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A Case Study on the Use of Machine Learning and Data Analytics to Improve Rig Operational Efficiency and Equipment Performance 使用机器学习和数据分析提高钻机操作效率和设备性能的案例研究
Pub Date : 2022-08-08 DOI: 10.2118/209888-ms
Francesco Curina, Ajith Asokan, Leonardo Bori, Ali Qushchi Talat, Vladimir Mitu, Hadi Mustapha
Ensuring an efficient workflow on a drilling rig requires the optimization of the equipment output and the extension of its working life. it is essential first to identify equipment behavior and usage and evaluate their possible efficiency variation. This can lead to predicting possible upcoming usage trends and proposing preventive actions like adjustment to equipment working parameters to improve its output and efficiency. In this regard, machine learning and data analytics provide a clear advantage. This paper showcases a case study that makes use of machine learning to detect rig inefficiencies and optimize operations. The platform has been implemented to first collect the rig data and then process it before sending it to be analysed. The rig used in this case study was connected to a platform that makes use of Internet of Things (IoT) protocols. Noise and redundancy of the data coming from the rig were standardized, filtered and therefore the outliers were removed. Feature selection was used to highlight, from the data pool, the most significant parameters for forecasting and optimization. These resulting parameters were then sent to the machine learning model for training and testing. The processed data was then fed to system, which was developed in-house, to extract additional information regarding equipment efficiency. This system tracks the variations in equipment efficiencies. The study focuses on the performance of an HPU powering a hydraulic hoisting rig which was showing low efficiency. IoT technology was used to collect live data from the field. The gathered datasets were cleaned, standardized and divided into coherent batches ready for analysis. Machine learning models were used to evaluate how the workload would change with tweaks to working parameters. Then, the study analyzed the rig tripping speed and how it was connected to HPU performance. For evaluation of tripping speed, the focus was given also to small operational changes which could lead to improved performance. When connected together, changes to both operating parameters and standard procedures can lead to improved efficiency and reduced invisible lost time. Implementing the results allowed the rig to be operated at a higher efficiency, thereby increasing the life of the equipment while keeping the load within design conditions. This ultimately resulted in a reduction in operational time and failure of equipment and hence a major decrease in down time of the rig.
确保钻井平台上的高效工作流程需要优化设备输出并延长其工作寿命。首先必须确定设备的行为和使用情况,并评估其可能的效率变化。这可以预测未来可能的使用趋势,并提出预防措施,如调整设备工作参数,以提高其产量和效率。在这方面,机器学习和数据分析提供了明显的优势。本文展示了一个案例研究,该案例利用机器学习来检测钻机的低效率并优化操作。该平台首先收集钻机数据,然后对其进行处理,然后将其发送给分析人员。本案例研究中使用的钻机连接到一个使用物联网(IoT)协议的平台。来自钻机的数据的噪声和冗余被标准化、过滤,从而去除异常值。特征选择用于从数据池中突出显示用于预测和优化的最重要参数。然后将这些结果参数发送到机器学习模型进行训练和测试。然后将处理后的数据输入内部开发的系统,以提取有关设备效率的额外信息。该系统跟踪设备效率的变化。针对液压起重平台效率较低的问题,研究了HPU驱动的性能。使用物联网技术从现场收集实时数据。收集到的数据集被清理、标准化,并分成连贯的批次,准备进行分析。使用机器学习模型来评估工作量如何随着工作参数的调整而变化。然后,研究分析了钻机起下钻速度及其与HPU性能的关系。为了评估起下钻速度,还将重点放在了可能提高性能的小操作变化上。当连接在一起时,对操作参数和标准程序的更改可以提高效率并减少无形的时间损失。实现这些结果可以使钻机以更高的效率运行,从而延长设备的使用寿命,同时将负载保持在设计条件内。这最终减少了作业时间和设备故障,从而大大减少了钻机的停机时间。
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引用次数: 0
Maximizing Production Recovery Through Autonomous Inflow Device AICD Configuration in Challenging Long Horizontal Open-Hole Oil Producer with High Gas-Oil-Ratio and Un-Even Fluid Contacts 在高气油比、流体接触不均匀的长水平裸眼采油系统中,通过自动流入装置AICD实现采收率最大化
Pub Date : 2022-08-08 DOI: 10.2118/209871-ms
Nik Fazril Ain Sapian, F. Tusimin, Stefanie Chuah Mei Mei, Arthur Goh Jin Wang, Nurul Athirah Wahid Ali, Nagarajan A/L Naupa, A. Madzidah, Elsayed Ouda Ghonim, Abdurrezagh Awid, N. Hasbullah, Nik Omar Md Nazim
Wells 1A, 2A, 3A & 4A are designed as four (4) horizontal oil producers to maximize the oil recovery from the XXYY heterogenous sandstone reservoir in Offshore Malaysia. The reservoir has been producing since 1975 on natural depletion before gas injection (1994) and water injection (2019-2022) were introduced. XXYY reservoir is expected to have wide permeabilities ranges from as low as 1-mD to 4-D and high uncertainty of gas-oil contacts from recent saturation logging acquisition. Coupled with the complex reservoir nature of massive gas cap and thinning oil rim observed between 30-50ft-TVD, historical production of oil with optimum GOR in XXYY reservoir remained the main challenge towards late field life. For such challenging condition, pre-planning with multiple Autonomous Inflow Control Device (AICD) valve placement scenarios across the horizontal sections were analyzed using integration of reservoir and well models for valves optimization process to achieve well's target production and reserves by the end of PSC. Specific drawdown and production targets were set as critical design limits in managing sanding and erosional risks while still achieving production target. Ultimately, these models provided both instantaneous and long-term forecasts of AICD impact on the wells’ performance – key factors in the final design. The workflow presented in this project synergized scope of multi-domain from subsurface, completion and drilling. This case study demonstrates the value of detailed design steps on AICD placement across horizontal segments and optimizations based on actual open-hole logging interpretation, mainly – permeability, saturation and vertical stand-offs from gas-oil and oil-water contacts. The horizontal wells drilled are susceptible to "heel-toe" effect, resulting in dominant production in the heel section while the toe section contributes less, subsequently inducing gas coning at the heel. XXYY reservoir is also sand prone and requires sand control. For these reasons, all 4 wells are designed to be completed with Open Hole Stand Alone Screen (OHSAS) with the use of AICD to balance production withdrawal across the horizontal segments and provide GOR control. The four (4) wells penetrated 30-60ft-TVD of oil column with 10-15ft-TVD vertical stand-offs from gas-oil contact (GOC) to maintain a 2/3 column ratio from oil-water contact. Given these marginal stand-offs to GOC, integration of AICD sensitivities workflow were performed on-the-fly to analyze instantaneous and time-stepped oil and GOR rates allowing the team to achieve required production sustenance. The installations of optimized AICD have resulted in successful GOR control below 6 Mscf/stb targeted, resulting in delivering higher instantaneous production rates against planned of 4,600bopd. The success of AICD optimizations integrated with OHSAS completion, reservoir mapping and petrophysical evaluation have been proven as ultimate solution to deliver the wells oil production
为了最大限度地提高马来西亚近海XXYY非均质砂岩油藏的采收率,1A、2A、3A和4A井被设计为四(4)个水平井。自1975年天然气注入(1994年)和注水(2019-2022年)之前,该油藏一直在自然枯竭状态下生产。XXYY储层渗透率范围较宽,低至1-mD至4-D,近期饱和度测井获取的油气界面不确定性高。再加上在30-50ft tvd之间观察到的大量气顶和油环变薄的复杂储层性质,XXYY储层以最佳GOR的历史产油量仍然是油田后期的主要挑战。在这种具有挑战性的条件下,通过油藏和井模型的集成,分析了在水平段使用多个自动流入控制装置(AICD)阀门放置方案的预先规划,以实现阀门优化过程,从而在PSC结束时实现油井的目标产量和储量。在实现生产目标的同时,为控制出砂和侵蚀风险,设定了特定的压降和生产目标作为关键的设计限制。最终,这些模型提供了AICD对油井性能影响的即时和长期预测,这是最终设计的关键因素。该项目提出的工作流程协同了地下、完井和钻井等多领域的工作范围。该案例研究展示了AICD在水平段放置的详细设计步骤的价值,以及基于实际裸眼测井解释的优化,主要是渗透率、饱和度和油气、油水界面的垂直隔离。水平井易受“鞋跟-脚趾”效应的影响,导致产油主要集中在鞋跟段,而鞋跟段贡献较小,随后导致气窜。XXYY储层也容易出砂,需要防砂。由于这些原因,所有4口井都设计为使用裸眼独立筛管(OHSAS)进行完井,并使用AICD来平衡水平段的产量,并提供GOR控制。这4口井钻进了30-60ft tvd的油柱,与油气接触面(GOC)的垂直距离为10-15ft tvd,以保持与油水接触面的柱比为2/3。考虑到这些对GOC的边际影响,集成AICD敏感性工作流程可以实时执行,以分析瞬时和时间步进的产油量和GOR速率,从而使团队获得所需的生产支撑。优化后的AICD安装成功将GOR控制在6 Mscf/stb以下,从而实现了高于4600桶/天的瞬时产量。AICD优化与OHSAS完井、储层测图和岩石物理评价相结合的成功,已被证明是棕地恢复项目中提高油井产量的最终解决方案。将钻前和钻后的结果与实际试井结果进行比较,进行进一步的灵敏度分析,用于不断改进现场的生产管理策略。
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引用次数: 0
Future of Directional Casing Drilling with the New Block Type High Ratio Underreamer Technology to Further Optimize the well Engineering Design and Reduce Carbon Foot Print 新型块式高比扩眼器定向套管钻井技术的未来,进一步优化井工程设计,减少碳足迹
Pub Date : 2022-08-08 DOI: 10.2118/209907-ms
Alif Shamir Baharudin, Beng Seow Chai, Nik Fahusnaza Nik Mohd Najmi, Elias Bayking, Khabilashini Ravendrnathan
With more wells planned in the future to be drilled in challenging formations, directional casing while drilling technology need to be on par with the demand. In Malaysia, there is a need to utilize directional casing while drilling to mitigate the risk of losses from the offset wells and when there is wellbore stability which will affect the drilling operation, especially when we drill deeper near the hydrocarbon zone. The main challenge in this field is the abrasive formation with interbedded stringer. To further optimize the well engineering by eliminating one casing design, the plan is to drill with directional casing while drilling with long 12-1/4" hole interval for the well design. Thus, there is a need to have a robust underreamer design to meet the well design’s objective, which is the new block type high ratio underreamer technology. With anti-collision issue, the Directional Casing Drilling Bottom Hole Assembly was planned to be run with motor. This will be the first assembly run globally. Thus, the pre-job planning is essential in order to deliver flawless execution. As part of the method to make this operation a success, the main challenges were identified and solved. The main challenge is the technology maturity for the underreamer from arm type high ratio underreamer to block type high ratio underreamer with more cutter density that can enlarge the hole with higher durability, and the cutting structure technology that can withstand both impact damage (from interbedded formation) and wear (from abrasive formation) with long interval of drilling footage. With the offset data obtained, the deep leech technology was applied to the cutting structure which increase the impact and wear resistance. The Cutter density per arm of block type high ratio underreamer is 200% more than the arm type high ratio underreamer, which provide more durability in drilling challenging formation. The compatibility of the block type high ratio underreamer with the motor assembly was studied for risk assessment and mitigation plan. The drilling parameter road map have been studied with the previous track record of Directional Casing Drilling as a baseline to minimize the damage to the cutting structure. With the careful planning for the first block type high ratio underreamer, the longest interval for 9-5/8" Directional Casing Drilling have been performed back-to-back for two wells in East Malaysia with challenging formation. The well design successfully eliminates 1 string by having 13-3/8" casing only as a conduit, which save approximately USD 400,000 and 48 hours in the flat time per well compared with the conventional well design cost from the offset well. The introduction of block type high ratio underreamer expand the directional casing drilling application into more challenging formation with longer interval. This will greatly change the well engineering design and reduce the carbon footprint by eliminating surface casing requirement.
随着未来越来越多的井计划在具有挑战性的地层中钻井,随钻定向套管技术需要与需求相匹配。在马来西亚,钻井时需要使用定向套管,以降低邻井的漏失风险,以及当井筒稳定性会影响钻井作业时,特别是当我们在油气层附近更深的地方钻井时。该领域的主要挑战是具有互层状柱的磨料地层。为了通过减少一套套管设计来进一步优化钻井工程,该计划是在钻井时使用定向套管,同时为井设计长12-1/4”井距。因此,需要一种坚固的扩眼器设计来满足井设计的目标,这就是新型块式高倍率扩眼器技术。考虑到防碰撞问题,定向套管井底钻具组合计划使用马达下入。这将是第一次全球运行的组装。因此,为了提供完美的执行,作业前计划是必不可少的。作为使该作业成功的方法的一部分,确定并解决了主要挑战。主要的挑战是扩眼器的技术成熟度,从臂式高比扩眼器到块式高比扩眼器,该扩眼器具有更大的切削密度,可以扩大井眼,并且具有更高的耐用性,并且切割结构技术可以承受长钻进间隔的冲击损伤(来自互层地层)和磨损(来自磨粒地层)。在获得偏移量数据的基础上,将深水蛭技术应用于切削结构,提高了切削结构的抗冲击和耐磨性。块式高倍率扩眼器的每臂切削齿密度比臂式高倍率扩眼器高200%,在具有挑战性的地层中具有更高的耐久性。研究了块式高倍率扩眼器与马达组件的兼容性,并制定了风险评估和缓解方案。钻井参数路线图已经以之前的定向套管钻井记录为基准进行了研究,以尽量减少对切削结构的损害。通过对首个块式高比扩眼器的精心规划,在马来西亚东部具有挑战性的地层中,连续对两口井进行了最长井距的9-5/8”定向套管钻井。与邻井的常规井设计成本相比,该井设计成功地省去了1根管柱,仅将13-3/8”套管用作导管,每口井节省了约40万美元和48小时的平井时间。块式高倍率扩眼器的引入,扩大了定向套管钻井在更大井段、更具挑战性地层中的应用。这将极大地改变油井工程设计,并通过消除地面套管的需求来减少碳足迹。
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引用次数: 0
Novel Candidate Screening and Successful Implementation of Stimulation in Screen Completed Wells to Double Production in Brown Fields – A Case Study from Offshore Malaysia 新型候选筛分和成功实施筛分完井增产措施,使棕色油田产量翻倍——以马来西亚海上油田为例
Pub Date : 2022-08-08 DOI: 10.2118/209844-ms
Saurabh Anand, Nusheena Mat Khair, Khairul Azhar B. Abu Bakar, B. Madon, Kok Kin Chun, M. S. M. Adib, M. Rahim
Majority of wells completed offshore Malaysia have downhole screens installed for sand and fines control. It is however observed that the PI of most of these wells drop multifold times within first few years of production. This paper illustrates the workflow with novel technique of screening such wells for stimulation to restore well production. This paper will also illustrate a few examples of actual implementation of the stimulation jobs and the excellent results from these jobs. Hundreds of strings operated by PETRONAS in Malaysia Offshore across various fields have some form of downhole screen (standalone or as part of the gravel pack) installed to control sand and fines. Although these completions remain effective initially, but water break through results in significant PI decrease. It has been established that the predominant cause of this decline is the screen or gravel pack plugging by the fines mobilized by water which is followed in many cases by deposition of inorganic or organic scales. A workflow was developed using data from existing digital production monitoring system to identify wells showing the plugging behaviour. The workflow used several factors such as liquid rate decline, GOR, water cut, reservoir pressure, artificial lift performance etc to shortlist a list of wells on which a detailed nodal analysis was applied to estimate gains assuming 70% skin reduction. The wells which passed the workflow and showed maximum benefit from stimulation were then grouped together such that a campaign-based execution could be done to optimize cost. Detailed customized stimulation recipe for each well was prepared and optimized well level operation program was prepared. Optimization such as using bullheading technique instead of using coil tubing in some cases was done. Stimulation treatment in 4 of the wells has been pumped successfully with excellent results and an estimated 1,000 bopd total gains. The post job oil rate is double the initial rate in many cases and even 200% more in some of the cases. Post job nodal analysis suggests up to 90% damage skin removal in these wells. Optimized operation program and campaign-based execution coupled with other cost saving measures implied that the payback time was less than 1 month. PDG data from one of the wells was used extensively to evaluate pre & post stimulation well behavior. The high damage skin in the screen completed wells is one of the most pertinent issues which leads to significant production loss in wells offshore Malaysia. This paper details a quick and robust method to identify such wells for stimulation. The results from these stimulation jobs on candidate wells are very encouraging particularly considering the economics of the jobs. Following the success of the initial jobs, many more candidate wells have been lined up for execution in near future.
在马来西亚近海完成的大多数井都安装了井下筛管,用于防砂和防砂。然而,我们观察到,在生产的头几年里,大多数井的PI下降了好几倍。本文阐述了采用新技术筛选此类井进行增产以恢复油井生产的工作流程。本文还将举例说明增产作业的实际实施情况和取得的良好效果。马来西亚国家石油公司(PETRONAS)在马来西亚近海的各个油田作业的数百根管柱都安装了某种形式的井下筛管(独立的或作为砾石充填的一部分)来控制砂石和细砂。虽然这些完井初期仍然有效,但水侵会导致PI显著降低。已经确定,这种下降的主要原因是筛管或砾石充填被水调动的细颗粒堵塞,在许多情况下,随后是无机或有机鳞片的沉积。利用现有数字生产监测系统的数据,开发了一套工作流程来识别出现堵塞现象的油井。该工作流程使用了几个因素,如液率下降、GOR、含水率、油藏压力、人工举升性能等,最终列出了一系列井,并对这些井进行了详细的节点分析,以假设表皮减少70%的情况下估算收益。通过工作流程并从增产措施中获得最大收益的井被组合在一起,这样就可以进行基于作业的执行,以优化成本。为每口井制定了详细的定制增产配方,并制定了优化的井位作业方案。在某些情况下,采用扩顶技术代替螺旋管进行了优化。其中4口井已成功进行增产处理,取得了良好的效果,估计总产量为1000桶/天。在许多情况下,作业后的产油率是初始产油率的两倍,在某些情况下甚至高出200%。作业后节点分析表明,在这些井中,高达90%的损伤表皮被清除。优化的运营方案和基于战役的执行,加上其他节省成本的措施,意味着投资回收期不到1个月。其中一口井的PDG数据被广泛用于评估增产前后的井动态。筛管完井中的高损伤表皮是导致马来西亚海上油井重大产量损失的最相关问题之一。本文详细介绍了一种快速、可靠的方法来识别需要增产的此类井。考虑到这些增产作业的经济性,候选井的增产效果非常令人鼓舞。在最初的作业取得成功之后,更多的候选井将在不久的将来排队执行。
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引用次数: 0
Development of Drill Pipes Failure Prediction Models and Operational Management System Using Real-Time Data Analytics and Ai 基于实时数据分析和人工智能的钻杆失效预测模型及运行管理系统的开发
Pub Date : 2022-08-08 DOI: 10.2118/209858-ms
Rodrigo Chamusca Machado, Juan Rizzi, Cristiano Xavier, Leandro Diniz Brandão Rocha, Lucas Oliveira Souza, Paloma Ferreira, Raphael Crespo, Daniel Martins, Victor Chaves, Vinícius Oliveira
The drop on the daily rates for the Drilling Rigs in the recent years has pushed Drilling Contractors in the industry for innovative solutions. Industry 4.0 is bringing many features and technologies to overcome these challenges and help the companies to meet this new scenario. This paper will present how a partnership between Ocyan, an ultra-deep-water Drilling Contractor and RIO Analytics, an A.I. technology company that develops solutions for failure prediction of industrial assets, is using artificial intelligence and Data Analytics to manage and control drill pipes operation and prevent failures, correlating different sources of information. Drill pipe is one of the most critical equipment on a deepwater Drilling Rig and Drill pipes incidents are one of the biggest causes of nonproductive time and unplanned costs in the drilling industry. In most cases, the lack of information about the drill pipes, such as historical and operational efforts related to their individual use make it very hard to investigate an incident that occurred, and consequently, to predict a pipe failure. Also, some operational limits (such as make-up torque and elevator capacity) that are driven by dimensional inspection results are often not used correctly for operational planning, leading to unnecessary risks. To be able to apply failure prediction algorithms and correlate operational and historical information for each individual drill pipe, a web-based software was developed building a valuable database and management system, allowing users to easily navigate for drill pipes information, generate reports, and simulate operational scenarios by providing operation planned tally (list of drill pipes). Warnings are generated as the results for the simulations indicating any risk for operations. Critical situations are made available to the rig crew, immediately transmitted to the Ocyan's Decision Support Center (CSD) and management team onshore, while less critical alerts are recorded in the system for further investigation. Software integrates with different inspection reports formats and automatically updates critical information on drill pipe's database, allowing also to identify invalid or wrong information on these reports, upon inspection criteria used. With the implementation of this predictive maintenance solution, companies aim to increase Operational and Process Safety, avoid NPT and reduce maintenance cost regarding the Drill Pipes. Based on the integration with real-time data from rig sensors and identification of active operational tally, it has been possible to automatically control drilled meters and rotating hours for each drill pipe, which triggers inspection requirements, generating automated work orders for the CMMS. Also, an algorithm was developed to calculate real-time damage in each drill pipe during operation, considering the most significant parameters (such as torque, tension, drilling depth, wear, pressure, dog leg s
近年来,钻机日费用的下降促使钻井承包商寻求创新的解决方案。工业4.0带来了许多功能和技术来克服这些挑战,并帮助公司应对这种新情况。本文将介绍超深水钻井承包商Ocyan与开发工业资产故障预测解决方案的人工智能技术公司RIO Analytics之间的合作,如何使用人工智能和数据分析来管理和控制钻杆操作并防止故障,将不同的信息来源相关联。钻杆是深水钻井平台上最关键的设备之一,钻杆事故是造成钻井行业非生产时间和计划外成本的最大原因之一。在大多数情况下,由于缺乏钻杆的相关信息,例如与钻杆单独使用相关的历史和操作情况,因此很难对发生的事故进行调查,从而很难预测钻杆的故障。此外,一些由尺寸检测结果驱动的操作限制(如补充扭矩和电梯容量)通常不能正确用于操作规划,从而导致不必要的风险。为了能够应用故障预测算法,并将每根钻杆的操作和历史信息关联起来,开发了一个基于web的软件,建立了一个有价值的数据库和管理系统,允许用户轻松导航钻杆信息,生成报告,并通过提供操作计划统计(钻杆列表)来模拟操作场景。警告作为模拟的结果生成,指示操作的任何风险。紧急情况会立即发送给Ocyan的决策支持中心(CSD)和陆上管理团队,而不太严重的警报会记录在系统中,以便进一步调查。软件集成了不同的检查报告格式,并自动更新钻杆数据库中的关键信息,根据使用的检查标准,还可以识别这些报告中的无效或错误信息。通过实施这种预测性维护解决方案,公司的目标是提高操作和过程安全性,避免NPT,降低钻杆的维护成本。基于与钻机传感器实时数据的集成和主动操作计数的识别,可以自动控制每根钻杆的钻米和旋转小时,从而触发检查要求,为CMMS生成自动化工作订单。此外,还开发了一种算法,考虑最重要的参数(如扭矩、张力、钻井深度、磨损、压力、狗腿严重程度、震击等),实时计算每根钻杆在作业过程中的损伤情况,为故障预测提供有价值的信息。
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引用次数: 0
Hierarchical Zeolites from Production Sand Waste as Catalysts for CO2 to Carbon Nanotubes CNTs: Exploration and Production Sustainability 从生产砂废料中提取分级沸石作为二氧化碳到碳纳米管的催化剂:探索和生产的可持续性
Pub Date : 2022-08-08 DOI: 10.2118/209923-ms
Sunisa Watcharasing, Chularat Wattanakit, Anawat Thivasasith, P. Kiattikomol
This project targets to convert sand waste from oil & gas production, which is typically disposed as landfill, to be the higher-value products, called "Hierarchical Zeolites". This project also explores opportunities to lower amount of sand waste to landfill and try to convert CO2 to CNTs, as part of Sustainable Development Goals. Hierarchical Zeolites is developed with nanosheets morphology to overcome limitation of conventional zeolites in terms of, 1) microporous structure improvement to enhance the mass transport through active sites, 2) longer catalyst lifetime, and 3) higher surface area. With these superior characteristics, it is popularly used in wide range of applications ranging from adsorption, separation, and ion-exchange to catalysis. In this work, the Hierarchical Zeolites are utilized as catalysts for CO2 conversion to CNTs, which is the futuristic materials. Methods, The procedure to produce hierarchical zeolites with nanosheet morphology for ZSM-5, and Faujasite (FAU) topologies have been developed. Production sand waste is used as a silica source; after it is passed sand pretreatment and silica extraction steps, for hierarchical zeolites synthesis, to reduce their production cost. Physicochemical properties of the synthesized hierarchical zeolites are analyzed, such as surface area, porosity, topology, and textural properties. These physicochemical properties will be compared with the one obtained using the commercial silica sources. Then, the developed Hierarchical zeolites are applied as catalyst for CNTs production from CO2. The fixed bed Chemical Vapor Deposition (CVD) technique is introduced for CNTs synthesis, as its low energy cost consumption, high quality of CNTs synthesis. The physical properties of CNTs, including tube diameter, graphitic structure (ID/IG). To prove of concept for extracting silica source as a substance for hierarchical zeolite synthesis and use as catalyst for CNTs production from CO2. Two types of hierarchical zeolites nanosheet (ZSM-5, and FAU) have been successfully synthesized from nano silica obtained froms and waste, with high yield more than 75%. The hierarchical-FAU, and hierarchical -FAU-5's performance on CNTs production from CO2 are compared together. It was found that the hierarchical-FAU provide the best catalyst for CNT production with the CNTs yield of 28.9%, the average diameter of 22.8 nm and ID/IGof 0.68. The optimal condition for hierarchical zeolites synthesis will be further applied in the prototype phase, in the 50X up-scaling. This technology is expected to lower an amount of production sand waste disposal to landfill. Moreover, the synthesized hierarchical zeolites will be further explored in other advanced reactions apart from CNTs synthesis, such as catalytic cracking. Hierarchical zeolites from production sand waste are firstly initiated and successfully achieved in PTTEP. From these findings, information will be applied to the process design of Hierarchical zeolites s
该项目旨在将油气生产中通常作为垃圾填埋场处理的砂石废物转化为更高价值的产品,称为“分级沸石”。作为可持续发展目标的一部分,该项目还探索减少填埋砂废物数量的机会,并尝试将二氧化碳转化为碳纳米管。层次化分子筛是一种具有纳米片形态的分子筛,克服了传统分子筛在以下方面的局限性:1)改进了微孔结构,增强了活性位点的质量传递;2)延长了催化剂寿命;3)提高了比表面积。由于这些优越的特性,它被广泛地应用于从吸附、分离、离子交换到催化等领域。在这项工作中,分层沸石被用作二氧化碳转化为碳纳米管的催化剂,碳纳米管是未来的材料。方法:研究了制备纳米级ZSM-5分子筛和Faujasite (FAU)分子筛的工艺。生产砂废作为硅源;后经过砂预处理和二氧化硅萃取等步骤,进行分级沸石合成,降低其生产成本。分析了合成的分级沸石的理化性质,如比表面积、孔隙度、拓扑结构和结构性质。这些物理化学性质将与使用商业二氧化硅源获得的性质进行比较。然后,将所制备的分级沸石作为催化剂应用于二氧化碳合成碳纳米管。采用固定床化学气相沉积(CVD)技术合成碳纳米管,具有能耗低、质量好等优点。CNTs的物理性能包括管径、石墨结构(ID/IG)。为了证明提取二氧化硅源作为合成分级沸石的物质,并将其用作从二氧化碳中生产碳纳米管的催化剂的概念。以纳米二氧化硅和废渣为原料,成功合成了两种分级沸石纳米片ZSM-5和FAU,产率均在75%以上。同时比较了分层- fau和分层-FAU-5在二氧化碳生成碳纳米管方面的性能。结果表明,层次化fau是制备碳纳米管的最佳催化剂,其产率为28.9%,平均直径为22.8 nm, ID/ igp为0.68。在原型阶段,将以50倍的放大倍数进一步应用合成分级沸石的最佳条件。该技术有望减少生产砂废料的填埋量。此外,除了碳纳米管合成外,还将在催化裂化等其他高级反应中进一步探索所合成的分级沸石。在PTTEP中首次从生产砂废料中提取并成功制备了分级沸石。根据这些发现,信息将应用于分级沸石合成的原型和放大阶段的工艺设计。
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引用次数: 0
Research and Application of Integrated Technology of Chemical Sand Control and Stratified Water Injection in Offshore Oilfields Injection Well 海上油田注水井化学防砂与分层注水一体化技术研究与应用
Pub Date : 2022-08-08 DOI: 10.2118/209885-ms
Shunchao Zhao, Yugang Zhou, Jian-hua Bai, T. Fang, Baobing Shang
This paper proposes an integrated technology of chemical sand control and stratified water injection in water injection well, which enlarge the inner diameter of injection well after sand control and achieve flexible stratification of injection layer. Mechanical sand control is the main method for injection wells in offshore oilfields. After sand control, the inner diameter of injection well is small and the number of injection layers is generally 3-4 layers. For reservoirs with strong longitudinal heterogeneity, it's difficult to get higher longitudinal sweep coefficient of driving and better effect of injection. The technology realizes completion by chemical sand control, without screens downhole. The ceramsite whose surface has been treated by crosslinking agent is injected into the well and heated. The crosslinking reaction occurs on the surface of the ceramsite, forming a cement layer with a thickness of 3-5cm and a certain compressive strength of 7.2MPa and a permeability of 5000mD on the wellbore. This cement layer not only can be used as a barrier to retain formation, but also can provide flow channels for fluids. Then, the stratified injection pipe string is run. The developed multi-functional packer contacts and seals the cemented layer to realize the stratification of the injection reservoir. The position and quantity of the packer are designed according to the target injection horizon to achieve flexible stratification. This technology has been successfully applied to 4 wells in the Bohai Oilfield, all of which have the characteristics of large reservoir thickness and strong vertical heterogeneity. The conventional sand control and injection technology makes it difficult for the actual injection volume to reach the target volume, and the water cut of the benefit well continues to rise. After applying the integrated technology, for a directional well with a bore diameter of 9.625 in, the maximum inner diameter can reach 9.625 in, while the inner diameter of traditional sand control methods is only 4.75 in. The number of injection layers exceeds 5, and the actual injection volume meets the designed requirement. The validity period has exceeded 40 months and continues to be effective. The water cut of the benefiting well decreases from 85% to 78%, and the oil production rate increased from 56 m3/d to 72 m3/d. The successful application of the integrated technology provides a new idea for subdivision water injection in offshore oilfields. The increase in the internal diameter of well can reduce the difficulty of operation and increase the water injection rate. The flexible stratification can improve the vertical production degree of reservoir water flooding and the overall effect of water injection.
提出了注水井化学防砂与分层注水一体化技术,通过防砂后扩大注水井内径,实现注入层的柔性分层。机械防砂是海上油田注水井的主要防砂方法。防砂后注入井内径较小,注入层数一般为3-4层。对于纵向非均质性较强的储层,很难获得较高的纵向驱油波及系数和较好的注入效果。该技术通过化学防砂完成完井,无需井下筛管。将表面经交联剂处理过的陶粒注入井中加热。陶粒表面发生交联反应,在井筒上形成厚度为3-5cm、具有一定抗压强度7.2MPa、渗透率为5000mD的水泥层。这种水泥层不仅可以作为储层的屏障,还可以为流体提供流动通道。然后下入分层注入管柱。开发的多功能封隔器与胶结层接触并密封,实现注入油藏分层。根据目标注入层位设计封隔器的位置和数量,实现灵活分层。该技术已成功应用于渤海油田4口井,均具有储层厚度大、垂向非均质性强的特点。常规防砂注砂技术使实际注砂量难以达到目标量,效益井含水率持续上升。应用集成技术后,对于井径为9.625 in的定向井,最大内径可达9.625 in,而传统防砂方法的内径仅为4.75 in。注射层数超过5层,实际注射量满足设计要求。有效期已超过40个月并继续有效。受益井含水率由85%降至78%,产油量由56 m3/d提高至72 m3/d。该综合技术的成功应用为海上油田分段注水提供了新的思路。增加井内径可以降低作业难度,提高注水速度。柔性分层可以提高油藏注水的垂向采出程度和整体注水效果。
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引用次数: 0
Lesson Learnt from First Application of Single Trip Completion with RFID and Unexpected Well Unloading Challenges Against Proven DST Data in Offshore Peninsular Malaysia 根据马来西亚半岛海上已证实的DST数据,RFID单趟完井和意外卸载挑战的首次应用经验
Pub Date : 2022-08-08 DOI: 10.2118/209867-ms
Ainul Azuan Masngot, Suman Kumar, Nurul Iffah M Garib, Mior Yusni Ahmad, Juhari Yang, Tunku Ahmad Farhan Tunku Kamaruddin, Mohd Zubair Mohd Azkah, Abdul Hakim Basri
A 500m open hole horizontal well with 2 segmented sections was completed with Single Trip Completion with RFID technology in July 2021. This is the first application in Petronas asset which resulted into 21% of cost saving in well completion element against conventional two trips completion. Despite successful of well completion, well unloading phase is distressing to meet the expected production target. This paper elaborates on single-trip completion operation with RFID application and challenges faced during well unloading job to deliver one of the highest oil producers in Malaysia Petronas Carigali asset. Radio-frequency identification (RFID) technology offers interventionless in both activation and contingency in well completion activity. The technology utilized the optimal completion activation solution in minimizing the well cost and reducing operational risk, thus, resulted into significant rig time saving. The RFID has facilitated well completion deployment in high angle well in one trip. As conventional new infill well completion phase, well unloading is the vital stage to demonstrate the well completion is upright placed at desired depth and the well completion accessories are fully operated. KX reservoir in PR field was discovered via exploration well and essential downhole tests were deployed namely DST, PBU, Downhole and Surface sampling to obtain as much as reservoir & crude oil data due to its green field reservoir. The FDP team forecasted the production rate as per proven acquired data. Unfortunately, one of the reservoir parameters was predicted undervalued which constrained 3 kbopd additional oil production to be commercially produced. RFID tool of completion accessories has the actuation mechanism which enables for single trip completion, and it eliminates well intervention job, negates the needs of tractor service, and reduces the risk of stuck of tools. The RFID suite of tools offers three activation mechanism which provide utmost flexibility in both downhole equipment activation and contingency methods to optimize the cost further particularly in marginal PR field development. Though getting the achievement of first application of single trip completion with RFID, this project has suffered irresolute GOR during well unloading phase. Higher actual GOR against tested data during DST and PVT sampling caused high flowing pressure at surface which exceeded the PSV (Pressure Safety Valve) setting pressure, thus, hindered the actual technical potential of the promised oil producer in Petronas Carigali asset. RFID is technology enabler for single-trip completion project in PR field which indirectly improves economics of marginal field development. Decent downhole and surface data acquisition during exploration doesn't assure guaranteed reservoir & crude property data to be used during field development plan.
2021年7月,采用RFID单趟完井技术完成了一口500米的2段裸眼水平井。这是马来西亚国家石油公司的第一次应用,与传统的两趟完井相比,它节省了21%的完井成本。尽管完井成功,但卸井阶段很难达到预期的产量目标。本文详细介绍了RFID单趟完井作业,以及马来西亚Petronas Carigali油田产量最高的油田之一的卸井作业所面临的挑战。射频识别(RFID)技术在完井作业中无需干预。该技术采用了最佳完井激活方案,最大限度地降低了钻井成本,降低了作业风险,从而大大节省了钻井时间。RFID技术使得大斜度井的完井作业一次起下钻即可完成。作为常规的新填充井完井阶段,卸井是证明完井在期望深度垂直放置和完井附件完全运行的关键阶段。PR油田的KX油藏是通过探井发现的,由于其为绿色油藏,因此进行了必要的井下测试,即DST、PBU、井下和地面采样,以获得尽可能多的油藏和原油数据。FDP团队根据已证实的数据预测了产量。不幸的是,其中一个储层参数被低估了,这限制了3千桶/天的额外石油产量。RFID完井附件工具具有驱动机构,可实现单趟完井,省去了修井作业,无需牵引器服务,降低了工具卡死的风险。RFID工具套件提供了三种激活机制,为井下设备激活和应急方法提供了最大的灵活性,从而进一步优化成本,特别是在边际PR油田开发中。该项目虽然取得了RFID单趟完井技术首次应用的成果,但在卸井阶段仍存在GOR不稳定的问题。在DST和PVT采样期间,与测试数据相比,较高的实际GOR导致地面流动压力过高,超过了PSV(压力安全阀)设定压力,从而阻碍了Petronas Carigali资产的实际技术潜力。RFID是公关领域单趟完井项目的技术推动者,间接提高了边际油田开发的经济性。在勘探过程中,良好的井下和地面数据采集并不能保证在油田开发计划中使用有保障的油藏和原油属性数据。
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引用次数: 0
Pilot Deployment and Field Validation of Wellbore Strengthening Design Criteria and Enhanced Fracture Gradient in a Depleted Reservoir 在枯竭油藏中进行井眼加固设计标准的试验部署和现场验证
Pub Date : 2022-08-08 DOI: 10.2118/209932-ms
C. Tan, M. S. Razak, Siti Shahara Zakaria, Abiabhar Abitalhah, Wan Nur Safawati Wan Mohd Zainudin
Fracture gradient enhancementtechnology has been developed for drilling mud compounds based on comprehensive large scale laboratory test data which can widen the stable mud weight window for safe and efficient drilling in depleted reservoirs. Based on the laboratory test data, correlations were developed between optimum compound particle size against Young's modulus of the rock and generated fracture width for maximising the wellbore strengthening performance of the compounds. In addition, Enhanced Fracture Gradient (EFG) concept and criteria were developed for the compounds to widen the stable mud weight window. The niche workflow developed for utilisation of the wellbore strengthening design criteria and guidelines was deployedand validated in the pilot deployment of the optimum compound particle size correlations and Enhanced Fracture Gradient criteria in two wellsfor drilling through a depleted reservoir in the Malay Basin.The enhanced fracture gradient was predicted and incorporated into the mud weight programme and mud loss contingency plan of the wells. The wells were drilled with 10 ppb of the optimum mud compounds and the concentration was monitored and maintained throughout the drilling. In the first well, the maximum ECD exceeded the in-situ fracture gradient of the depleted reservoir by 1 ppg without any losses. Following TD of the hole section, an openhole leak-off test was conducted which validated the predicted average EFG of 1.8 ppg above the in-situ fracture gradient. The predicted EFG was within 0.2-0.3 ppg from the openhole leak-off test value. In the second well, the depleted reservoir was exposed to 0.6 ppg above the in-situ fracture gradient and no losses was observed.
在综合大型室内试验数据的基础上,开发了钻井泥浆复合材料的裂缝梯度增强技术,可以扩大稳定泥浆比重窗口,实现衰竭油藏安全高效钻井。根据实验室测试数据,开发了最佳复合颗粒尺寸与岩石杨氏模量和生成裂缝宽度之间的相关性,以最大限度地提高化合物的井筒强化性能。此外,还开发了增强裂缝梯度(EFG)概念和标准,以扩大稳定泥浆比重窗口。利用井眼强化设计标准和指南开发的小范围工作流程,在马来盆地的两口井中进行了最佳复合粒度相关性和增强裂缝梯度标准的试点部署,并得到了验证。预测了裂缝梯度的增加,并将其纳入井的泥浆比重方案和泥浆漏失应急计划。这些井在钻井过程中使用了10 ppb的最佳泥浆化合物,并在整个钻井过程中监测并保持其浓度。在第一口井中,最大ECD超过了枯竭油藏的现场裂缝梯度1ppg,没有任何损失。在井段完井后,进行了裸眼泄漏测试,验证了预测的平均EFG比原位裂缝梯度高1.8 ppg。预测的EFG与裸眼泄漏测试值相差0.2-0.3 ppg。在第二口井中,枯竭的储层暴露在高于原位裂缝梯度0.6 ppg的位置,没有观察到漏失。
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引用次数: 0
Understanding Thermo-Poroelastic Mechanical Stress Induced Damages in Network of Pre-Existing Fractures During Drilling Operation 了解钻井作业中已有裂缝网络中热孔弹性机械应力引起的损伤
Pub Date : 2022-08-08 DOI: 10.2118/209837-ms
Mostafa Gomar, B. Elahifar
In drilling the reservoir sections of a well, one of the most challenging issues is reducing damage to the reservoir by controlling downhole pressure. Many drilling techniques such as underbalanced drilling (UBD) and managed pressure drilling (MPD) are employed to minimize the risks associated with drilling as well as to minimize damage to the porous rock. Even though chemical and physical damages may be short-term and could be repaired by some stimulation techniques, the long-term effects of mechanical damages in porous and fractured reservoirs have received insufficient attention. Accordingly, not only could the above drilling techniques be applied to solve downhole drilling problems, but they also may be used to reduce induced mechanical damages in fractured rocks. This article presents a new method for modeling changes in fracture permeability caused by drilling in fractured rocks. As part of the approach, the finite element method (FEM) is employed to conduct a thermo-poroelastic analysis of stress distributions around the borehole and the displacement discontinuity method (DDM) is used to model fracture deformations. Based on different fracture spacings and fracture inclination angles, we have considered models of regular fracture networks in the present study. This study focuses on the differences in permeability in underbalanced and overbalanced drilling operations that are compared together in different models. Effective stress differences (over 40 MPa) were found along and around borehole periphery. Shear stresses in the oblique fracture network also governed aperture change. Short-term mechanical stresses and long-term thermal and fluid pressures determine the fracture aperture. In the long run, fluid pressure and thermal stresses contribute to long term permeability change of fractures while mechanical stresses cause a short-term change. Underbalanced drilling was simulated to reduce fracture permeability, while cooling and pressurizing of rock encouraged fracture permeability without considering solid particle plugging. Fracture aperture adopts a seesaw pattern in a small-spaced fracture network. When the fracture aperture increases in a fracture, the neighboring fractures experience decreased apertures. Despite the drilling method, fractures intersecting boreholes have reduced permeability after drilling for a long time, as they choked in a few locations along the fracture length. At present, the industry considers managed pressure and underbalanced drilling to be the priority for resolving drilling problems. This paper investigates stress-induced damages in fractured rocks under overbalanced and underbalanced drilling conditions. It is also of significant interest in geothermal reservoirs, where the temperature difference between the rock and the well bore fluid is large. Furthermore, such an analysis would provide the optimal well location from a geomechanical and reservoir engineering standpoint.
在井的储层段钻井中,最具挑战性的问题之一是通过控制井下压力来减少对储层的损害。许多钻井技术,如欠平衡钻井(UBD)和控压钻井(MPD),都是为了将钻井相关的风险降到最低,并将对多孔岩石的破坏降到最低。尽管化学和物理损伤可能是短期的,并且可以通过一些增产技术进行修复,但在多孔和裂缝性储层中,机械损伤的长期影响尚未得到足够的重视。因此,上述钻井技术不仅可用于解决井下钻井问题,还可用于减少裂隙岩石的诱发力学损伤。本文提出了一种模拟裂缝性岩石钻井引起的裂缝渗透率变化的新方法。作为该方法的一部分,采用有限元法(FEM)对井眼周围的应力分布进行热孔弹性分析,并采用位移不连续法(DDM)对裂缝变形进行建模。基于不同的裂缝间距和裂缝倾角,我们在本研究中考虑了规则裂缝网络模型。本研究重点研究了欠平衡和过平衡钻井作业中渗透率的差异,并在不同模型中进行了比较。沿井周及井周有效应力差大于40 MPa。斜向裂缝网络中的剪切应力也控制着裂缝孔径的变化。短期的机械应力和长期的热压力和流体压力决定了裂缝的孔径。从长期来看,流体压力和热应力影响裂缝渗透率的长期变化,而机械应力影响裂缝渗透率的短期变化。模拟欠平衡钻井降低了裂缝渗透率,而在不考虑固体颗粒堵塞的情况下,岩石的冷却和加压提高了裂缝渗透率。裂缝孔径在小间距裂缝网络中呈跷跷板状分布。当一条裂缝的裂缝孔径增大时,相邻裂缝的裂缝孔径减小。尽管采用了钻井方法,但在长时间的钻井后,井眼相交的裂缝会导致渗透率降低,因为沿裂缝长度的一些位置会出现堵塞。目前,业界认为控制压力和欠平衡钻井是解决钻井问题的首要任务。研究了过平衡和欠平衡钻井条件下裂隙岩石的应力损伤。在地热储层中,岩石和井下流体之间的温差很大,这也引起了人们的极大兴趣。此外,从地质力学和油藏工程的角度来看,这种分析可以提供最佳的井位。
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