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Day 3 Wed, November 17, 2021最新文献

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Polymer Outage Strategy for On-Going Polymer Injection Operation in the Sultanate of Oman 阿曼苏丹国正在进行的聚合物注入作业的聚合物中断策略
Pub Date : 2021-12-09 DOI: 10.2118/208202-ms
Y. Svec, O. Kindi, M. Sawafi, R. Farajzadeh, Hanaa Al Sulaimani, Jasper Van Berkel, S. Al-hinai, Moh’d Al Abri, S. Nofli, A. Al-Yahyai, M. Al-Mahrooqi
Polymer outage (or polymer injection unavailability) is undesirable but also inevitable. When it happens, the question is how to respond to it to minimize its adverse impact on the production. This paper presents the rationale for generating a polymer outage strategy to operate a polymer flood field in the southern area of the Sultanate of Oman. The work presented here is based on field performance and analytical analysis. The diagnostic plots were created from 10 years of polymer flood field response and were used for this operating decision. The pros and cons of two scenarios were discussed. The selected operational strategy is to minimize the short falls of polymer outage. The strategy was implemented in the field. Simultaneous injection and production pause (SIPP) is recommended for the full field polymer outage. It minimizes the impact on polymer incremental oil and hence less deferment. Calibrated with the actual results, analytical method is used to determine when to shut down and whether a short of buffer period of water can be tolerated before SIPP is carried out. The polymer literature focus on polymer mechanisms, modeling, project initiation and implementation but no paper discusses the operational strategy on how to respond to field polymer outages. This paper shares our operational learnings and the field results of various polymer operation modes on polymer incremental oil. The learning from this field may be of interest to other operators who are planning or currently implementing polymer flood in their fields.
聚合物中断(或聚合物无法注入)是不希望的,但也是不可避免的。当它发生时,问题是如何应对它,以尽量减少其对生产的不利影响。本文介绍了在阿曼苏丹国南部地区开发聚合物驱油田时制定聚合物中断策略的基本原理。这里介绍的工作是基于现场性能和分析分析。诊断图是根据10年的聚合物驱现场响应创建的,并用于该操作决策。讨论了两种方案的优缺点。所选择的操作策略是尽量减少聚合物中断的短暂损失。该战略已在实地实施。对于全油田的聚合物中断,建议采用同时注入和生产暂停(SIPP)。它最大限度地减少了对聚合物增量油的影响,从而减少了延迟。根据实际结果进行校准,采用分析方法确定何时关闭以及在SIPP进行之前是否可以容忍短时间的水缓冲。聚合物文献集中于聚合物机理、建模、项目启动和实施,但没有一篇论文讨论如何应对现场聚合物中断的操作策略。本文介绍了我们在聚合物增量油上的操作经验和各种聚合物作业模式的现场效果。从该油田的经验教训可能会对其他正在计划或目前在其油田实施聚合物驱的油公司产生兴趣。
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引用次数: 4
Stimulation Workflow Applied on LAPA Pre-Salt Carbonate Field Deep-Water Brazil 巴西深水LAPA盐下碳酸盐岩油田增产作业流程
Pub Date : 2021-12-09 DOI: 10.2118/207370-ms
Hélio Alves Pedrosa, F. Colbert, F. Garcia, R. Gachet, Alberto Carlos Boldrini, Jose Marcio De Souza, Marcelo Oliveira Carrara, R. Okullo, Joan Hernandez Belisario, Ly Amaury Lacerda, D. Goyallon
Lapa is a pre-salt deep-water field located around 270km off the coast of São Paulo, Brazil at Santos basin. This carbonate reservoir lies in water depths of around 2,100m and can produce good quality light 26° API oil. The stimulation in large carbonate reservoirs is very challenging, and techniques used for Lapa were based on chemical divergence. The development in offshore environments requires proper planning, execution, and monitoring to achieve the desired results and, of course, profitability. The matrix acidizing method was chosen to stimulate all wells of this campaign (2 producers and 2 injectors). This method consists of bypassing formation damage and stimulating the reservoir by creating wormholes via chemical pumping. In the design phase, stimulation operations previously performed at this field were reviewed, analyzed, and optimized. The main changes were regarding the completion strategy without the use of coiled tubing and placement during the completion phase as it could optimize the time and the cost for the project. The volumetric rate (gal/ft) was also reduced and the selection of the main fluid changed after several laboratory analysis and software simulations. The Lapa field requires high fluid volumes due to the length of the intended treatment interval. The assembly of a stimulation plant on a supply vessel from operator fleet (multi-purpose FSV – field support vessel) was the most cost-efficient approach to address the high volumes required as there was no Well Stimulation Vessel (WSV) available "on call" in the Brazilian offshore market at that time. This solution could also optimize the vessel fleet while the vessel was not required for pumping as FSV was also equipped with ROV and was mean to carry subsea planned task. The fluid test strategy was also a key point for this successful project as many tests were performed to make sure that the correct fluid system was selected. During this process, several fluid systems and different formulations were submitted for core flow tests and dual core flow tests to evaluate worm holing efficiency of retarded fluids and diversion performance of Chemical diverters. Compatibility tests were also performed, and a mud cake breaker was developed locally, especially for this project. This paper will bring an overview of all aspects regarding Lapa stimulation project since the conception, fluid system selection, laboratory tests, lessons learned and the potentially future strategy for this field.
Lapa是一个盐下深水油田,位于巴西桑托斯盆地圣保罗海岸约270公里处。该碳酸盐岩储层位于水深2100米左右,可产出26°API的优质轻质原油。大型碳酸盐岩储层的增产是非常具有挑战性的,而拉帕油田采用的技术是基于化学散度的。海上环境的开发需要适当的计划、执行和监控,以达到预期的结果,当然还有盈利能力。本次作业的所有井(2口生产井和2口注水井)均采用基质酸化方法进行增产。该方法包括绕过地层损害,通过化学泵送形成虫孔来刺激储层。在设计阶段,对该油田之前进行的增产作业进行了回顾、分析和优化。主要的变化是在完井阶段不使用连续油管和放置完井策略,因为它可以优化项目的时间和成本。经过几次实验室分析和软件模拟后,体积速率(加仑/英尺)也降低了,主流体的选择也发生了变化。由于预期的处理间隔较长,Lapa油田需要很高的流体体积。由于当时巴西海上市场上没有随叫随到的增产船(WSV),因此将增产设备组装在运营商船队(多用途FSV -现场支持船)的供应船上是解决高产量需求的最具成本效益的方法。该解决方案还可以在不需要泵送的情况下优化船队,因为FSV还配备了ROV,旨在执行海底计划任务。流体测试策略也是该项目成功的关键,因为进行了许多测试,以确保选择了正确的流体系统。在此过程中,提交了几种流体体系和不同配方进行岩心流动测试和双岩心流动测试,以评估缓速流体的蜗杆钻进效率和化学暂堵剂的导流性能。还进行了相容性测试,并在当地开发了一种泥浆破饼机,特别是针对该项目。本文将概述Lapa增产项目的各个方面,从概念、流体系统选择、实验室测试、经验教训和该领域潜在的未来战略。
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引用次数: 0
Maximizing Recovery from a Depleted Oil Rim Carbonate Reservoir Through an Integrated FDP Approach: Case Study Onshore Field Abu Dhabi, UAE 通过综合FDP方法最大限度地提高枯竭油环碳酸盐岩油藏的采收率:以阿联酋阿布扎比陆上油田为例
Pub Date : 2021-12-09 DOI: 10.2118/207313-ms
M. F. Fathalla, M. A. Al Hosani, I. Mohamed, A. A. Al Bairaq, Aditya Ojha, S. Mengal, Y. Pramudyo, R. Nachiappan, I. O. Bankole
This paper examines risk and rewards of co-development of giant reservoir has gas cap concurrently produce with oil rim. The study focus mainly on the subsurface aspects of developing the oil rim with gas cap and impact recoveries on both the oil rim and gas cap. The primary objective of the project was to propose options to develop oil rims and gas cap reservoir aiming to maximize the recovery while ensuring that the gas and condensate production to the network are not jeopardized and the existing facility constraints are accounted. Below are the specific project objectives for each of the reservoirs: To evaluate the heterogeneities of the reservoir using available surveillance information data.To evaluate the reservoir physics and define the depleted oil rims current Gas oil contact and Water Oil Contact using the available surveillance information and plan mitigate reservoir management plan.To propose strategies in co-development plan with increase in oil rim recovery without impact on gas cap recovery.To propose the optimum Artificial methods to extended wells life by minimize the drawn down and reduce bottom head pressure.To propose methods to reduce the well head pressure to reduce back pressure on the wells. The methodology adopted in this study is based on the existing full field compositional reservoir simulation model for proposing different strategical co-development scenario: Auto gas lift Pilot implementation phase.Reactivate using Auto gas lift all the in-active wells.Propose the optimum wells drilling and completion design, like MRC, ERD and using ICV to control water and gas breakthrough.Proposing different field oil production plateauPropose different water injection scheme The study preliminary findings that extended reach drilling (ERD) wells were proposed, The ability to control gas and water breakthrough along the production section will be handled very well by deploying the advanced flow control valves, reactivation of existing Oil rim wells with Artificial lift increases Oil Rim recovery factor, and optimize offtake of gas cap and oil rim is crucial for increase the recovery factories of oil Rim and gas cap.
本文考察了气顶与油环并产的巨型油藏协同开发的风险与收益。该研究主要集中在开发含气顶油环的地下方面,以及对油环和气顶采收率的影响。该项目的主要目标是提出开发油环和气顶油藏的方案,旨在最大限度地提高采收率,同时确保网络的天然气和凝析油生产不受影响,并考虑到现有设施的限制。以下是每个水库的具体项目目标:利用现有的监测信息数据评估水库的非均质性。利用现有的监测信息,评估储层物理特性,确定枯竭油圈当前的油气接触面和水油接触面,并制定相应的油藏管理计划。提出在不影响气顶采收率的前提下提高油环采收率的协同开发方案策略。通过减小井底压头和井底压头,提出延长油井寿命的最佳人工方法。提出了降低井口压力的方法,以降低井的背压。本研究采用的方法基于现有的全油田油藏组成模拟模型,提出了不同的战略协同开发方案:自动气举试点实施阶段。使用自动气举重新激活所有处于活动状态的井。提出MRC、ERD、利用ICV控制水、气窜等最佳钻完井设计方案。提出不同的油田采油平台提出不同的注水方案提出了大位移钻井(ERD)井的初步研究结果,通过部署先进的流量控制阀,可以很好地控制生产段的气和水突破,通过人工举升重新激活现有油环井,可以提高油环采收率。优化气顶、油环采油是提高油环、气顶采收率的关键。
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引用次数: 0
Block 61 Drilling Fluids Optimization Journey 61区块钻井液优化之旅
Pub Date : 2021-12-09 DOI: 10.2118/207259-ms
Majda Jan Mohammad, Muneer Al Noumani, I. Cameron, Younis Al Masoudi
BP operates Khazzan & Ghazeer fields in the Sultanate of Oman with the aim to deliver safe, reliable and efficient wells. Efficiencies within drilling fluids design form part of a greater continuous improvement cycle to well delivery cost. With fluids spend contributing to a significant portion of the executed well cost (typically 15 % in Oman), fluids design changes hold the potential to yield positive cost savings (where well performance is maintained). This paper presents the areas of fluids design which were explored to reduce fluids spend as part of the continuous improvement cycle. Combined, the changes to fluids design evolved to reduce the fluids cost of Barik vertical wells to 6% of total well cost. All avenues of fluids design and the costs associated with the fluids operation in Oman were viewed as being in scope for change to maintain overbalance hydrostatic pressure on fluids spend. The methodology employed to reduce fluids spend can be described in four steps as per continuous improvement roadmaps; identify the cost saving project, the key enablers which allow the cost saving to be realized, risk/reward analysis where low risk/high reward projects were accelerated as priority and placed to the front of the queue for field trial and where a trial outcome is positive, the change is introduced permanently to the operation. This process worked well in continuously pushing fluid performance and reducing the fluids spend in Oman. The scope of change to fluids design was wide, with each ‘value adding project’ providing its own cumulative cost benefit. The projects which contributed to significantly reducing the overall fluids spend in Oman focused on personnel, fluid type selection, fluids formulation optimization, wellbore strengthening, fluid consumption and recycling, drilling fluids practice and brine selection. Reductions in fluids spend were accompanied with an improved well performance. Well delivery times being continuously observed to improve throughout the campaign (63 days vs 42 days). Whilst the fluids design is not directly responsible for this outcome, it does highlight that the changes made to fluids design positively influenced the improved well delivery performance. The drilling fluids optimization initiatives resulted in significant time and cost saving thus reduction in overall Barik vertical well drilling cost. Drilling fluids cost is reduced by over 55% without impact on safety and drilling performance.
BP在阿曼苏丹国运营Khazzan & Ghazeer油田,旨在提供安全、可靠和高效的油井。钻井液设计的效率是油井交付成本持续改进周期的一部分。在阿曼,流体成本占到已执行井成本的很大一部分(通常为15%),因此,流体设计的改变有可能产生积极的成本节约(在保持井性能的情况下)。本文介绍了流体设计领域的探索,以减少流体的消耗,作为持续改进周期的一部分。综上所述,流体设计的变化将Barik直井的流体成本降低到总成本的6%。在阿曼,流体设计的所有途径和与流体作业相关的成本都被认为是可以改变的,以保持流体静压对流体支出的过平衡。根据持续改进路线图,减少流体消耗的方法可以分为四个步骤;确定节省成本的项目,实现成本节约的关键因素,风险/回报分析,将低风险/高回报的项目作为优先级加速,并放在现场试验队列的前面,如果试验结果是积极的,则该变化将永久引入操作中。在阿曼,该工艺在持续提高流体性能和减少流体消耗方面效果良好。流体设计的变化范围很广,每个“增值项目”都提供了自己的累积成本效益。在阿曼,有助于显著降低总体流体支出的项目主要集中在人员、流体类型选择、流体配方优化、井筒强化、流体消耗和回收、钻井液实践和盐水选择等方面。随着钻井液消耗的减少,井的性能也得到了改善。油井交付时间在整个活动期间持续改善(63天vs 42天)。虽然流体设计并不是直接导致这一结果的原因,但它确实强调了流体设计的改变对改善井的交付性能产生了积极的影响。钻井液优化方案大大节省了时间和成本,从而降低了Barik直井的总体钻井成本。在不影响安全和钻井性能的情况下,钻井液成本降低了55%以上。
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引用次数: 0
Full Waveform Inversion for the Near Surface Characterization, Onshore UAE, Case Study 近地表特征全波形反演,阿联酋陆上,案例研究
Pub Date : 2021-12-09 DOI: 10.2118/207492-ms
R. Dixit, P. Vasilyev, I. Mihaljević, M. Tham, D. Vígh, A. Zarkhidze, G. Cambois, M. Mahgoub
Full-waveform inversion (FWI) has become a well-established method for obtaining a detailed earth model suitable for improved imaging, near-surface characterization and pore-pressure prediction. FWI for onshore data has always been challenging and has seen limited application (Vigh et al, 2018). It requires a dedicated data processing approach related to the lower signal-to-noise ratio, accounting for variable topography and complex near-surface related effects. During the past few years, ADNOC has been acquiring and processing one of the world's largest combined 3D onshore and offshore seismic surveys in the Emirate of Abu Dhabi. The modern acquisition parameters that were implemented enabled the acquisition of broadband onshore seismic data rich in low frequencies that could benefit the initial stages of the FWI workflow. Sand dunes and sabkha layers at the surface, and high-velocity carbonate and dolomite layers in the subsurface pose a significant challenge for near-surface modeling in the UAE. The purpose of this work is to evaluate FWI application onshore UAE for near-surface characterization. We will compare the FWI results with conventional approaches for the near-surface model building that has been used routinely on land datasets in UAE, such as data-driven image-based statics (DIBS, Zarubov et al, 2019). One of the main challenges is data preconditioning, as onshore seismic data typically exhibits high levels of noise. It is imperative to denoise gathers sufficiently prior to the FWI process. A well sonic velocity function with large smoothing was used to build the starting velocity model for FWI. The process aims to minimize the least-squared difference between predicted and observed seismic responses by means of updating the model on which the prediction is based. As the predicted and seismic responses are functions of model parameters as well as source signature, a good estimate of the source wavelet is important for update and convergence in FWI. During this FWI work, source wavelet inversion was done as a separate step and used in subsequent FWI passes. FWI inversion started with adjustive FWI (Kun et al, 2015) on lower frequencies, moving to higher frequencies where both adjustive and least square objective functions were used. We will further show assessment of the anisotropy, initial conditions, usage of geological constraints, and comparisons to the conventional solutions. A comparison of results shows that FWI has successfully added velocity details to the near-surface model that follow the geological trend and conforms to well information while producing a plausible static solution. We have demonstrated the application of FWI onshore UAE for near-surface modeling. Although turnaround time (TAT) has increased compared to the conventional approach, the learning that was gained during this trial will decrease TAT for the future FWI work.
全波形反演(FWI)已成为一种获得详细地球模型的成熟方法,适用于改进成像、近地表表征和孔隙压力预测。陆上数据的FWI一直具有挑战性,并且应用有限(Vigh等人,2018)。它需要一种与较低信噪比相关的专用数据处理方法,考虑到多变的地形和复杂的近地表相关影响。在过去的几年中,ADNOC一直在阿布扎比酋长国收购和处理世界上最大的陆上和海上三维地震调查之一。采用现代采集参数,可以采集丰富的低频宽带陆上地震数据,有利于FWI工作流程的初始阶段。在阿联酋,地表的沙丘和sabkha层以及地下的高速碳酸盐和白云岩层对近地表建模构成了重大挑战。这项工作的目的是评估FWI在阿联酋陆上近地面的应用。我们将比较FWI结果与阿联酋陆地数据集常规使用的近地表模型构建的传统方法,如数据驱动的基于图像的静态(DIBS, Zarubov等,2019)。其中一个主要的挑战是数据预处理,因为陆上地震数据通常显示出高水平的噪声。在FWI处理之前,必须对采集信号进行充分的降噪。采用平滑度较大的声速函数建立了FWI启动速度模型。该过程旨在通过更新预测所依据的模型,使预测和观测地震反应之间的最小二乘差最小化。由于预测响应和地震响应是模型参数和震源特征的函数,因此良好的震源小波估计对FWI的更新和收敛具有重要意义。在FWI工作中,源小波反演作为一个单独的步骤进行,并用于后续的FWI工作。FWI反演从较低频率的可调FWI (Kun et al ., 2015)开始,移动到使用可调和最小二乘目标函数的较高频率。我们将进一步展示各向异性的评估、初始条件、地质约束的使用,以及与常规解决方案的比较。对比结果表明,FWI成功地将速度细节添加到近地表模型中,该模型遵循地质趋势,符合井信息,同时产生了合理的静态解决方案。我们已经展示了FWI在阿联酋陆上近地面建模中的应用。虽然与传统方法相比,周转时间(TAT)增加了,但在本次试验中获得的经验将减少未来FWI工作的TAT。
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引用次数: 0
Accelerating Hydrocarbon Maturation and Project Delivery by 30% with Digitalization - Standardizing on the Fly Analysis to Enable Informed Decision Making Using Petabytes of Petro Technical Data 通过数字化,加速30%的油气成熟度和项目交付——标准化动态分析,利用pb级的石油技术数据做出明智的决策
Pub Date : 2021-12-09 DOI: 10.2118/207711-ms
H. Gupta, Beth Farmer, S. Large, Majda Balushi, Laila Saadi, K. Kumar, Carlos Alberto Moreno, Mohammed Ruqaishi, Yusra Busaidi, H. Hillgartner, B. Agarwal, S. Abri
In recent years, with the steep drop and increased volatility in oil price, there is an urgency for making our field (re-development) plans more dynamic and efficient with faster payback and with particular emphasis on robustness against uncertainties. This paper describes a root cause analysis and a methodology to achieve up to ~30% improvement in field development planning project cycle and developing a better-integrated reservoir understanding. A comprehensive integrated analysis of available data is a key success criterion for robust decision-making. A detailed value stream mapping and a timeline analysis for data analysis in the hydrocarbon maturation process revealed that our process cycle efficiency is only 16% with a significant room for improvement. Any improvement can be directly translated to man-hour cost saving and acceleration of oil delivery. Effective use of technology and digitalization for knowledge management, standardized ways of working and easy access to historical data, analysis and diagnostics were identified as key focus areas to improve delivery. An innovative process and web based digital platform, iResDAT, is developed for accelerating data analysis. It mines from volumes of petro-technical databases and translates data into standardized diagnostics using latest data analytics and visualization technologies. It has already reduced dramatically the time to mine critical subsurface data and prepare required integrated diagnostics that are auditable and can be re-created in a few seconds. Based on the early pilot studies the cycle time reduction in the data analysis phase is close to 30% with improved quality and standardization of the integrated analysis. It has already transformed the ways of working where the subsurface discussion can happen across disciplines using a single platform that enforces early integration for reservoir understanding and associated uncertainty characterization. It is a web-based platform where the diagnostic dashboards are crowd sourced; sustained and enhanced by the business to ensure the relevance and sustainability with the Corporate Data Management and IT functions. It is a building block towards quality controlled and auditable data analysis and interpreted dataset, which may form the backbone for any advanced analytics in future to enable digitally enabled hydrocarbon maturation.
近年来,随着石油价格的急剧下降和波动性的增加,我们迫切需要使我们的油田(再开发)计划更加动态和高效,更快地获得回报,并特别强调对不确定性的稳健性。本文介绍了一种根本原因分析和方法,可以将油田开发规划项目周期提高30%,并更好地综合了解油藏。对现有数据进行全面综合分析是做出稳健决策的关键成功标准。详细的价值流图和油气成熟过程数据分析的时间轴分析表明,我们的工艺循环效率仅为16%,还有很大的提高空间。任何改进都可以直接转化为工时成本的节省和油的加速输送。有效利用技术和数字化知识管理,标准化的工作方式,轻松访问历史数据,分析和诊断被确定为改善交付的关键重点领域。一个创新的过程和基于网络的数字平台,iResDAT,为加速数据分析开发。它从大量的石油技术数据库中进行挖掘,并使用最新的数据分析和可视化技术将数据转换为标准化诊断。它已经大大减少了挖掘关键地下数据和准备所需的集成诊断的时间,这些诊断是可审计的,并且可以在几秒钟内重新创建。根据早期的试点研究,数据分析阶段的周期时间缩短了近30%,综合分析的质量和标准化得到了提高。它已经改变了工作方式,使用单一平台可以跨学科地进行地下讨论,从而强制进行油藏理解和相关不确定性表征的早期集成。它是一个基于网络的平台,其中的诊断仪表板是众包的;由业务维持和加强,以确保与企业数据管理和IT功能的相关性和可持续性。它是质量控制和可审计数据分析和解释数据集的基石,可能成为未来任何高级分析的支柱,以实现数字化油气成熟。
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引用次数: 0
Achieving Operational Efficiencies from a Centralized Alarm Management System 通过集中报警管理系统实现操作效率
Pub Date : 2021-12-09 DOI: 10.2118/208034-ms
Mahmoud AbdulHameed Al Mahmoud, Joseph Sylvester Pius David, Askar Jaffer
Alarm Management Systems ("AMS") have been adopted in the oil & gas industry where several benefits were realized. Such as improved panel operator effectiveness, maintaining higher levels of plant uptime and integrity, reducing the number of abnormal situation. Which ultimately leads to higher asset productivity. Several OPCO have multiple operational assets/sites that are geographically diverse. Where each asset might have a different Integrated Control System ("ICS") due to the time and availability of technology at the time of commissioning. Requiring diverse locally implemented AMS. A unified CAMS thus reduces time and effort to develop, deploy, and maintain alarm systems and is an essential toolkit for enhanced safe operation of the plant. Some sites have multiple plants wuth common pocess control section. The process control enginners needs to visit individual plants access DCS alalrms. By carryinhour corporate alarm management, engibbers at their office PCs have the access to the DCS alarms. Implementing CAMS requires the presence of a robust data presence infrastructure in place. Notably a centralized plant information management system, where several real time data points with regards to alarms and operator inputs can be captured. A CAMS unifies the approach of how alarm management is conducted in the company. Where a CAMS system generates a set of standard and custom templates that highlight the performance of each operating asset/shift/panel operator. Providing insights into the performance of each asset, efficiency of each operational shift and response of the panel operators. That when addressed, will lead to an overall performance and production of the operational asset. With this alarm management data, it can be further enhanced through data analytics to identify areas where operational efficiencies can be achieved. Additionally, the CAMS reduces the times and effort to deploy an alarm management system for any future operating asset expansions. CAMS coupled with real time data and Machine learning algorithms, past behaviours of the plant can be correlated, which can then be utilised for future predictions on alarms. This would further enhance our data driven decision-making, and would reduce the dependence on personal driven decisions. It can be concluded, that the CAMS is worthy investment for operating companies that have geographical/ICS diverse operational assets.
警报管理系统(AMS)已被应用于石油和天然气行业,并实现了几个好处。如提高面板操作员的效率,保持较高水平的工厂正常运行时间和完整性,减少异常情况的数量。这最终会带来更高的资产生产率。一些OPCO拥有多个运营资产/站点,这些资产/站点分布在不同的地理位置。由于调试时技术的时间和可用性,每个资产可能有不同的集成控制系统(ICS)。需要不同的本地实施的AMS。统一的CAMS因此减少了开发、部署和维护报警系统的时间和精力,并且是增强工厂安全运行的基本工具包。一些站点有多个具有共同过程控制部分的工厂。过程控制工程师需要到各个工厂访问DCS告警。通过进行小时企业报警管理,员工在其办公室pc上可以访问DCS报警。实现CAMS需要一个健壮的数据存在基础设施。值得注意的是集中式工厂信息管理系统,可以捕获有关警报和操作员输入的几个实时数据点。CAMS统一了在公司中如何进行报警管理的方法。其中CAMS系统生成一组标准和自定义模板,突出显示每个操作资产/移位/面板操作员的性能。提供对每个资产的性能,每个操作班次的效率和面板操作员的响应的见解。如果解决了这个问题,将导致运营资产的整体性能和生产。有了这些警报管理数据,可以通过数据分析进一步增强,以确定可以实现运营效率的领域。此外,CAMS减少了部署报警管理系统的时间和工作量,以应对未来的运营资产扩张。CAMS与实时数据和机器学习算法相结合,可以将工厂过去的行为关联起来,然后可以将其用于未来的警报预测。这将进一步增强我们的数据驱动决策,并减少对个人驱动决策的依赖。综上所述,对于拥有地理/ICS多样化运营资产的运营公司来说,CAMS是值得投资的。
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引用次数: 0
Fugitive Emission Monitoring System Using Land-Based Sensors for Industrial Applications 工业用陆基传感器无组织排放监测系统
Pub Date : 2021-12-09 DOI: 10.2118/207822-ms
Arjun Roy, Senthilkumar Datchanamoorthy, Sangeeta Nundy, Bhaskerrao Keely, Okja Kim, Godine Chan
Metal-oxide based emission detection sensors are typically used for point measurements of hydrocarbon emissions. They are low-cost sensors and can be used for continuous monitoring of emissions. This paper describes an analytical framework that uses time series data from a collection of such sensors deployed at a customer site, along with weather conditions, to detect anomalies in emission data, identify possible emission sources and estimate the leak rate from fugitive emissions. The analytical framework also comprises an optimization module that helps in determining the optimal number of sensors required and their potential location at a customer site. The paper discusses results of the different steps in the analytical framework obtained using concentration data generated using numerical simulations and obtained through controlled leak field tests.
基于金属氧化物的排放检测传感器通常用于烃类排放的点测量。它们是低成本的传感器,可用于持续监测排放。本文描述了一个分析框架,该框架使用部署在客户现场的此类传感器集合的时间序列数据以及天气条件来检测排放数据中的异常情况,识别可能的排放源并估计逸散排放的泄漏率。分析框架还包括一个优化模块,该模块有助于确定所需传感器的最佳数量及其在客户现场的潜在位置。本文讨论了利用数值模拟生成的浓度数据和通过受控泄漏场试验获得的分析框架中不同步骤的结果。
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引用次数: 1
Accelerating Subsurface Data Processing and Interpretation with Cloud-Based Full Waveform Inversion Systems 利用基于云的全波形反演系统加速地下数据处理和解释
Pub Date : 2021-12-09 DOI: 10.2118/207744-ms
Sirivan Chaleunxay, N. Shah
Understanding the earth's subsurface is critical to the needs of the exploration and production (E&P) industry for minimizing risk and maximizing recovery. Until recently, the industry's service sector has not made many advances in data-driven automated earth model building from raw exploration seismic data. But thankfully, that has now changed. The industry's leading technique to gain an unprecedented increase in resolution and accuracy when establishing a view of the interior of the earth is known as the Full Waveform Inversion (FWI). Advanced formulations of FWI are capable of automating subsurface model building using only raw unprocessed data. Cloud-based FWI is helping to accelerate this journey by encompassing the most sophisticated waveform inversion techniques with the largest compute facility on the planet. This combines to give verifiable accuracy, more automation and more efficiency. In this paper, we describe the transformation of enabling cloud-based FWI to natively take advantage of the public cloud platform's main strength in terms of flexibility and on-demand scalability. We start from lift-and-shift of a legacy MPI-based application designed to be run by a traditional on-prem job scheduler. Our specific goals are to (1) utilize a heterogeneous set of compute hardware throughout the lifecycle of a production FWI run without having to provision them for the entire duration, (2) take advantage of cost-efficient spare-capacity compute instances without uptime guarantees, and (3) maintain a single codebase that can be run both on on-prem HPC systems and on the cloud. To achieve these goals meant transitioning the job-scheduling and "embarrassingly parallel" aspects of the communication code away from using MPI, and onto various cloud-based orchestration systems, as well as finding cloud-based solutions that worked and scaled well for the broadcast/reduction operation. Placing these systems behind a customized TCP-based stub for MPI library calls allows us to run the code as-is in an on-prem HPC environment, while on the cloud we can asynchronously provision and suspend worker instances (potentially with very different hardware configurations) as needed without the burden of maintaining a static MPI world communicator. With this dynamic cloud-native architecture, we 1) utilize advanced formulations of FWI capable of automating subsurface model building using only raw unprocessed data, 2) extract velocity models from the full recorded wavefield (refractions, reflections and multiples), and 3) introduce explicit sensitivity to reflection moveout, invisible to conventional FWI, for macro-model updates below the diving wave zone. This makes it viable to go back to older legacy datasets acquired in complex environments and unlock considerable value where FWI until now has been impossible to apply successfully from a poor starting model.
了解地球地下的情况对勘探和生产(E&P)行业的需求至关重要,以最大限度地降低风险和最大化采收率。直到最近,该行业的服务部门还没有在基于原始勘探地震数据的数据驱动的自动化地球模型构建方面取得多少进展。但幸运的是,这种情况现在已经改变了。业界领先的技术是全波形反演(FWI),在建立地球内部视图时,可以获得前所未有的分辨率和精度提高。先进的FWI配方能够仅使用未经处理的原始数据自动建立地下模型。基于云的FWI通过将最复杂的波形反演技术与地球上最大的计算设施相结合,帮助加速了这一进程。这结合了可验证的准确性,更多的自动化和更高的效率。在本文中,我们描述了使基于云的FWI能够本地利用公共云平台在灵活性和按需可扩展性方面的主要优势的转变。我们从一个遗留的基于mpi的应用程序开始,该应用程序被设计为由传统的本地作业调度器运行。我们的具体目标是:(1)在生产FWI运行的整个生命周期中利用一组异构的计算硬件,而不必在整个持续时间内提供它们;(2)在没有正常运行时间保证的情况下利用经济高效的空闲容量计算实例;(3)维护一个既可以在本地HPC系统上运行又可以在云上运行的代码库。为了实现这些目标,意味着将作业调度和通信代码的“令人尴尬的并行”方面从使用MPI转移到各种基于云的编排系统,以及寻找基于云的解决方案,这些解决方案可以很好地用于广播/缩减操作。将这些系统放置在MPI库调用的定制的基于tcp的存根之后,允许我们在本地HPC环境中按原样运行代码,而在云上,我们可以根据需要异步地提供和暂停工作实例(可能具有非常不同的硬件配置),而无需维护静态MPI世界通信器的负担。利用这种动态的云原生架构,我们1)利用先进的FWI配方,仅使用未经处理的原始数据就能自动建立地下模型,2)从完整记录的波场(折射、反射和倍数)中提取速度模型,3)引入反射移动的明确灵敏度,传统FWI不可见,用于潜水波区以下的宏观模型更新。这使得在复杂环境中获取旧的遗留数据集成为可能,并释放出相当大的价值,直到现在,FWI还无法从一个糟糕的初始模型中成功应用。
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引用次数: 0
Intelligent Fracture Diagnostic Procedure Using Smart Microchip Proppants Data 使用智能Microchip支撑剂数据的智能裂缝诊断程序
Pub Date : 2021-12-09 DOI: 10.2118/208195-ms
Vuong Van Pham, Amirmasoud Kalantari Dahaghi, S. Negahban, W. Fincham, A. Babakhani
Unconventional oil and gas reservoir development requires an understanding of the geometry and complexity of hydraulic fractures. The current categories of fracture diagnostic approaches include methods for near-wellbore (production and temperature logs, tracers, borehole imaging) and far-field techniques (micro-seismic fracture mapping). These techniques provide an indirect and/or interpreted fracture geometry. Therefore, none of these methods consistently provides a fully detailed and accurate description of the character of created hydraulic fractures. This study proposes a novel approach that uses direct data from the injected fine size and battery-less Smart MicroChip Proppants (SMPs) to map the fracture geometry. This novel approach enables direct, fast, and smart of the received high-resolution geo-sensor data from the SMPs collected in high pressure and high-temperature environment and maps the fracture network using the proposed Intelligent and Integrated Fracture Diagnostic Platform (IFDP), which is a closed-loop architecture and is based on multi-dimensional projection, unsupervised clustering, and surface reconstruction. Affine transformation and a shallow ANN are integrated to control the stochasticity of clustering. IFDP proves its efficacy in fracture diagnostics for 3 in-house design synthetic fracture networks, with 100% consistency, rated "fairly satisfied" to "highly satisfied" in prediction capability, and between 85-100% in execution robustness. The integration of the couple affine transformation-ANN increases the performance of unsupervised clustering in IFDP.
非常规油气储层的开发需要了解水力裂缝的几何形状和复杂性。目前的裂缝诊断方法包括近井方法(产量和温度测井、示踪剂、井眼成像)和远场技术(微地震裂缝作图)。这些技术提供了间接和/或解释裂缝的几何形状。因此,这些方法都不能对水力裂缝的特征提供完整、详细和准确的描述。该研究提出了一种新方法,利用注入的细尺寸和无电池的Smart MicroChip支撑剂(SMPs)的直接数据来绘制裂缝几何形状。这种新方法可以直接、快速、智能地处理高压高温环境下smp采集的高分辨率地理传感器数据,并使用智能综合裂缝诊断平台(IFDP)绘制裂缝网络图。IFDP是一种闭环架构,基于多维投影、无监督聚类和表面重建。结合仿射变换和浅层人工神经网络控制聚类的随机性。IFDP在3个自行设计的合成裂缝网络的裂缝诊断中证明了其有效性,预测能力达到100%的一致性,“相当满意”到“高度满意”,执行稳健性在85-100%之间。耦合仿射变换与人工神经网络的结合提高了IFDP中无监督聚类的性能。
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引用次数: 0
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