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A Successful Field Trial of a New ASP Technology in aHigh Water Cut and High Recovery Degree Reservoir After Polymer Flooding in North China 华北某高含水高采收率聚合物驱油藏ASP新技术现场试验成功
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22758-ea
Xingcai Wu, Yan Zhu, Xiaoying Liu, Song Zhang, Shang Gao, Jingang He, Hao Wu, Chunyao Wang, Yinzhu Ye, Guoyou Cui, Qiong Lu
Large scale polymer flooding in Daqing Oilfield achieved great success. The average recovery degree of these oilfields after polymer flooding has reached 52.5%, and the average water cut has reached 96.0%. It is urgent to find an effective technical method for further EOR. Targeting the highly dispersed remaining oil in the post polymer flooding reservoirs, the continuous phase polymer solution in ASP technology was replaced by nano-micron particle polymer dispersion to realize optimization for EOR mechanism, so the ASP technology was upgraded. The field test, has been completed the slug injection, and achieved obvious EOR effect. The ASP slug design with HPAM solution as the main displacement phase was abandoned. A type of water dispersion of nano-micron particle polymer as the main displacement phase was designed to replace the "P" in traditional ASP slug, so that the flowing control mechanism of "P" was optimized. Through synchronous diversion and displacement, it can initiate and sweep the remaining oil dispersed in relatively small pores. A large three-dimensional physical model with the size of 60 × 45 × 4.5cm was made to simulate the real development history of water injection and polymer flooding of the reservoir, based on which, the performance of the upgraded ASP was modeled. Furthermore, the program was designed and optimized by numerical simulation. The physical simulation fitting experiment of the development history of water flooding and polymer flooding shows that the coincidence rate is 93%+. After polymer flooding, the upgraded ASP further improved the recovery by 15.2 percent. The optimized scheme of numerical simulation is to inject 0.5PV of new ASP slug. Under the precondition of the historical recovery degree of 55.8% and water cut of 98.44%, the new ASP is expected to improve the recovery by 7.9% within 10 years. At present, the field test of ASP slug injection has just been completed, and remarkable results have been achieved, The daily oil production has increased by 60%, and the water oil ratio has decreased from 61.9 to 38.4. The daily oil production of some producers has increased by 2 to 3 times, and the recovery has increased by 5.2%. The field trial proves that the oil displacement mechanism of nano-micron-particle-polymer ASP flooding chemical system is more advanced and the displacement efficiency is higher than that of the traditional ASP flooding, and the oil recovery can be further enhanced for similar reservoirs under extreme conditions after polymer flooding. The traditional ASP technology is expected to have great upgrading and developing.
大庆油田大规模聚合物驱取得了巨大成功。该油田经聚合物驱后平均采收率达52.5%,平均含水率达96.0%。寻找有效的进一步提高采收率的技术手段是当务之急。针对聚合物驱后油藏高度分散的剩余油,采用纳米微米级聚合物分散体取代三元复合技术中的连续相聚合物溶液,实现提高采收率机理的优化,对三元复合技术进行了升级改造。现场测试,完成了段塞注入,取得了明显的提高采收率效果。放弃了以HPAM溶液为主要驱替相的ASP段塞设计。设计了一种纳米微米颗粒聚合物水分散体作为主驱替相,替代传统三元复合段塞中的“P”,优化了“P”的流动控制机理。通过同步导流驱替,将分散在较小孔隙中的剩余油初始化并扫掠。建立了尺寸为60 × 45 × 4.5cm的大型三维物理模型,模拟了油藏注水和聚合物驱的真实开发历史,并在此基础上对升级后的三元复合驱性能进行了建模。并通过数值模拟对程序进行了设计和优化。水驱与聚合物驱发展历史的物理模拟拟合实验表明,符合率为93%以上。聚合物驱后,升级后的ASP进一步提高了15.2%的采收率。数值模拟优化方案为注入0.5PV新ASP段塞流。在历史采收率为55.8%、含水率为98.44%的前提下,新ASP有望在10年内将采收率提高7.9%。目前,ASP段塞注入的现场试验刚刚完成,取得了显著的效果,日产量提高了60%,水油比从61.9下降到38.4。部分生产商日产量提高了2 ~ 3倍,采收率提高了5.2%。现场试验证明,纳米微米颗粒-聚合物三元复合驱化学体系的驱油机理比传统三元复合驱更先进,驱油效率更高,聚合物驱后在极端条件下可进一步提高类似油藏的采收率。传统的ASP技术有望有很大的提升和发展。
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引用次数: 0
Overcoming Challenges of Polymer Injection Pilot in High-Viscosity, High-Salinity Reservoir – A Case Study from Sirikit Oilfield, Thailand 克服高粘度、高矿化度油藏注聚合物试验的挑战——以泰国诗丽吉油田为例
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22766-ms
T. Worawutthichanyakul, S. Hanchaiphiboolkul, T. Ketmalee, M. Pancharoen, Prang Sinhabaedya, Rungkarn Thammasanya, Chuthanart Rujipimolkit, Jantakan Srisuriyon, T. Roatkanjanaporn, Yannavit Sornsoongnoen, Parichat Srisen
In Pru Kratium (PKM) highly viscous oil reservoir, the secondary recovery method such as waterflood can adversely affect production due to an unfavorable mobility ratio, resulting in viscous fingering and early water breakthrough. Although polymer flooding which usually mitigates unfavorable mobility ratio, this technique also faces a challenge due to the high salinity formation water which may lead to excessive polymer consumption. To improve recovery, a special polymer injection scheme was designed and the small-scale pilot was initiated. After one year of injection, the pilot demonstrated that the polymer improved the sweep efficiency of the flood in both vertical and horizontal directions. Ultimately, the increase in oil recovery factor gain was 2.41%.
在Pru Kratium (PKM)高粘油藏中,由于流动性比不利,二次采油方法(如水驱)会对产量产生不利影响,导致粘指和早期见水。虽然聚合物驱通常可以缓解不利的流度比,但由于地层水的高矿化度可能导致聚合物的过量消耗,该技术也面临着挑战。为了提高采收率,设计了一种特殊的聚合物注入方案,并开始了小规模的试验。在注入一年后,试验证明该聚合物在垂直和水平方向上都提高了驱油的波及效率。最终,原油采收率提高了2.41%。
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引用次数: 0
Application of Biosteered Underbalanced Coiled Tubing Drilling in Optimizing Production 生物导向欠平衡连续油管钻井在优化生产中的应用
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22931-ea
Faisal Alshuhail, M. Alsaad, Mahboob Alqahtani
The objective of this study is to compare the performances of Underbalanced Coiled Tubing Drilling (UBCTD) versus conventional drilling with stimulation in a Permian carbonate target within a field in Saudi Arabia. The focus of this study is to ultimately investigate the effectiveness of biosteering in UBCTD compared to geosteering and subsequent stimulation in conventional drilling of vertical and horizontal wells within the same target. Biosteering is an application of biostratigraphy used to navigate and maintain well paths within the desired zone. This technique has been employed successfully in UBCTD wells in the Middle East. Biosteerers utilize the characteristic distribution of microfossil assemblages obtained from cuttings samples with the identification of biozones based on existing schemes. The most effective way to geosteer these well is to use this technique in conjunction with lithology descriptions, GR log trends, visible porosity and drilling parameters. UBCTD wells are not stimulated as there is minimal induced formation damage during drilling operations. Geosteering utilizes logging while drilling (LWD) in horizontal wells for lateral placement and to determine perforation intervals. Conventional wells in this study are all stimulated, employing multistage acid fracturing techniques. The dataset in this study comprises 50 wells, all of which are compared by normalized post-completion performance. Post-completion performance from the 50 well dataset was normalized to achieve a representative comparison. UBCTD biosteered wells show indicative superiority when compared to horizontal and vertical conventionally drilled and stimulated wells. In addition to the minimal formation damage in underbalanced wells, footage in the target is higher in biosteered UBCTD wells compared to geosteering. This is due to several reason with the main reason being is the ability of UBCTD to drill multiple laterals in each well, thus maximizing target contact. A detailed look into two wells targeting the same formation and field proved effective UBCTD utilization, yielding a production increase of several orders of magnitude. Despite these results, the normalized production performance may not account for significant LWD merits. In terms of steering, UBCTD slim-hole nature limits applications of available LWD technologies that provide essential information for reservoir characterization and development plans.
本研究的目的是比较欠平衡连续油管钻井(UBCTD)与常规钻井在沙特阿拉伯某油田的二叠纪碳酸盐岩目标的增产效果。本研究的重点是最终研究生物导向在uctd中的有效性,并将其与地质导向和随后在同一目标的常规直井和水平井钻井中的增产措施进行比较。生物导向是生物地层学的一种应用,用于在期望的区域内导航和保持井眼轨迹。该技术已在中东地区的UBCTD井中成功应用。生物导向师利用从岩屑样品中获得的微化石组合的特征分布,根据现有方案确定生物带。对这些井进行地质导向的最有效方法是将该技术与岩性描述、GR测井趋势、可见孔隙度和钻井参数结合使用。由于在钻井作业过程中对地层造成的伤害很小,因此不需要进行压裂作业。地质导向利用随钻测井(LWD)技术在水平井中进行横向定位,并确定射孔间隔。本研究中的常规井均采用多级酸化压裂技术进行增产改造。本研究的数据集包括50口井,所有井都进行了标准化完井后性能的比较。将50口井数据集的完井后性能进行归一化,以实现具有代表性的比较。与水平和垂直常规钻井和增产井相比,UBCTD生物定向井具有指示性优势。除了在欠平衡井中对地层的损害最小之外,与地质导向相比,生物导向的UBCTD井的目标进尺更高。这是由几个原因造成的,主要原因是UBCTD能够在每口井中钻多个分支,从而最大化目标接触。对同一地层和油田的两口井进行了详细研究,证明了UBCTD的有效利用,产量提高了几个数量级。尽管有这些结果,标准化的生产性能可能并不能说明随钻测井的显著优点。在转向方面,UBCTD的小井眼性质限制了现有随钻测井技术的应用,而这些技术可以为油藏描述和开发计划提供重要信息。
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引用次数: 0
Challenges and Best Practices for Recovering Stuck Coiled Tubing Pipe Conveying a Cable 恢复卡钻连续油管输送电缆的挑战和最佳实践
Pub Date : 2023-02-28 DOI: 10.2523/iptc-23093-ms
S. Hassig Fonseca, Richard Torres, Zhanke Liu, F. Jahn, G. Tagarot, S. Baca, H. Guevara, J. Botan, C. Villacres, J. Boas
Stuck coiled tubing (CT) is a main operational risk leading to delays, deferred production, or even loss of a well. Despite general commonalities, each CT recovery can face unique challenges including managing high pressure, working under limited spatial or lifting constraints, establishing well control, or handling a cable inside the CT. This study consolidates learnings and proposes a general workflow for a basic stuck pipe scenario, rig-up, recovery pressure control equipment and well control, CT free point evaluation, bottomhole assemblies (BHAs) and workflows for cutting and freeing the CT pipe downhole, and recovery of the CT at surface. A consolidation of published case studies provides specific examples of the hardware, workflows, and operational considerations. In addition, presentation of a recent case study extends the discussion to the challenges introduced by the presence of a cable in the stuck CT and its respective solution. This case study reviews the planning and execution of a CT recovery, including the use of decision trees to guide the decision-making process. It details fit-for-purpose hardware for safely anchoring the cable; packoffs for accessing, tensioning, and recovering it with slickline; an opening for deploying the wireline cutting BHA; and valves for pressure testing and well control. That workflow successfully freed 6,818 ft of stuck CT and allowed recovering the pipe without a workover rig on location, eliminating 11 days of rig time during subsequent tubing pulling. This is the first documented such recovery case worldwide based on a thorough literature review.
连续油管卡钻是导致油井延迟、延迟生产甚至漏井的主要作业风险。尽管具有共性,但每一种连续油管采油都面临着独特的挑战,包括高压管理、有限空间或提升限制、建立井控或处理连续油管内的电缆。该研究巩固了学习成果,并提出了基本卡钻情况的一般工作流程,包括起吊、恢复压力控制设备和井控、连续油管空闲点评估、底部钻具组合(bha)以及井下连续油管切割和释放以及地面连续油管回收的工作流程。已发布的案例研究的整合提供了硬件、工作流和操作注意事项的具体示例。此外,介绍了最近的一个案例研究,将讨论扩展到卡钻CT中存在电缆所带来的挑战以及相应的解决方案。本案例研究回顾了连续油管恢复的计划和执行,包括使用决策树来指导决策过程。它详细介绍了用于安全锚固电缆的专用硬件;封隔器用于下入、拉紧和使用钢丝回收;为部署电缆切割底部钻具组合提供了空间;以及用于压力测试和井控的阀门。该工作流程成功地释放了6818英尺的CT卡钻,无需修井机即可回收油管,在随后的拔油管过程中节省了11天的钻机时间。这是世界上第一个基于全面文献回顾的此类恢复病例。
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引用次数: 0
Drilling Weak Formations in Rumaila Field in Southern Iraq — Modelling Shear Failure Using Numerical Models 伊拉克南部鲁迈拉油田弱地层钻井——用数值模型模拟剪切破坏
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22926-ea
Yousif M. B. Al-Asadi, G. Nasreldin, M. F. Al-shahwan
The giant Rumaila oilfield in south Iraq has been plagued by a number of wellbore instabilities. The shaley formations in this field pose the greatest challenges to drilling operations, accounting for approximately 90% of the problems. Stuck pipe, tight hole, and borehole collapse are examples of the incidents commonly encountered even while drilling vertical and deviated wells. This paper presents a well planning tool for translating the geomechanics simulation results to operational parameters, and in so doing, informing well trajectory planning and optimization. Specifically, the main objective was to generate shear failure mud weight cubes for different trajectories, The scenarios considered focused on examining the impact of depletion on field performance, drilling and well completion integrity for making life-of-reservoir decisions. The mechanical properties were first estimated along the trajectories of multiple 1D mechanical earth models (1D-MEMs) byutilizing available rock mechanics testing results, followed by geostatical populationin 3D space. The final 3D-MEM was calibrated against field observations.
伊拉克南部的巨型鲁迈拉油田一直受到一系列井筒不稳定问题的困扰。该油田的页岩地层对钻井作业构成了最大的挑战,约占问题的90%。卡钻、紧井和井眼坍塌是在钻井垂直井和斜井时经常遇到的事故。本文介绍了一种井规划工具,用于将地质力学模拟结果转换为操作参数,从而为井眼轨迹规划和优化提供信息。具体来说,主要目标是生成不同轨迹的剪切破坏泥浆比重立方体,所考虑的场景侧重于检查枯竭对现场性能、钻井和完井完整性的影响,从而做出油藏生命周期决策。首先利用现有岩石力学测试结果,沿多个1D力学地球模型(1D- mems)轨迹估计其力学特性,然后在三维空间进行地静力种群。最终的3D-MEM是根据现场观测校准的。
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引用次数: 0
Large Capacity Data Microchip Transmission System and its Opportunities 大容量数据微芯片传输系统及其机遇
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22972-ea
Eduardo Gramajo, Bodong Li, Sanguo Li, Yanbo Zong, R. Rached, S. A. Tella, G. Zhan
Downhole data transfer has been limited by slow downhole communication bandwidths for decades. The current data-transferring technologies have reached bottlenecks for acquiring logging data and ever-demanding high-frequency drilling dynamics measurements. There is an urgent need to significantly improve the downhole data communication speed for drilling optimization, real-time geosteering, and reservoir description. Current downhole communication systems with data rates between 20bit/s – 60kbit/s are not sufficient for the above-mentioned applications, let alone their limited robustness in structural integrity against inherent environmental noises and low cost-effectiveness make them less efficient. Therefore, a new downhole communication system using data microchips is proposed in this paper. The paper presents the improvements made to the first version of the data micro-storage-balls MSBs (Li et al., 2022) to adapt the system to 1) more complex drilling projects and 2) the acquisition of high-resolution and large datasets in a quasi-real-time for better well management decisions. The presented technology can transfer large amounts of data without needing a specific drill pipe connection or structure and employs the basic concept of a "flash drive" (downloading and exchanging data among systems). The equipment achieves time-devised data transmission using microchips stored in a sealed chamber which are released using a standard BHA sub. The upgrades to the first-generation MSB (larger memory capacity, robust packaging material, and added sensors) will improve multiple aspects of the technology. 1) The capability of deploying them in long horizontal sections and the recovery rate due to efficient housing density management (≤ 1.5 g/cm3) using high-performance hollow glass beads. 2) The increase in storage capacity (up to 32Gbit) with the use of state-of-the-art circuit boards that also support higher temperatures and pressures, improving the storage capacity, transmission rates, and overall tool performance in deep reservoir locations. Therefore, the newest additions and modifications made to the first generation of MSBs can create remarkable performance improvements.
几十年来,井下数据传输一直受到井下通信带宽缓慢的限制。目前的数据传输技术在获取测井数据和要求越来越高的高频钻井动态测量方面遇到了瓶颈。为了钻井优化、实时地质导向和油藏描述,迫切需要显著提高井下数据通信速度。目前数据速率在20bit/s - 60kbit/s之间的井下通信系统不足以满足上述应用,更不用说其结构完整性对固有环境噪声的鲁棒性和低成本效益使其效率降低。为此,本文提出了一种基于数据微芯片的井下通信系统。本文介绍了对第一版数据微存储球msb (Li et al., 2022)的改进,以使系统适应1)更复杂的钻井项目,2)以准实时的方式获取高分辨率和大型数据集,以便更好地进行井管理决策。该技术可以传输大量数据,而无需特定的钻杆连接或结构,并采用了“闪存驱动器”的基本概念(在系统之间下载和交换数据)。该设备使用存储在密封腔室中的微芯片实现定时数据传输,这些微芯片使用标准BHA短节释放。第一代MSB的升级(更大的存储容量、坚固的封装材料和增加的传感器)将改进技术的多个方面。1)利用高性能中空玻璃微珠进行高效的壳体密度管理(≤1.5 g/cm3),可将其部署在长水平段中,回收率高。2)通过使用最先进的电路板增加存储容量(高达32Gbit),该电路板还支持更高的温度和压力,提高了深层油藏的存储容量、传输速率和整体工具性能。因此,对第一代msb进行的最新添加和修改可以显著提高性能。
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引用次数: 0
Tertiary Deep Marine Syn-Rift to Shallow Marine-Deltaic Post-Rift Petroleum Plays in the Pase Sub-Basin, North Sumatra 北苏门答腊帕斯亚盆地第三系深海同裂谷-浅海三角洲后裂谷油气
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22804-ea
J. Beenfeldt, E. Mueller, Chris Sim, T. Choi
Modern broadband seismic data provides new regional insight into the underexplored deep-water offshore basin geometry of the Pase Sub-basin, from its basin segmentation with intra-basinal highs grabens to the development and prospectivity of syn-post-rift clastic reservoir sections proven in the prolific onshore area. The high degree of basin segmentation in the NW Sub-basin has led to the development of local depocenters in grabens with accumulation of thick clastic sections and potential for reservoirs sands. The clastic input and accumulation in the sub-basins were controlled by the intra basinal highs acting in periods as structural barriers disconnecting the grabens or as clastic input providers through erosion.
现代宽带地震数据为Pase次盆地未开发的深水海上盆地几何结构提供了新的区域视角,从盆内高地堑的盆地分割到在多产的陆上地区证实的同裂谷后碎屑岩储层剖面的发育和前景。NW次盆地的高度分割,使地堑局部沉积中心发育,碎屑剖面较厚,具有储砂潜力。次盆地的碎屑输入和聚集受盆内高点的控制,这些高点在不同时期充当断开地堑的构造屏障或通过侵蚀充当碎屑输入提供者。
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引用次数: 0
Play-Based Evaluation on Permian Carbonate Reservoir: Implications for Petroleum Exploration in Northeast Thailand 泰国东北部二叠系碳酸盐岩储层储层评价及其油气勘探意义
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22828-ea
Hendra Benny, T. Benjawan, Kasame Chaichana, Phinporn Amonpantang, Natsinee Wongsuriyakat, Sirichon Ponsri, Prath Piwhom, Phongsakorn Chaibamrung
Despite the long exploration history, success rate has been low in the Khorat Plateau region of northeastern Thailand. To date, only two gas fields (from 9 discoveries) have been produced from Permian carbonate reservoirs, the only successful play. PTTEP and Department of Mineral Fuels (DMF) of Thailand conducted a collaborative basin-wide study using a Play-Based Exploration (PBE) method to fully understand the remaining prospectivity. PBE combines all aspects of petroleum system to provide a holistic view on basin prospectivity. It integrates existing knowledge in literature with well failure analysis, well-seismic stratigraphy, reconstruction of paleogeography and depositional environments, structural interpretation and restoration, source rock characterization and 1D basin modeling into a comprehensive basin development model. The outcome from these analyses coupled with better understanding of the basin were used to generate common risk segment maps of key elements in the petroleum system. The common risk segments maps were combined into the total chance map, which was then used to identify play fairways. Two major rifting episodes during Carboniferous-Triassic and three compressional events during the Triassic and Paleogene resulting in closures of the Paleo- and Neo-Tethys Oceans were responsible for the complex tectono-stratigraphic history of this area. The deposition of marine source rocks and carbonate reservoirs were influenced by the Late Carboniferous to Permian rift structures. The Triassic and Paleogene compression subsequently created prospective structural traps as well as modified local reservoir qualities via fracturing and hydrothermal processes. The Permian carbonate reservoirs are sealed by a widely distributed Upper Triassic fluvial floodplain sediments. Play chance shows that the exploration sweet spots are related to karst features and fractures mainly in the western and north-western parts of the Khorat Plateau. Further detailed study and prospect level evaluation planned for these fairways. Identifying and delineating the karst features and fractures are key to success in future exploration. Additional infill seismic data will also help in achieving the goals.
尽管泰国东北部的呼叻高原地区有着悠久的勘探历史,但成功率一直很低。迄今为止,只有两个气田(来自9个新发现)在二叠纪碳酸盐岩储层中开采,这是唯一成功的区块。PTTEP和泰国矿物燃料部(DMF)进行了一项全盆地合作研究,使用基于游戏的勘探(PBE)方法,以充分了解剩余的远景。PBE结合了油气系统的各个方面,提供了盆地远景的整体视图。它将现有文献知识与井破坏分析、井震地层学、古地理与沉积环境重建、构造解释与恢复、烃源岩表征、一维盆地建模等相结合,形成一个综合的盆地发育模型。这些分析的结果加上对盆地的更好理解,用于生成油气系统关键要素的共同风险段图。共同的风险部分地图被合并到总机会地图中,然后用于识别球道。石炭-三叠纪时期的两次大裂谷事件和三叠纪-古近纪时期的三次挤压事件导致了古特提斯海洋和新特提斯海洋的闭合,形成了该区复杂的构造地层历史。海相烃源岩和碳酸盐岩储层的沉积受晚石炭世至二叠世裂谷构造的影响。三叠纪和古近纪的挤压作用随后创造了有前景的构造圈闭,并通过压裂和热液作用改变了当地的储层质量。二叠系碳酸盐岩储层被广泛分布的上三叠统河漫滩沉积物所封闭。圈定结果表明,呼拉特高原西部和西北部主要与岩溶特征和裂缝有关。计划对这些球道进行进一步的详细研究和前景评估。识别和圈定岩溶特征和裂缝是今后勘探成功的关键。额外的地震数据也将有助于实现目标。
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引用次数: 0
Automatic Lithology Classification of Cuttings with Deep Learning 基于深度学习的岩屑岩性自动分类
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22867-ea
Takashi Nanjo, Akira Ebitani, Kazuaki Ishikawa, Yusaku Konishi, Keisuke Miyoshi, V. Shulakova, R. Beloborodov, R. Kempton, C. Delle Piane, Michael Benedict Clennell, Arun Sagotra, M. Pervukhina, Yuta Mizutani, Takuya Harada
Describing cuttings is routine work for wellsite geologists on a drill rig. The time-consuming nature of this analysis and the lack of consistency of the results between different interpreters are the two major concerns for this task. Wellsite geologists spend approximately 70% of their time on cuttings descriptions. In addition, 2 to 3 wellsite geologists are generally assigned to a drilling campaign, and they are replaced at the end of a shift. ML/AI techniques have the potential to solve these issues because of their advantages in prediction speed, objectivity, and consistency. The authors’ aim is to automate the task of cuttings descriptions with ML/AI techniques. We are targeting four lithologies, namely sandstone, mudstone, volcanic (volcanic rocks), and carbonate (carbonate rocks). The cuttings were collected from six wells in the Browse Basin (Australia). Of these four lithologies, a total of 1978 cuttings images were taken under a stereomicroscope. We chose a semantic segmentation technique using Convolutional Neural Network (CNN) algorithms to perform the image classification task. The images were labelled using the open-source annotation software. This annotated data were used for the network training. The labelled images were split into training, validation, and test sets. The accuracy of the trained model was evaluated using the intersection-over-union metric (IOU). The mean IOU of the final model on the validation dataset was 82.3%. Prediction results on the cuttings that are represented by single lithologies are qualitatively very accurate. On the other hand, the prediction for the non-typical lithology (e.g., siltstone, dark-colored volcanic rocks, mixed lithology samples) has room for improvement. The fragments with similar textures (e.g., dark colored volcanic and dark mudstone) are complex for the CNN to identify. The final goal of our project is not only the lithology identification but also the quantitative estimation of lithology abundances in the cuttings. Additional model improvements, such as hyperparameter optimization and significantly more training data, are required to accomplish this task successfully. The trained model for cuttings description has the potential to realize quantitative and high-speed cuttings description. Well-trained AI/ML models have the potential to assist well site geologists by automating the cuttings description process simplifying, speeding up and improving the consistency on the rig floor.
描述岩屑是钻井现场地质学家的日常工作。这种分析的耗时性质和不同口译员之间的结果缺乏一致性是这项任务的两个主要问题。井场地质学家将大约70%的时间用于岩屑描述。此外,每次钻井作业通常会分配2到3名井场地质学家,并在轮班结束时更换他们。ML/AI技术具有解决这些问题的潜力,因为它们在预测速度、客观性和一致性方面具有优势。作者的目标是用ML/AI技术自动化切割描述任务。我们的目标是四种岩性,即砂岩、泥岩、火山岩和碳酸盐岩。岩屑是从Browse盆地(澳大利亚)的6口井中收集的。在这四种岩性中,在立体显微镜下共拍摄了1978张岩屑图像。我们选择了使用卷积神经网络(CNN)算法的语义分割技术来执行图像分类任务。使用开源注释软件对图像进行标记。这些标注的数据用于网络训练。标记后的图像被分成训练集、验证集和测试集。利用交叉-超并度量(intersection-over-union metric, IOU)对训练模型的精度进行了评价。最终模型在验证数据集上的平均IOU为82.3%。以单一岩性为代表的岩屑预测结果在定性上非常准确。另一方面,非典型岩性(如粉砂岩、深色火山岩、混合岩性样品)的预测仍有改进空间。纹理相似的碎片(如深色火山岩和深色泥岩)对于CNN来说识别起来比较复杂。该项目的最终目标不仅是岩性识别,而且是岩屑岩性丰度的定量估计。要成功完成这项任务,还需要额外的模型改进,例如超参数优化和大量的训练数据。训练后的岩屑描述模型具有实现岩屑定量、高速描述的潜力。训练有素的AI/ML模型有可能通过自动化岩屑描述过程来帮助井场地质学家,简化、加速和提高钻台的一致性。
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引用次数: 0
The TB 3.1 To TB 3.7 Sequence Stratigraphy and Structural Developments of the West Baram Delta Basin, Offshore Sarawak, East Malaysia 马来西亚东部沙捞越近海西巴兰三角洲盆地的 TB 3.1 至 TB 3.7 层序地层和构造发展
Pub Date : 2023-02-28 DOI: 10.2523/iptc-22825-ea
H. Ismail, C. L. Lew, S. S. Hasan, Muhd Rapi Mohamad Som, Mohd Fauzi Abdul Kadir, Mohamad Raisuddin Ahmad Tajuddin
The West Baram Delta (WBD) basin is a structurally complex region with an abundance of hydrocarbon that has been produced and yet to be discovered. Within the basin, there is a drastic increase of sedimentary thickness occurred across the growth fault, contributed to major challenges for the sequence stratihgraphic framework correlation to be established throughout the basin. Understanding the growth fault development in terms of age-based within the region is critical for better accuracy in reservoir correlation, reservoir distribution and structural trap analyses. 3D seismic mega-merge of the West Baram Delta was used to interpret the third order Tejas B (TB) stratigraphic sequences. From the structure maps of the maximum flooding surfaces (MFS) and sequence boundary (SB), thickness maps were generated for the system tracts of the corresponding sequence, mainly the highstand and transgressive system tracts. Then, structural restoration using a method of layer back stripping and fault blocks shifting were conducted to study the depositional and structural evolution of the basin. The Late Miocene to Late Pliocene sequence and structural developments of the basin were mainly controlled by growth faulting activities are divided into seven stages: 1) WBD TB3.1 (~10.6Ma-~8.5Ma), 2) WBD TB3.2 (~8.5Ma-~6.7Ma), 3) WBD TB3.3 (~6.7Ma–~5.6Ma), 4) WBD TB3.4 (~ 5.6Ma-~4.2Ma), 5) WBD TB3.5 (~ 4.2Ma-~3.8Ma) 6) WBD TB3.6 (~3.8Ma-~3.0Ma) and 7) WBD TB3.7 (~3.0Ma-~1.9Ma) sequences. The high sediment supply rate is believed to provide conducive mechanisms for the gravity-induced syn-depositional growth faults to be initiated, which observed from WBD TB3.1 until WBD TB3.4. The growth faults in the basin were developed stage by stage from the south (landward) to the north (basinward) driven by the progradation of shoreface and delta sedimentation. The Northwest-Southeast wrench-induced compression which happened in Pliocene to Quaternary has caused basin inversion in the basin, where the trending of the fold axes is in the Northeast-Southwest orientation. The wrench-induced compression deformation was prominent at the proximal part of the basin, where its deformation extends distally down to the Baram field. The deformation developed the anticlinal features and faulting within this region. The intensity of the wrench-induced deformation decreases basinward, which is the reason why beyond the Baronia field, the deformation is less prominent. The distal part of the basin is mainly controlled by the gravity-induced syn-depositional growth faults tectonic style since the wrenching is not prominent. The seven third-order depositional sequences established as WBD TB3.1 to WBD TB3.7 sequences with a complex growth-faulted structure development in the West Baram Delta give a new insight of understanding the depositional and structural evolution through time which may lead to a better stratigraphic correlation and hydrocarbon trap analyses at the field scale.
西巴拉姆三角洲盆地(WBD)是一个构造复杂的地区,拥有大量已生产但尚未发现的油气。在盆地内,横跨生长断层的沉积厚度急剧增加,这给在整个盆地内建立层序地层框架相关性带来了重大挑战。了解该区域内以年龄为基础的生长断层发育情况,对于提高储层相关性、储层分布和构造陷阱分析的准确性至关重要。西巴兰三角洲的三维地震大集合被用来解释三阶 Tejas B(TB)地层序列。根据最大泛滥面(MFS)和层序边界(SB)的结构图,生成了相应层序的层系厚度图,主要是高位层系和横断层系厚度图。然后,采用层背剥离和断层块体移位的方法进行了构造恢复,以研究盆地的沉积和构造演化。盆地晚中新世至晚上新世的序列和构造发展主要受控于生长断层活动,分为七个阶段:1)WBD TB3.1(~10.6Ma-~8.5Ma);2)WBD TB3.2(~8.5Ma-~6.7Ma);3)WBD TB3.3(~6.7Ma-~5.6Ma);4)WBD TB3.4(~5.6)WBD TB3.6(~3.8Ma-~3.0Ma)和 7)WBD TB3.7(~3.0Ma-~1.9Ma)序列。从WBD TB3.1到WBD TB3.4,高沉积物供应率被认为为重力诱发的同步沉积生长断层的形成提供了有利的机制。在海岸面和三角洲沉积作用的推动下,盆地内的生长断层由南(向陆地方向)向北(向盆地方向)逐级发育。发生在上新世至第四纪的西北-东南扳动压缩作用造成了盆地的倒转,褶皱轴的走向为东北-西南走向。扳手引起的压缩变形主要发生在盆地近端,其变形向远端延伸至巴兰岩田。变形在该区域形成了反斜坡特征和断层。由扳手引起的变形强度向盆地方向逐渐减弱,这也是巴拉姆岩田以外变形不明显的原因。盆地远端主要受重力诱导的同步沉积生长断层构造样式控制,因为扳动并不突出。西巴拉姆三角洲的七个三阶沉积序列(WBD TB3.1 至 WBD TB3.7)具有复杂的生长-断层构造发展,这为了解沉积和构造随时间的演变提供了新的视角,可能有助于在油气田尺度上更好地进行地层关联和油气陷阱分析。
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引用次数: 0
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