沉积薄、非均质性强、层间干扰大等问题,提出了开发初期基于多层流场控制的注采井网三维调整的研究思路。通过油藏数值模拟方法、油藏工程与现场试验相结合,在平面上建立了注采单元不同阶段水驱面积波及效率的表达式,形成了基于平面非均质性的注采井网优化技术;纵向提出了多因素层间干涉系数的定量表达式。结合洛伦兹曲线,建立了薄互层储层早期细分层系评价模板和技术极限,形成了基于层间动态干涉表示的早期细分层系技术。通过对薄互层多层砂岩储层渗流特征的分析,结合现场实践,建立了海上中深层薄互层储层平面井布模型,在层间干扰定量表征的基础上,薄互层储层早期分区的技术极限如下:渗透率梯度控制在3以内,纵向跨度控制在200m以内,防砂段数控制在4段以内,含水率低于40%。水平与垂直组合可有效减少层间干扰,启动差储区,形成适合海上K油田早期开发的三维井网部署技术。有效改善了平面注采关系,整体上增加了注水波及范围,提高了油田的开发水平。可有效减少地层注水开发中后期较严重的层间干扰,提高薄互层吸水能力,形成均衡驱油、高效开发。回收率提高4.7%。现场试验结果表明,该技术是有效的。本文首次形成了适合海上K油田早期开发的三维井网部署技术,为海上中深层薄互层油藏的高效开发提供了有效的开发经验。
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引用次数: 0
How to Turn Over a Cemetery Well Section, into Efficient, Outperforming and Record Hole Size, in a Deep Gas Wells in the Middle East 如何在中东地区的深井中,将墓地井段改造成高效、优异、创纪录的井眼尺寸
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22173-ms
Andrés Núñez, Mauricio Corona, B. Goodkey, G. Hernandez, E. Brahmanto, Carlos Finol, Raed Ghali, M. Pandey, Sultan Alfaraedhi, Abdulrahman Abdulmajeed Gari, F. Marin
This paper describes the successful implementation of a methodology developed in a Deep Gas field in the Middle East with the intent of increasing the performance in a common intermediate hole section known for its arduous environment and common challenges including anomalous geological features, tight hole events, swelling shales, hole instability, and total losses while drilling scenarios. The initiatives and methodologies presented, are supported by the implementation of new tools and technologies including a drilling automation system, a novel drilling fluid and an experimental downhole mechanics measurement system. Collectively, the strategies implemented have led to a substantial increase in well construction efficiency and well delivery with a variety of applicable lessons for project teams facing similar challenges. Initially the field was mapped to identify localized risks and adopt a region-based engineering approach to overcome the various challenges. A comprehensive risk assessment of the existing practices was completed with the objective to categorize possible areas of improvement and the specific needs to capture and record essential downhole data. Once the gaps and opportunities were identified, special tools were selected and deployed in both Memory and Real Time mode targeting the capture of drilling mechanics data and its variations across different formations and its incluence across the different components of the drill string. Initially data was captured only using the Measurement While Drilling tools (MWD) in the string, in searching for more specific data a new tool helped to measure the drilling mechanics downhole at different positions on the BHA. The collected data helped to understand the different behaviours in each component and the final output came as an optimized BHA that is today giving the best performance and has eliminated all the tool failures. In parallel, a pioneering thixotropic drilling fluid system was implemented aiming to improve the stability across different formations. As part of second stage of the implementations, an opportunity was identified to increase the overall rate of penetration across the section while monitoring the equivalent circulating density. The initiatives were bolstered by the inclusion of automation systems which allowed to standarize the drilling process and more efficient. Thereby enabling gradual increase in operational limits in four sequential wells thus minimizing the time required for routine operations such as drill pipe connections, while beating all the previously established ROP records in this cemetery intermediate section. The third stage was a replication model consisting of the identification of the gaps and main differences in performance across different rigs for each specific activity in this section, the definition of critical zones where the performance gets naturally affected due to various roadblocks and the identification of actions to tackle and brin
本文介绍了在中东深层气田开发的一种方法的成功实施,该方法旨在提高常见中间井段的性能,该井段具有恶劣的环境和常见的挑战,包括异常地质特征、致密井事件、膨胀页岩、井眼不稳定和钻井过程中的总漏失。新工具和新技术的实施,包括钻井自动化系统、新型钻井液和试验性井下力学测量系统,支持了上述举措和方法。总的来说,实施的策略大大提高了建井效率和油井交付率,为面临类似挑战的项目团队提供了各种适用的经验教训。最初绘制了油田地图,以确定局部风险,并采用基于区域的工程方法来克服各种挑战。对现有作业进行了全面的风险评估,目的是对可能改进的领域进行分类,并对捕获和记录基本井下数据的具体需求进行分类。一旦确定了缺口和机会,就会选择特殊的工具,并在Memory和Real Time模式下进行部署,目标是捕获钻井力学数据及其在不同地层中的变化,以及在钻柱不同组件中的影响。最初的数据采集仅使用管柱中的随钻测量工具(MWD),在寻找更具体的数据时,一种新工具帮助测量了BHA不同位置的井下钻井力学。收集的数据有助于了解每个组件的不同行为,最终输出的优化BHA目前具有最佳性能,并消除了所有工具故障。同时,采用了一种开创性的触变钻井液体系,旨在提高不同地层的稳定性。作为实施的第二阶段的一部分,在监测当量循环密度的同时,确定了提高整个井段的整体渗透率的机会。这些举措得到了自动化系统的支持,该系统使钻井过程标准化,效率更高。因此,连续四口井的作业极限逐渐增加,从而最大限度地减少了常规作业(如钻杆连接)所需的时间,同时打破了该墓地中间段之前建立的所有ROP记录。第三阶段是复制模型,包括识别不同钻机在该部分每个特定活动中的性能差距和主要差异,定义由于各种障碍而自然影响性能的关键区域,以及确定解决措施并将性能提升到所需水平。实行实时监测,作为遵守所制定措施的一种控制资源。三阶段计划的实施和标准方法的发展使得在具有挑战性的中间段超越了之前在该领域建立的最佳性能记录。由于采用了自动化技术,所有钻机的效率都得到了提高。
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引用次数: 0
Pre-Intervention for Multistage Frac Operation: Abrasive Perforation Challenges and Lessons Learnt 多级压裂作业的预干预:磨蚀射孔的挑战和经验教训
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22403-ea
Othmane Mezabia, Ahmed Amir Belkacemi
The Plug and Perf technique is the most common application used in completions or horizontal wells that require multistage hydraulic fracturing. Once the horizontal well is drilled, cased, cemented and isolated - two runs of coiled tubing will be required. The first coil tubing run will be to clean up residual cement and the second run to convey the first set of perforating guns to the end of the well or toe. Once the perforating guns are initiated and perforated holes through the casing and cement into the formation, fluids can now be pumped into the formation. This injected fluid is required to push the WireLine bottom hole assembly (BHA), containing a frac plug to the target depth. The use of pressure-activated toe valves or Toe Injection Valve (TIV) in a completion string is yet another innovative approach to completing a horizontal well. This technology eliminates the need for perforating guns prior to a multi-stage hydraulic fracturing (frac) operation. Subsequently, the operator can greatly reduce costs when the need for coiled tubing (CT), wireline (WL), or workover rig (WOR) is no longer needed on location to convey perforating guns. However, if the completion is not equipped with Toe Injection Valve TIV or when injection rate through it is not adequate for wireline pump-down operations, or the toe valve (TIV) fails to open, in this cases the operator must rely on the conventional methods of perforating in order to achieve injection into the well and begin the frac operation. The conventional method will negate any cost savings that the TIV was designed to provide. In this paper will review cost effective solution using a motor BHA and abrasive perforator in tandem to clean-out, perforate make another clean out, test the infectivity and Pump acid if needed all in one run using by-pass abrasive tool.
桥塞射孔技术是需要多级水力压裂的完井或水平井中最常用的技术。一旦水平井钻完井、下套管、固井和隔离,就需要下两趟连续油管。第一次下入盘管将清理残余水泥,第二次下入将第一套射孔枪输送到井尾或趾部。一旦射孔枪启动,射孔穿过套管和水泥进入地层,就可以将流体泵入地层。注入的流体需要将包含压裂桥塞的WireLine底部钻具组合(BHA)推至目标深度。在完井管柱中使用压力激活趾趾阀或趾趾注入阀(TIV)是水平井完井的另一种创新方法。该技术消除了在多级水力压裂(frac)作业之前对射孔枪的需求。随后,当不再需要连续油管(CT)、电缆(WL)或修井机(WOR)来输送射孔枪时,作业者可以大大降低成本。然而,如果完井作业没有配备趾部注入阀TIV,或者当通过TIV的注入速率不足以进行电缆泵送作业时,或者趾部注入阀(TIV)无法打开,在这种情况下,作业者必须依靠传统的射孔方法来实现注入井中并开始压裂作业。传统的方法将抵消TIV设计提供的任何成本节约。本文将介绍一种经济有效的解决方案,该方案使用电动BHA和磨料射孔器串联进行清洗,再进行一次射孔清洗,如果需要,使用旁通磨料工具一次完成传染性测试和泵酸测试。
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引用次数: 0
A Bypass by Any Name is Risky. Time for a Rethink? 任何名字的搭桥都有风险。是时候重新思考了?
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22358-ms
S. Elliott
Since the inception of the modern concept of safety instrumented systems there has always been the need to bypass for many reasons, such as during start up, during process transitions, for maintenance, testing, repair, or replacement of faulty instruments. Bypasses are also referred to as inhibits, suppressions, forcing, impairments, or bridging, but regardless of the name, the process of enacting a bypass is risky. Why? When Safety Instrumented Functions (SIF) are bypassed there is an increased risk to operating facilities associated with the loss of the specific safety function. The extent of the increased risk is dependent on the consequence of the hazard involved (e.g. rupture, explosion, toxic exposure) and the other protective layers that have been designed into the facility. Bypasses intentionally designed into an Emergency Shutdown System (ESD) must be strictly controlled to minimize the risk to people, production, the environment, and profits. But the act of bypassing isn’t new. Traditional bypassing methods vary, for example: Hardwired-initiated bypass: Dedicated switches are connected to the inputs of the safety system to deactivate sensors and actuators, and then handled as part of the application program.Sensors and actuators are electrically isolated (disconnected) from the PLC (e.g. using clamps) and checked manually by special measures.Software-initiated bypass: Maintenance overrides initiated by serial communication to the safety system via an operator interface such as BPCS, DCS, SIS engineering tools or an independent HMI.
自从安全仪表系统的现代概念开始以来,由于许多原因,例如在启动期间,在工艺过渡期间,维护,测试,维修或更换故障仪表,总是需要旁路。旁路也被称为抑制、抑制、强制、损伤或桥接,但无论名称如何,实施旁路的过程都是有风险的。为什么?当安全仪表功能(SIF)被绕过时,与特定安全功能丧失相关的操作设施的风险增加。风险增加的程度取决于所涉及的危害的后果(例如破裂、爆炸、有毒暴露)和设施中设计的其他保护层。紧急关井系统(ESD)中的旁路必须严格控制,以最大限度地降低对人员、生产、环境和利润的风险。但这种绕过的行为并不新鲜。传统的旁路方法各不相同,例如:硬线启动旁路:将专用开关连接到安全系统的输入端,以关闭传感器和执行器,然后作为应用程序的一部分进行处理。传感器和执行器与PLC电气隔离(断开)(例如使用夹具),并通过特殊措施手动检查。软件启动旁路:通过BPCS、DCS、SIS工程工具或独立HMI等操作界面与安全系统进行串行通信,启动维护覆盖。
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引用次数: 0
Connection Between Wettability and NMR-Detected Isotherms 润湿性与核磁共振检测等温线的关系
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22408-ea
H. Kwak, Jun Gao, Y. An, Muhammad Kasule, P. Doyle, A. Kleinhammes, Yue Wu
Reservoir wettability is a parameter of crucial importance for oil recovery1. However, its definition and its measurement are quite complex. For a flat surface, wettability is directly related to the contact angle of a water droplet on a surface controlled by the hydrophilicity of the surface. For an arbitrary surface, the contact angle, however, does not only depend on the hydrophilicity of the surface but also depends on the surface roughness at various length scales. Therefore, wetting is a macroscopic property that is only directly related to the hydrophilicity of the surface if the surface is flat and smooth. The hydrophilicity of the surface is a microscopic property that determined the surface interactions with water and hydrocarbons and plays a crucial role in oil production and recovery. The unknown surface roughness of internal surfaces of rock porous media makes wettability definition and measurement of such internal surfaces extremely challenging. Identifying a wettability index of porous media surfaces with broad applicability is a primary objective in oil and gas industry. Here we demonstrate an NMR-detected isotherm technique for measuring surface wettability of porous media. This technique is not only related directly to the traditional measure of wettability using macroscopic contact angles, it is also directly related to the microscopic surface property of hydrophilicity. It is shown that NMR-detected isotherms of both water and isopropanol (IPA) are needed to obtain the wettability index. Through systematic studies of quartz glass beads and quartz slides that are hydrophilic- or hydrophobic-modified, we established a quantitative relationship between the NMR isotherm-based wettability index and the traditional measure of wettability using contact angle. Therefore, the proposed wettability index derived from NMR isotherms provides a clear link to both macroscopic and microscopic properties of internal surfaces of porous media and can be a reliable measure of interactions between water and hydrocarbon with internal surfaces of rock porous media, as evidenced by preliminary studies of rock samples.
储层润湿性是影响采收率的重要参数。然而,它的定义和测量相当复杂。对于平坦的表面,润湿性与水滴在表面上的接触角直接相关,该接触角由表面的亲水性控制。然而,对于任意表面,接触角不仅取决于表面的亲水性,还取决于不同长度尺度下的表面粗糙度。因此,润湿是一种宏观性质,只有在表面平坦光滑的情况下,润湿才与表面的亲水性直接相关。表面的亲水性是一种微观性质,它决定了表面与水和碳氢化合物的相互作用,在石油生产和开采中起着至关重要的作用。岩石多孔介质内表面的表面粗糙度未知,使得此类内表面润湿性的定义和测量极具挑战性。确定具有广泛适用性的多孔介质表面润湿性指标是油气行业的主要目标。在这里,我们展示了一种核磁共振检测等温线技术,用于测量多孔介质的表面润湿性。该技术不仅与传统的宏观接触角测量润湿性直接相关,而且与亲水性的微观表面性质直接相关。结果表明,想得到润湿性指数,需要核磁共振检测水和异丙醇(IPA)的等温线。通过对亲水或疏水改性石英玻璃微珠和石英玻片的系统研究,我们建立了基于核磁共振等温线的润湿性指数与传统的使用接触角测量润湿性之间的定量关系。因此,从核磁共振等温线推导出的润湿性指数为多孔介质内表面的宏观和微观性质提供了清晰的联系,并且可以作为水和碳氢化合物与岩石多孔介质内表面相互作用的可靠指标,岩石样品的初步研究证明了这一点。
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引用次数: 0
SmartPoint Seismic Data Acquisition System SmartPoint地震数据采集系统
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22676-ms
Zhixia Song, Qingfu Lin
Seismic acquisition system is the most essential equipment in seismic exploration for oil and gas. Quality, efficiency, and accuracy of seismic data acquisition play the most important role in oil and gas exploration. True wireless seismic exploration is of great significance in "cost decreasing and benefit increasing" in oil and gas industrial. Seismometer and its supporting software are core equipment in seismic acquisition. With build-in features of eMBB, uRLLC and mMTC, 5G provides a good opportunity in developing wireless real-time seismic acquisition system. This paper is mainly about R&D progress of SmartPoint Seismic Data Acquisition System (SmartPoint system for short). Based on 5G, SmartPoint system consists of seismographs, software system, 5G networking system and auxiliary system. SmartPoint system takes good use of industry leading technology such as 5G, AI, Big Data and Cloud Computing to solve the difficulties of high economic and labor cost in seismic acquisition. Field test of SmartPoint system has shown some very promising results. From the current test result, we are confident to deduce that with the help of advanced communication and information technology, SmartPoint system will make seismic data acquisition much more efficient, economic, and less costly.
地震采集系统是油气地震勘探中最重要的设备。在油气勘探中,地震数据采集的质量、效率和准确性至关重要。真正的无线地震勘探对油气行业“降本增效”具有重要意义。地震仪及其配套软件是地震采集的核心设备。5G具有eMBB、uRLLC和mMTC的内置特性,为开发无线实时地震采集系统提供了良好的机遇。本文主要介绍了SmartPoint地震数据采集系统(简称SmartPoint系统)的研发进展。SmartPoint系统基于5G技术,由地震仪、软件系统、5G网络系统和辅助系统组成。SmartPoint系统充分利用了5G、人工智能、大数据、云计算等行业领先技术,解决了地震采集中经济成本高、人工成本高的难题。SmartPoint系统的现场测试显示了一些非常有希望的结果。从目前的测试结果来看,我们有信心推断,在先进的通信和信息技术的帮助下,SmartPoint系统将使地震数据采集更加高效、经济、成本更低。
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引用次数: 0
Similarity Learning for Well Logs Prediction Using Machine Learning Algorithms 利用机器学习算法进行测井预测的相似学习
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22067-ms
Alina Rogulina, A. Zaytsev, L. Ismailova, D. Kovalev, Klemens Katterbauer, A. Marsala
Determining and predicting reservoir formation properties for newly drilled wells represents a significant challenge for oil and gas companies. Extensive well logs are available only while or after drilling, and thus they bear substantial financial, technical, and operational risks. We propose a new machine learning data-based model for determining well properties similarity and further derive and predict well logs before drilling in a specific geological context. Our model starts with selecting crucial well intervals and aggregation of vital features that determine the petrophysical properties related to particular well layers. Then, a machine-learning algorithm uses this info as input to provide a similarity score between wells. Our fast-to-train nonlinear data-based model is a variant of gradient boosting. We show that this approach can work well in complex scenarios with missing data and inconsistent similarity measures. We compare the modern machine learning algorithms for the evaluation of well similarity models based on aggregated features. The algorithms include gradient boosting and baseline logistic regression models. Our assessment for a real well log dataset via group cross-validation demonstrates that the gradient boosting model pretty accurately identifies well similarity. The receiver operating characteristic quality metric (ROC AUC) is 0.824. The developed similarity learning framework provides a data-driven approach towards estimating well logs for planned and newly drilled wells. Therefore, it allows prediction, improves determination, and can drive an optimal selection of log measurements to be executed in a new well in a specific field / geological context.
对于油气公司来说,确定和预测新钻井的储层性质是一个重大挑战。大量的测井数据只能在钻井过程中或钻井后获得,因此它们承担着巨大的财务、技术和操作风险。我们提出了一种新的基于机器学习数据的模型,用于确定井属性相似性,并在特定地质环境下钻探前进一步推导和预测测井曲线。我们的模型首先选择关键井段和关键特征的集合,这些特征决定了与特定井层相关的岩石物理性质。然后,机器学习算法使用这些信息作为输入,提供井间的相似度评分。我们的快速训练非线性数据模型是梯度增强的一种变体。我们的研究表明,这种方法可以很好地处理数据缺失和不一致的相似度量的复杂场景。我们比较了基于聚合特征的井相似模型评估的现代机器学习算法。算法包括梯度增强和基线逻辑回归模型。我们通过组交叉验证对真实测井数据集的评估表明,梯度增强模型非常准确地识别了井的相似性。受试者工作特征质量度量(ROC AUC)为0.824。开发的相似学习框架为估算计划井和新钻井的测井曲线提供了数据驱动的方法。因此,它可以进行预测,改进确定,并可以在特定油田/地质环境下的新井中执行最佳的测井测量选择。
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引用次数: 8
Extended Abstract: The Feasibility of Using Geopolymer in Oil-Well Cementing: A Review 地聚合物在油井固井中的可行性综述
Pub Date : 2022-02-21 DOI: 10.2523/iptc-22130-ms
Stephen Adjei, S. Elkatatny, W. N. Aggrey, Y. Abdelraouf
Over the years, various cementitious materials have been investigated as a substitute for conventional cement. One example of these materials is geopolymer, a binder developed when an alkaline solution is used to activate materials containing alumina and silica. The use of this material is well established in the construction industry. In oil-well cementing, its feasibility is currently being investigated. An extensive survey on the various geopolymer studies has been conducted. The goal is to present a manuscript containing a summary of these studies. This will help researchers merge the knowledge acquired going forward. The study showed that the application of geopolymer in acidic and saline conditions, and in well plugging and abandonment operations. Additionally, geopolymer-mud compatibility and the impact of temperature on geopolymer systems have also been studied. In general, geopolymer systems show better performance, overcoming the limitations of the OPC systems. For instance, the geopolymer is more suited for CO2 sequestrations wells as it does not undergo a carbonation reaction which would result in degradation. Furthermore, geopolymers have superior performance in highly saline conditions and besides their compatibility with mud, a geopolymer-mud combination produces cementitious systems with enhanced properties.
多年来,人们一直在研究各种胶凝材料作为常规水泥的替代品。这些材料的一个例子是地聚合物,当碱性溶液用于激活含有氧化铝和二氧化硅的材料时,形成了一种粘合剂。这种材料的使用在建筑工业中得到了很好的确立。在油井固井方面,目前正在研究其可行性。对各种地质聚合物的研究进行了广泛的调查。目标是提交一份包含这些研究摘要的手稿。这将有助于研究人员整合所获得的知识。研究表明,地聚合物在酸性和盐水条件下,以及在堵漏和弃井作业中的应用。此外,还研究了地聚合物与泥浆的相容性以及温度对地聚合物体系的影响。总的来说,地聚合物体系表现出更好的性能,克服了OPC体系的局限性。例如,地聚合物更适合于二氧化碳封存井,因为它不会发生会导致降解的碳化反应。此外,地聚合物在高盐条件下具有优越的性能,除了与泥浆的相容性外,地聚合物-泥浆组合还可以产生具有增强性能的胶凝体系。
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引用次数: 0
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