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Hybrid Conductor-Supported Tripod Platform: Brownfield Design Perspective to Unlock Production Capacity 混合导体支持的三脚架平台:棕地设计视角解锁生产能力
Pub Date : 2021-08-09 DOI: 10.4043/31157-ms
S. Ozkul, Wen-Xing Huang, S. Taxy
Oil and gas companies have shifted their investment priorities to low CAPEX brownfield projects in response to historically low oil and gas prices. One approach is to increase the production by drilling new wells and tying them back to existing tripods. However, existing tripods have limited as-built design data and are usually near the allowable structural capacity limits. This study introduces a novel concept of the "hybrid conductor-supported tripod" to support the new wellheads. This approach minimizes the need to modify the existing tripods. The hybrid conductor-supported tripod utilizes the new well conductors to support the wellheads, extends to the existing tripod topside to support the production facilities, and resists lateral loads from the new wellheads. Such hybrid conductor-supported tripod takes advantage of the axial compression capacities of the new conductors while its lateral resistance is provided by integrating only the new topside with the existing tripod's topside. Thus, the underwater structural modifications of the existing tripods are minimized. Design and construction challenges commonly encountered during the design phases of brownfield projects include: 1) lack of tripod jacket and foundation as-built data, 2) need for bracing the new conductors to the existing jacket underwater due to buckling and vortex issues, 3) as-built conditions of the tripods are already near their structural capacities. The design and construction issues experienced in low budget and tight schedule brownfield projects are alleviated with the use of a hybrid conductor-supported tripod. A parametric study was conducted to identify the minimum conductor pipe diameters needed for hybrid conductor-supported tripods at various shallow water depths in benign environmental conditions. The in-place conditions of several existing tripods were investigated before and after the hybrid conductor-supported tripods were integrated with the existing tripods. Using hybrid conductor-supported tripods enable production increase on existing facilities with minimal CAPEX investment. This is accomplished by: 1) utilizing existing tripods to increase production, 2) mitigating the need for as-built data, especially underwater jacket data, 3) eliminating additional axial loads on the existing tripods, 4) implementing minimum deck extensions on the existing tripods. The hybrid conductor-supported tripods provide the structural expansion need for the new wellhead facilities while keeping the existing tripods in their as-built conditions. Reducing the need for the current condition and the exact as-built underwater information of the existing tripods will accelerate the execution of the low budget and tight schedule production increase brownfield projects.
由于油气价格处于历史低位,油气公司已将投资重点转向低资本支出的棕地项目。一种方法是通过钻新井并将其与现有的三脚架相连来增加产量。然而,现有三脚架的建成设计数据有限,通常接近允许的结构容量限制。该研究引入了一种新的概念,即“混合导体支撑三脚架”来支撑新的井口。这种方法最大限度地减少了对现有三脚架的修改。混合导体支撑的三脚架利用新的井导体来支撑井口,延伸到现有的三脚架上部以支撑生产设施,并抵抗来自新井口的横向载荷。这种混合导体支撑的三脚架利用了新导体的轴向压缩能力,而其横向阻力仅通过将新上部与现有三脚架的上部集成来提供。因此,现有三脚架的水下结构修改被最小化。棕地项目设计阶段经常遇到的设计和施工挑战包括:1)缺乏三脚架导管套和基础建成数据;2)由于屈曲和涡流问题,需要将新导体支撑到水下现有导管套上;3)三脚架的建成条件已经接近其结构能力。在低预算和紧张的棕地项目中,使用混合导体支撑的三脚架可以缓解设计和施工问题。进行了参数化研究,以确定在不同浅水深度、良好环境条件下混合导体支撑三脚架所需的最小导体管径。研究了混合导体支撑三脚架与现有三脚架集成前后几种现有三脚架的就位情况。使用混合导体支撑的三脚架能够以最小的资本支出投资增加现有设施的产量。这可以通过以下方式实现:1)利用现有的三脚架来提高产量;2)减少对建成数据的需求,特别是水下导管套数据;3)消除现有三脚架上额外的轴向载荷;4)在现有三脚架上实现最小的甲板扩展。混合导体支撑的三脚架既能满足新井口设施的结构扩展需求,又能保持现有三脚架的建造状态。减少对现有三脚架的现状和精确水下信息的需求,将加快低预算和紧张时间表的执行,增加棕地项目的产量。
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引用次数: 1
From Basic Engineering to Ramp-Up: The New Successful Execution Approach for Commissioning in Brazil 从基础工程到升级:巴西调试的新成功执行方法
Pub Date : 2021-08-09 DOI: 10.4043/31089-ms
Paulino Bruno Santos, Teixeira Junior, Leonardo de Souza Nogueira, V. João, Simas G Milton Torres, Leonardo De Menezes Costa
In the last three years, COMPANY has started the production of eight Surface Production Systems (Floating, Production, Storage and Offloading Units) in the Búzios and Lula fields of the Brazilian pre-salt that have generated technical knowledge, organizational learning and many opportunities to explore in upcoming projects. The lessons learned as well as the organizational knowledge acquired in this period, resulted in a new approach for the commissioning process to apply in COMPANY's coming FPSO projects. During this period, COMPANY identified improvement opportunities and stablished structuring programs focused on adding value to these new assets. The main opportunity identified was to reduce the period required for ramping-up the oil production, considering aggressive target dates for start-up, with high up time on the gas compression systems with minimum flaring. In this manuscript, will be described some of the important actions and changes made in commissioning process that allowed COMPANY to achieve better efficiency and safety in ramp up of new FPSOs in Brazilian pre salt fields.
在过去的三年中,公司已经在巴西盐下Búzios和Lula油田启动了八个地面生产系统(浮式、生产、储存和卸载装置)的生产,这些系统产生了技术知识、组织学习和许多机会,可以在即将到来的项目中进行探索。在此期间获得的经验教训以及组织知识,为公司未来的FPSO项目提供了一种新的调试过程方法。在此期间,公司确定了改进机会,并建立了专注于增加这些新资产价值的结构计划。考虑到积极的启动目标日期,以及天然气压缩系统的高启动时间和最小的燃除,确定的主要机会是缩短提高石油产量所需的时间。在本文中,将描述在调试过程中所做的一些重要行动和变化,这些行动和变化使公司能够在巴西盐下油田的新fpso增加中实现更高的效率和安全性。
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引用次数: 0
Buzios Presalt Wells: Delivering Intelligent Completion In Ultra-Deepwater Carbonate Reservoirs Buzios盐下井:超深水碳酸盐岩储层智能完井技术
Pub Date : 2021-08-09 DOI: 10.4043/31116-ms
E. Schnitzler, L. F. Gonçalez, Roger Savoldi Roman, M. Marques, Fábio Rosas Gutterres, Manoel Feliciano Silva, Carlos Alexandre Belo Castilho
This paper describes the challenges faced on the deployment of intelligent well completion (IWC) systems in some of the wells built in Buzios field, mostly related to heavy fluid losses that occurred during the well construction. It also presents the solutions used to overcome them. This kind of event affects not only drilling and casing cementing operations, but may also prevent a safe and efficient installation of the completion system as initially designed. The IWC design typically used in Brazilian pre-salt areas comprises cased hole wells. Perforation operations must be performed before installing the integral completion system, as it does not include a separation between upper and lower completion. Therefore, the reservoir remains communicated to the wellbore during the whole completion installation process, frequently requiring prior fluid loss control as to allow safe deployment. Rock characteristics found in this field make it difficult to effectively control losses in some of the wells, requiring the use of different well construction practices that led to the development of some new well designs. The well engineering team developed a new well concept, where a separated lower completion system is installed in open hole, delivering temporary reservoir isolation. This new well architecture not only delivers reduced drilling and completion duration and costs, but also provides the IWC features in wells with major fluid losses. This is possible by the use of multiple managed pressure drilling (MPD) techniques when required, which were considered since the initial design phase. Safe and effective construction of some wells in pre-salt fields was considered not feasible before the adoption of MPD solutions, both for drilling and completions. Other important aspects considered on the new well design are the large thickness and high productivity of Buzios field reservoirs, as well as the need of some flexibility to deal with uncertainties. Finally, the new completion project was also designed to improve performance and safety on future challenging heavy workover interventions. The well construction area has gradually obtained improved performance in Buzios field with the adoption of the new practices and well design presented in this paper. The new solutions developed for Buzios field have set a new drilling and completion philosophy for pre-salt wells, setting the grounds for future projects. The improved performance is essential to keep these deepwater projects competitive, especially in challenging oil price scenarios. One of the groundbreaking solutions used is the possibility of installing the lower completion using managed pressure drilling techniques.
本文介绍了在Buzios油田的一些井中部署智能完井(IWC)系统所面临的挑战,主要与井建设过程中发生的严重流体漏失有关。它还提出了克服这些问题的解决方案。此类事件不仅会影响钻井和套管固井作业,还可能阻碍完井系统按照最初的设计安全高效地安装。IWC设计通常用于巴西盐下地区,包括套管井。射孔作业必须在安装完整完井系统之前进行,因为它不包括上部和下部完井之间的分离。因此,在整个完井安装过程中,储层与井筒保持连通,通常需要事先控制漏液,以确保安全部署。该油田的岩石特性使得一些井难以有效控制漏失,因此需要采用不同的施工方法,从而开发出一些新的井设计。井工程团队开发了一种新的井概念,在裸眼井中安装了一个分离的下部完井系统,实现了暂时的油藏隔离。这种新型井结构不仅缩短了钻井和完井时间,降低了成本,而且在流体漏失较大的井中也具有IWC的特点。这可以通过在需要时使用多重控压钻井(MPD)技术来实现,这些技术从最初的设计阶段就开始考虑了。在采用MPD解决方案进行钻井和完井之前,人们认为盐下油田的一些井的安全有效施工是不可行的。新井设计考虑的其他重要方面是Buzios油田储层的大厚度和高产能,以及需要一定的灵活性来应对不确定性。最后,新的完井项目还旨在提高未来具有挑战性的大型修井作业的性能和安全性。采用本文提出的新做法和井设计,Buzios油田的建井区域的性能逐渐得到改善。为Buzios油田开发的新解决方案为盐下井的钻井和完井奠定了新的理念,为未来的项目奠定了基础。提高性能对于保持深水项目的竞争力至关重要,尤其是在油价低迷的情况下。使用的突破性解决方案之一是使用控压钻井技术安装下部完井。
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引用次数: 0
Autonomous Inflow Control Valve Multiphase Flow Performance for Light Oil 轻质油自动入流控制阀多相流性能研究
Pub Date : 2021-08-09 DOI: 10.4043/31239-ms
S. Taghavi, E. Gisholt, H. Aakre, Stian Håland, K. Langaas
Early water and/or gas breakthrough is one of the main challenges in oil production which results in inefficient oil recovery. Existing mature wells must stop the production and shut down due to high gas oil ratio (GOR) and/or water cut (WC) although considerable amounts of oil still present along the reservoir. It is important to develop technologies that can increase oil production and recovery for marginal, mature, and challenging oil reservoirs. In most fields the drainage mechanism is pressure support from gas and/or water and the multiphase flow performance is particularly important. Autonomous Inflow Control Valve (AICV) can delay the onset of breakthrough by balancing the inflow along the horizontal section and control or shut off completely the unwanted fluid production when the breakthrough occurs. The AICV was tested in a world-leading full-scale multiphase flow loop located in Porsgrunn, Norway. Tests were performed with realistic reservoir conditions, i.e. reservoir pressure and temperature, crude oil, formation water and hydrocarbon gas at various gas oil ratio and water cut in addition to single phase performances. A summary of the flow loop, test conditions, the operating procedures, and test results are presented. In addition, how to represent the well with AICVs in a standard reservoir simulation model are discussed. The AICV flow performance curves for both single phase and multiphase flow are presented, discussed, and compared to conventional Inflow Control Device (ICD) performance. The test results demonstrate that the AICV flow performance is significantly better than conventional ICD. The AICV impact on a simplified model of a thin oil rim reservoir is shown and modelling limitations are discussed. The simulation results along with the experimental results demonstrated considerable benefit of deploying AICV in this thin oil rim reservoir. Furthermore, this paper describes a novel approach towards the application of testing the AICV for use within light oil completion designs and how the AICV flow performance results can be utilized in marginal, mature, and other challenging oil reservoirs.
早期的水/气突破是石油生产的主要挑战之一,导致采收率低。由于高气油比(GOR)和/或含水率(WC),现有的成熟井必须停止生产并关闭,尽管沿储层仍存在大量石油。开发能够提高边际油藏、成熟油藏和具有挑战性油藏产量和采收率的技术非常重要。在大多数油田中,泄油机制是气体和/或水的压力支撑,多相流性能尤为重要。自动流入控制阀(AICV)可以通过平衡水平段的流入来延迟井眼的发生,并在井眼发生时控制或完全关闭不需要的流体生产。AICV在位于挪威Porsgrunn的世界领先的全尺寸多相流回路中进行了测试。除单相性能外,还在实际储层条件下进行了测试,包括储层压力和温度、原油、地层水和烃气在不同气油比和含水下的性能。总结了流量回路、测试条件、操作程序和测试结果。此外,还讨论了在标准油藏模拟模型中如何用aicv表示井。介绍、讨论了AICV单相和多相流动性能曲线,并与常规流入控制装置(ICD)性能进行了比较。试验结果表明,AICV的流动性能明显优于常规ICD。给出了AICV对薄油环油藏简化模型的影响,并讨论了模型的局限性。模拟结果和实验结果表明,在薄油环油藏中部署AICV具有显著的效益。此外,本文还介绍了一种测试AICV在轻油完井设计中的应用的新方法,以及如何将AICV的流动性能结果应用于边际油藏、成熟油藏和其他具有挑战性的油藏。
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引用次数: 2
Machine Learning Prediction of Formation Evaluation Logs in the Gulf of Mexico 墨西哥湾地层评价测井的机器学习预测
Pub Date : 2021-08-09 DOI: 10.4043/31093-ms
B. LeCompte, Tosin Majekodunmi, M. Staines, Gareth Taylor, Barry Zhang, R. Evans, N. Chang
The objective of the paper is to describe the application of artificial intelligence software to predict formation evaluation logs (compressional sonic, shear sonic and density) using only gamma ray, and resistivity log data and drilling dynamics data as received by the electronic drilling recorder (EDR). The software was applied real-time as a well was being drilled in deepwater Gulf of Mexico. Thorough examination and conditioning of EDR and wireline data give way to a training model construction for the artificial neural network (ANN) using full suites of log-data in offset wells. Next, a neural network architecture and associated hyperparameters are chosen and tested. The fully trained and validated model is applied to the gamma ray, resistivity and EDR of the target well while drilling. Real-time EDR and wireline data flow via WITSML from rig to cloud and data is delivered to the client. The results of the study indicate the simulated log data were comparable to those measured from conventional logging tools over the study area. In both blind well tests the density agreed with the conventional log results within 1.1 % and the compressional within 2.51 % (Figure 1). Each of these is well within the range of variance expected of repeat runs of a conventional logging tool. A primary driver for near real-time logs was to confirm structural depth of the target sands along the well bore. There was a depleted sand below the expected TD of the well that, if encountered, could have led to total losses and possible loss of the wellbore. It was critical to have real-time logs to characterize the sands above the depleted sand, using every possible petrophysical and geologic character to refine the log correlation. This integration of all the logs provided the best interpretation of the sand quality and led toward the completion decision. AI-based logs are a highly cost-effective alternative to LWD logging. It presents an environmentally friendly approach as there is no logging personnel on-site and no expensive and potentially dangerous nuclear sources in the hole The deployment of this patented, machine learning-driven, real-time simulation of formation evaluation logs is unique in using only gamma ray, resistivity and drilling data. It is particularly useful in the overburden section where formation evaluation tools are often not run for cost reasons, in side-tracks, in HP/HT settings and operational risk mitigation. It provides additive data for other petrophysical/QI/rock property analyses including seismic inversion, shale content, porosity, log QC/editing, real-time LWD, drilling optimization, etc.
本文的目的是描述人工智能软件的应用,仅使用电子钻井记录仪(EDR)接收的伽马射线、电阻率测井数据和钻井动态数据来预测地层评价测井(纵波、剪切声波和密度)。该软件在墨西哥湾深水钻井时实时应用。对EDR和电缆数据进行彻底的检查和调整,为使用邻井的全套测井数据构建人工神经网络(ANN)的训练模型让路。接下来,选择并测试神经网络结构和相关的超参数。将经过充分训练和验证的模型应用于钻井过程中目标井的伽马射线、电阻率和EDR。实时EDR和电缆数据通过WITSML从钻井平台传输到云端,然后传输到客户端。研究结果表明,模拟测井数据与研究区常规测井数据相当。在两次盲测井中,密度与常规测井结果的吻合度在1.1%以内,与压缩测井结果的吻合度在2.51%以内(图1)。每一次测试结果都完全符合常规测井工具重复下入的预期方差范围。近实时测井的主要驱动因素是确定目标砂层沿井筒的结构深度。在该井的预期TD以下有一层耗尽的砂,如果遇到这种情况,可能会导致全部漏失,甚至可能导致井筒漏失。利用每一种可能的岩石物理和地质特征来完善测井对比,利用实时测井来表征枯竭砂层上方的砂岩,这一点至关重要。所有测井数据的整合提供了砂粒质量的最佳解释,并为完井决策提供了依据。基于人工智能的测井是LWD测井的一种极具成本效益的替代方法。这种专利技术是机器学习驱动的,可以实时模拟地层评价日志,其独特之处在于仅使用伽马射线、电阻率和钻井数据。在覆盖层段,由于成本原因,通常不使用地层评估工具,在侧轨、高温高压环境和降低操作风险的情况下,该工具尤其有用。它为其他岩石物理/QI/岩石性质分析提供附加数据,包括地震反演、页岩含量、孔隙度、测井QC/编辑、实时随钻测井、钻井优化等。
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引用次数: 0
Experience with Interface Shear Box Testing for Pipe-Soil Interaction Assessment on Sand 砂管-土相互作用评价界面剪切箱试验经验
Pub Date : 2021-08-09 DOI: 10.4043/31268-ms
Z. Westgate, R. Argiolas, R. Wallerand, J. Ballard
This paper is a companion paper to OTC 28671, titled "Experience with Interface Shear Box Testing for Axial Pipe-Soil Interaction Assessment on Soft Clay", and presents a similar range of experience and best practice recommendations for geotechnical laboratory testing to determine soil properties relevant to pipeline-seabed friction on sandy seabeds. The paper is underpinned by a new database that demonstrates the driving parameters that influence interface friction in granular materials. By accurately quantifying shear resistance along the pipe-soil interface under low normal stresses imposed by subsea pipelines, design ranges in friction can be narrowed and/or tailored to specific pipeline conditions. These improved geotechnical inputs to pipe-soil interaction can alleviate unnecessary axial expansion mitigation and lateral stabilization measures, unlocking cost savings otherwise unavailable through conventional testing. A large database is presented, compiled from both previously published research and unpublished recent industry experience with low normal stress interface shear testing using various modified direct shear box devices. The test database comprises several coarse-grained soil types of both silica and carbonate minerology tested against pipeline coatings of various material, hardness and roughness. The database populates a framework for assessing frictional pipe-soil interaction response, illuminating key trends from normal stress, interface roughness and hardness, and particle angularity, which otherwise remain elusive when examined through individual test datasets. This database and the populated framework provides guidance to pipeline and geotechnical engineers in the form of a basis for initial estimates of axial and lateral friction of pipelines on sand and an approach for improving these estimates via focused site-specific testing. The test database includes previously unreleased project data collected over the past few years for offshore oil and gas projects. Similar to its predecessor paper on soft clays (OTC 28671), this paper shares the authors’ collective experience providing guidance on the planning, execution and interpretation of low stress interface shear tests in sands. The combined databases across both papers provide a significant improvement in early stage guidance for characterization of geotechnical soil properties for subsea pipeline design.
这篇论文是OTC 28671的附属论文,题为“在软粘土上进行轴向管道-土壤相互作用评估的界面剪切箱试验的经验”,并为岩土工程实验室测试提供了类似的经验和最佳实践建议,以确定砂质海床上管道-海底摩擦相关的土壤特性。该论文的基础是一个新的数据库,该数据库展示了影响颗粒材料界面摩擦的驱动参数。在海底管道施加的低法向应力下,通过精确量化管道-土壤界面的剪切阻力,可以缩小摩擦的设计范围,并/或根据特定的管道条件进行调整。这些改进的管道-土壤相互作用的岩土技术投入可以减轻不必要的轴向膨胀缓解和横向稳定措施,从而节省了传统测试无法实现的成本。本文介绍了一个大型数据库,该数据库由以前发表的研究和未发表的近期行业经验汇编而成,这些经验使用各种改进的直剪箱设备进行低法向应力界面剪切测试。测试数据库包括几种粗粒度土壤类型,包括二氧化硅和碳酸盐矿物学,测试了不同材料,硬度和粗糙度的管道涂层。该数据库填充了一个评估管道-土壤摩擦相互作用响应的框架,阐明了法向应力、界面粗糙度和硬度以及颗粒角度的关键趋势,否则通过单个测试数据集进行检查时仍然难以捉摸。该数据库和填充框架为管道和岩土工程工程师提供了指导,为初步估计管道在沙子上的轴向和横向摩擦提供了基础,并为通过特定地点的重点测试改进这些估计提供了方法。测试数据库包括过去几年为海上油气项目收集的未发布的项目数据。与前一篇关于软粘土的论文(OTC 28671)类似,本文分享了作者的集体经验,为砂土低应力界面剪切试验的规划、执行和解释提供了指导。两篇论文中的综合数据库为海底管道设计的岩土土特性特征的早期指导提供了显著的改进。
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引用次数: 0
Delivering Low Cost Wells at Matured Field with Enhanced Statistical Approach 利用改进的统计方法在成熟油田开发低成本井
Pub Date : 2021-08-09 DOI: 10.4043/30994-ms
M. H. Yusof, M. Z. Sulaiman, Rahimah A. Halim, Nurfaridah Bt Ahmad Fauzi, Ahgheelan Sella Thurai, Masseera Mahictin, Tg Zuhaili Tg Yahya, Fadli Adlan Muslim
This paper discusses the Case study of Field A in offshore Sarawak, Malaysia which focus on re-thinking development based on statistical analysis of the fields. Conventionally, well design is driven by subsurface requirement by targeting the high-reserve sand and well is designed to meet subsurface objectives. However, the conventional way may not be efficient to develop matured field environment due to the high CAPEX and the inconsistencies among well design especially in current volatile oil price period. The objective of this fit-for-purpose approach which is called "Cone Concept Statistical Approach" is to steer away from the conventional way of targeting only sweet spots whilst leaving the remaining potential resources undeveloped. Based on the statistical analysis and subsurface fields pattern, the "Cone Concept Statistical Approach" in which standardizing well design and trajectories was developed to extract the whole fields’ reserve at maximum. Well design boundaries were introduced to ensure this approach can be replicated throughout the field. Not only this study covers drilling perspective, completion perspective was also taken into consideration by exploring a cheaper and fit for purpose sand control method, considering it is a matured field with relatively short remaining field life. The Well Cost Catalogue for this field-specific was also developed which contains different types of design and completion, in order to holistically evaluate sand control method and identify the best option for the project moving forward. This "Cone Concept Statistical Approach" aims to enable operator to drill more simple wells within the same allocated budget in which poses low-to-none risk in the design and execution phase, promoting learning curve to improve operation & HSE, and ultimately to get positive project economics. Since this simple approach can be implemented early on even during the pre-FEL stage, the FDP team & host authority can come together to jointly discuss the targets/platform ranking and segregate them into various phases. Hence, the number of platforms or drilling centers, and its location also can be optimized early on with this concept, and again, translating into further reduction in overall project cost. This paper will help other operators and host authority to understand better on how a specific development concept on statistical approach can result and turn the matured-challenging fields into more economically attractive projects – low overall development cost and maximizing the recovery.
本文以马来西亚沙捞越近海A油田为例,在对该油田进行统计分析的基础上,重点讨论了重新思考开发的问题。通常,井的设计是由地下需求驱动的,以高储量砂为目标,井的设计是为了满足地下目标。然而,在当前油价波动时期,由于较高的资本支出和井间设计的不一致性,常规方法可能无法有效地开发成熟的油田环境。这种符合目的的方法被称为“锥体概念统计方法”,其目的是摆脱传统方法,即只瞄准最佳区域,而不开发剩余的潜在资源。在统计分析的基础上,结合地下油田的分布规律,提出了标准化井设计和井眼轨迹的“锥概念统计方法”,以最大限度地提取整个油田的储量。引入了井设计边界,以确保该方法可以在整个油田中复制。考虑到该油田是一个成熟的油田,油田剩余寿命相对较短,本研究不仅涵盖了钻井角度,还考虑了完井角度,探索了一种更便宜、更适合的防砂方法。为了全面评估防砂方法并确定项目的最佳方案,还针对该油田开发了井成本目录,其中包含不同类型的设计和完井。这种“锥概念统计方法”旨在使作业者能够在相同的预算分配下钻更多的简单井,在设计和执行阶段的风险很低,甚至为零,促进学习曲线,以改善操作和HSE,最终获得积极的项目经济效益。由于这种简单的方法可以在fel前期实施,因此FDP团队和主办机构可以聚在一起共同讨论目标/平台排名,并将其划分为不同的阶段。因此,平台或钻井中心的数量及其位置也可以通过该概念在早期进行优化,从而进一步降低项目的整体成本。本文将帮助其他作业者和主管部门更好地了解统计方法的特定开发概念如何将具有挑战性的成熟油田转变为更具经济吸引力的项目,从而降低总体开发成本并最大化采收率。
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引用次数: 0
Lithofacies Classification of Carbonate Reservoirs Using Advanced Machine Learning: A Case Study from a Southern Iraqi Oil Field 基于先进机器学习的碳酸盐岩储层岩相分类——以伊拉克南部油田为例
Pub Date : 2021-08-09 DOI: 10.4043/31114-ms
Mohammed A. Abbas, W. Al-Mudhafar
Estimating rock facies from petrophysical logs in non-cored wells in complex carbonates represents a crucial task for improving reservoir characterization and field development. Thus, it most essential to identify the lithofacies that discriminate the reservoir intervals based on their flow and storage capacity. In this paper, an innovative procedure is adopted for lithofacies classification using data-driven machine learning in a well from the Mishrif carbonate reservoir in the giant Majnoon oil field, Southern Iraq. The Random Forest method was adopted for lithofacies classification using well logging data in a cored well to predict their distribution in other non-cored wells. Furthermore, three advanced statistical algorithms: Logistic Boosting Regression, Bagging Multivariate Adaptive Regression Spline, and Generalized Boosting Modeling were implemented and compared to the Random Forest approach to attain the most realistic lithofacies prediction. The dataset includes the measured discrete lithofacies distribution and the original log curves of caliper, gamma ray, neutron porosity, bulk density, sonic, deep and shallow resistivity, all available over the entire reservoir interval. Prior to applying the four classification algorithms, a random subsampling cross-validation was conducted on the dataset to produce training and testing subsets for modeling and prediction, respectively. After predicting the discrete lithofacies distribution, the Confusion Table and the Correct Classification Rate Index (CCI) were employed as further criteria to analyze and compare the effectiveness of the four classification algorithms. The results of this study revealed that Random Forest was more accurate in lithofacies classification than other techniques. It led to excellent matching between the observed and predicted discrete lithofacies through attaining 100% of CCI based on the training subset and 96.67 % of the CCI for the validating subset. Further validation of the resulting facies model was conducted by comparing each of the predicted discrete lithofacies with the available ranges of porosity and permeability obtained from the NMR log. We observed that rudist-dominated lithofacies correlates to rock with higher porosity and permeability. In contrast, the argillaceous lithofacies correlates to rocks with lower porosity and permeability. Additionally, these high-and low-ranges of permeability were later compared with the oil rate obtained from the PLT log data. It was identified that the high-and low-ranges of permeability correlate well to the high- and low-oil rate logs, respectively. In conclusion, the high quality estimation of lithofacies in non-cored intervals and wells is a crucial reservoir characterization task in order to obtain meaningful permeability-porosity relationships and capture realistic reservoir heterogeneity. The application of machine learning techniques drives down costs, provides for time-savings, and allows for uncertainty mi
从复杂碳酸盐岩非取心井的岩石物理测井资料中估算岩相是改善储层表征和油田开发的一项关键任务。因此,根据储层的流量和储层能力来识别储层的岩相是至关重要的。本文在伊拉克南部Majnoon大油田Mishrif碳酸盐岩储层的一口井中,采用了一种创新的方法,利用数据驱动的机器学习进行岩相分类。采用随机森林方法,利用取心井测井资料进行岩相分类,预测其在其他非取心井中的分布。此外,实现了三种先进的统计算法:Logistic Boosting回归、Bagging多元自适应回归样条和广义Boosting建模,并与随机森林方法进行了比较,以获得最真实的岩相预测。该数据集包括测量的离散岩相分布和整个储层段的井径测井曲线、伽马射线测井曲线、中子孔隙度测井曲线、体积密度测井曲线、声波测井曲线、深、浅电阻率测井曲线。在应用四种分类算法之前,对数据集进行随机子抽样交叉验证,分别产生用于建模和预测的训练子集和测试子集。在预测离散岩相分布后,采用混淆表(Confusion Table)和正确分类率指数(Correct Classification Rate Index, CCI)作为进一步的标准,对四种分类算法的有效性进行了分析和比较。研究结果表明,随机森林在岩相分类方面比其他方法更准确。通过训练子集的CCI达到100%,验证子集的CCI达到96.67%,使得观察到的离散岩相与预测之间的匹配非常好。通过将预测的每个离散岩相与核磁共振测井获得的孔隙度和渗透率的可用范围进行比较,进一步验证了所得相模型。研究发现,以粗砂岩为主的岩相与孔隙度和渗透率较高的岩石相对应。而泥质岩相则与孔隙度和渗透率较低的岩石相对应。此外,随后将这些高渗透率和低渗透率范围与从PLT测井数据中获得的产油率进行比较。结果表明,高、低渗透率范围分别与高、低油率测井曲线具有较好的相关性。总之,为了获得有意义的渗透率-孔隙度关系和捕捉真实的储层非均质性,对非取心层段和井的岩相进行高质量估计是一项至关重要的储层表征任务。机器学习技术的应用降低了成本,节省了时间,并减少了岩相分类和预测的不确定性。整个工作流程是通过开源统计计算语言R完成的。它可以很容易地应用于其他储层,以获得类似的改进的整体储层特征。
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引用次数: 4
Consistency Under Applied Pressure Test CAPT - A Novel Method for Evaluating Pressure Effect on the Gel Time of Thermosetting Resin 应用压力下的一致性测试CAPT——一种评估压力对热固性树脂凝胶时间影响的新方法
Pub Date : 2021-08-09 DOI: 10.4043/31236-ms
Dingwei Zhu, Svein Normann, Minli Xie, John R. Haugen
Thermosetting resin is gaining more acceptances in Plug and Abandonment due to its excellent mechanical properties after set and ability for placement in locations cement cannot reach. A thorough understanding of its curing behavior such as gel time is essential to ensure safe placement and a good seal. This paper investigates the pressure-sensitive gelation behavior of polymer resin under in-situ conditions, and the pressure effect on the gel time of thermosetting resin was evaluated. An innovative assessment methodology named CAPT (Consistency under Applied Pressure Test) was created to assess the curing process of thermoset resins in a pressurized consistometer. A series of resin samples were tested at temperatures ranging from ambient to 120°C with applied pressures up to 10,000 psi. The consistency was initially used to indicate the gel structure development of the resin while it was gelling. Based on the consistency data, the relationship between applied pressure and gel time of resins was studied and a new approach of modeling the curing process with the influence factor of pressure was proposed. The primary observation was the confirmation that the gelation process of thermosetting resin under applied pressure was faster than that under atmospheric pressure. However, the gel time had big variations. The pressure sensitivity mainly depended on the initiators and it was only partly dependent on the temperature. There was a threshold value for the pressure effect on the gel time. Below the threshold, the gel time only decreased by around 5%. Above the threshold, the pressure effect was much larger where the gel time decreased by 20% - 30%. This could be mainly attributed to the thermodynamic effect caused by pressure accelerating the polymerization process, resulting in a shorter gel time. Meanwhile, these results help explain why the curing behavior of thermosetting resin placed underground where high pressure is encountered often differs from the laboratory-predicted performance. Besides indicating the relative strength development, consistency analysis could also be used to assess the pressure effect on the gelation process of a resin sample in down-hole operations with applied pressures. Thus, CAPT would be more suitable than a conventional reactivity test to propose a new approach of modeling the gel time of thermosetting resin systems with the influence factor of pressure. CAPT is a novel method to accurately evaluate the curing process of thermosetting resin and indicate its relative strength development. This helps engineers reach a good balance between designing proper operations and preserving mechanical properties in the plug and abandonment process.
热固性树脂在封固后具有优异的力学性能,并且能够在水泥无法到达的位置进行充填,因此在封固和弃井作业中越来越被接受。彻底了解其固化行为(如凝胶时间)对于确保安全放置和良好密封至关重要。研究了原位条件下聚合物树脂的压敏凝胶行为,并评价了压力对热固性树脂凝胶时间的影响。发明了一种名为CAPT(应用压力测试下的一致性)的创新评估方法,用于评估热固性树脂在压力浓度计中的固化过程。一系列树脂样品在环境温度到120°C的温度范围内进行了测试,施加的压力高达10,000 psi。稠度最初用于指示树脂凝胶化时凝胶结构的发展。在稠度数据的基础上,研究了施加压力与树脂凝胶时间的关系,提出了一种考虑压力影响因素的固化过程建模新方法。初步观察证实了热固性树脂在施加压力下的凝胶化过程比在常压下的凝胶化过程要快。但凝胶时间变化较大。压力敏感性主要取决于引发剂,部分取决于温度。压力对凝胶时间的影响有一个阈值。低于阈值,凝胶时间仅减少约5%。在阈值以上,压力效应更大,凝胶时间减少20% - 30%。这主要是由于压力引起的热力学效应加速了聚合过程,导致凝胶时间缩短。同时,这些结果有助于解释为什么热固性树脂放置在地下遇到高压时的固化行为经常与实验室预测的性能不同。除了指示相对强度发展之外,一致性分析还可以用于评估压力对树脂样品在施加压力的井下作业中凝胶化过程的影响。因此,CAPT将比传统的反应性测试更适合提出一种新的方法来模拟热固性树脂体系的凝胶时间与压力的影响因素。CAPT是一种准确评价热固性树脂固化过程和反映其相对强度发展的新方法。这有助于工程师在设计适当的操作和保持桥塞和弃井过程中的机械性能之间取得良好的平衡。
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引用次数: 0
Empirical Design of Optimum Frequency of Well Testing for Deepwater Operation 深水作业最佳试井频率的经验设计
Pub Date : 2021-08-09 DOI: 10.4043/31180-ms
E. Udofia
Well testing could be described as a process required to calculate the volumes of (oil, water and gas) production from a well in a bid to identify the current state of the well. Amongst other things, well testing aims to provide information for effective Well, Reservoir and Facility Management. Normally, as a means of well performance health-check, reconciliation factor (RF) is generated by comparing the fiscal production volume against the theoretical well test volume. Experiences from the Coronavirus pandemic has brought about the new normal into well test execution. In deepwater environment, the process of well testing is more challenging and this paper aims to address these challenges and propose optimum well test frequency for deepwater operations. It is usually required that routine well test be conducted once every month on all flowing strings, this is for statutory compliance and well health-check purposes. However, in deepwater environment, it is difficult to comply with this periodic well test requirement mainly due to production flow line slugging, plant process upset and/or tripping resulting in production deferment and operational risk exposure. Furthermore, to carry out well test in deepwater operation, production cutback is required for flow assurance purpose and this usually results in huge production deferment. In this field of interest, this challenge has been managed by deploying a data-driven application to monitor production on individual flowing strings in real-time thereby optimizing the frequency of well test on every flowing well. Varying rate well test data are captured and used to calibrate this tool or application for subsequent real-time production monitoring. This initiative ensures that all the challenges earlier mentioned are managed while actually optimizing the frequency of testing the wells using intelligent application which serves as a ‘virtual meter’ for testing all producing wells in real time. As mentioned, well testing in most deepwater assets remain a big challenge but this project based field experience has ensured effective well testing operation resulting in reduction of production deferment and safety exposure during plant tripping whilst optimizing frequency of testing the wells. Following this achievement of the optimized well test to quarterly frequency in this field in Nigerian deepwater, recommendation from this paper will assist other deepwater field operators in managing routine well testing operation optimally.
试井可以被描述为计算油井(油、水和气)产量的过程,以确定油井的当前状态。除其他外,试井旨在为有效的油井、油藏和设施管理提供信息。通常,作为井况健康检查的一种手段,调节因子(RF)是通过比较实际产量和理论试井量来产生的。新冠肺炎疫情给试井带来新常态。在深水环境中,试井过程更具挑战性,本文旨在解决这些挑战,并提出深水作业的最佳试井频率。通常要求每个月对所有流动管柱进行一次常规试井,这是为了符合法律规定和检查井的健康状况。然而,在深水环境中,由于生产流水线段塞、工厂过程中断和/或起下钻导致生产延迟和操作风险暴露,很难遵守这一定期试井要求。此外,为了在深水作业中进行试井,需要削减产量以保证流动,这通常会导致巨大的生产延迟。在这一领域,通过部署数据驱动的应用程序来实时监测单个流动管柱的产量,从而优化每口流动井的试井频率,解决了这一挑战。捕获不同速率的试井数据,并用于校准该工具或应用程序,以进行后续的实时生产监控。这一举措确保了前面提到的所有挑战都得到了管理,同时利用智能应用程序优化了测试井的频率,该应用程序可以作为“虚拟仪表”,实时测试所有生产井。如前所述,大多数深水资产的试井仍然是一个巨大的挑战,但该项目基于现场经验,确保了有效的试井作业,从而减少了工厂起下钻期间的生产延迟和安全风险,同时优化了测试井的频率。在尼日利亚深水油田实现了优化试井的季度频率之后,本文的建议将帮助其他深水油田运营商以最佳方式管理常规试井作业。
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引用次数: 0
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