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Digital Oil Field; The NPDC Experience 数字油田;NPDC经验
Pub Date : 2021-08-02 DOI: 10.2118/207169-ms
H. Ijomanta, Lukman Lawal, Onyeka Ike, Raymond Olugbade, Fanen Gbuku, Charles Akenobo
This paper presents an overview of the implementation of a Digital Oilfield (DOF) system for the real-time management of the Oredo field in OML 111. The Oredo field is predominantly a retrograde condensate field with a few relatively small oil reservoirs. The field operating philosophy involves the dual objective of maximizing condensate production and meeting the daily contractual gas quantities which requires wells to be controlled and routed such that the dual objectives are met. An Integrated Asset Model (IAM) (or an Integrated Production System Model) was built with the objective of providing a mathematical basis for meeting the field's objective. The IAM, combined with a Model Management and version control tool, a workflow orchestration and automation engine, A robust data-management module, an advanced visualization and collaboration environment and an analytics library and engine created the Oredo Digital Oil Field (DOF). The Digital Oilfield is a real-time digital representation of a field on a computer which replicates the behavior of the field. This virtual field gives the engineer all the information required to make quick, sound and rational field management decisions with models, workflows, and intelligently filtered data within a multi-disciplinary organization of diverse capabilities and engineering skill sets. The creation of the DOF involved 4 major steps; DATA GATHERING considered as the most critical in such engineering projects as it helps to set the limits of what the model can achieve and cut expectations. ENGINEERING MODEL REVIEW, UPDATE AND BENCHMARKING; Majorly involved engineering models review and update, real-time data historian deployment etc. SYSTEM PRECONFIGURATION AND DEPLOYMENT; Developed the DOF system architecture and the engineering workflow setup. POST DEPLOYMENT REVIEW AND UPDATE; Currently ongoing till date, this involves after action reviews, updates and resolution of challenges of the DOF, capability development by the operator and optimizing the system for improved performance. The DOF system in the Oredo field has made it possible to integrate, automate and streamline the execution of field management tasks and has significantly reduced the decision-making turnaround time. Operational and field management decisions can now be made within minutes rather than weeks or months. The gains and benefits cuts across the entire production value chain from improved operational safety to operational efficiency and cost savings, real-time production surveillance, optimized production, early problem detection, improved Safety, Organizational/Cross-discipline collaboration, data Centralization and Efficiency. The DOF system did not come without its peculiar challenges observed both at the planning, execution and post evaluation stages which includes selection of an appropriate Data Gathering & acquisition system, Parts interchangeability and device integration with existing field devices, high data latency
本文介绍了oml111油田数字化油田(DOF)实时管理系统的实施概况。Oredo油田主要是一个逆行凝析油田,有几个相对较小的油藏。现场作业理念涉及最大限度地提高凝析油产量和满足每日合同天然气量的双重目标,这需要对井进行控制和布线,以满足双重目标。集成资产模型(IAM)(或集成生产系统模型)的目标是为满足油田目标提供数学基础。IAM与模型管理和版本控制工具、工作流编排和自动化引擎、强大的数据管理模块、先进的可视化和协作环境以及分析库和引擎相结合,创建了Oredo数字油田(DOF)。数字油田是油田在计算机上的实时数字表示,它复制了油田的行为。这个虚拟油田为工程师提供了所需的所有信息,使他们能够在不同能力和工程技能的多学科组织中,通过模型、工作流程和智能过滤的数据,做出快速、合理的油田管理决策。DOF的创建涉及4个主要步骤;数据收集被认为是此类工程项目中最关键的,因为它有助于设定模型可以实现的限制并降低期望。工程模型的评审、更新和对标;主要涉及工程模型的审查和更新,实时数据历史部署等。系统预配置和部署;制定了自由度系统架构和工程流程设置。部署后的审查和更新;目前,这项工作正在进行中,包括作业后的评估、DOF挑战的更新和解决、运营商的能力开发以及优化系统以提高性能。Oredo油田的DOF系统使油田管理任务的集成、自动化和简化成为可能,并大大缩短了决策周转时间。作业和现场管理决策现在可以在几分钟内做出,而不是几周或几个月。从提高作业安全性到提高作业效率和节约成本、实时生产监控、优化生产、早期问题发现、提高安全性、组织/跨学科协作、数据集中化和效率,这些收益和好处贯穿整个生产价值链。DOF系统在规划、执行和后期评估阶段都遇到了一些特殊的挑战,包括选择合适的数据收集和采集系统、部件互换性和设备与现有现场设备的集成、由于带宽、信号强度等原因导致的高数据延迟、井口传感器和变送器在作业期间(如钢丝绳和WHM活动)的损坏、电池寿命短、维护等。以及更换频率等。这些挑战影响了项目进度和成本,但也为公司提供了很好的经验教训,并改善了DOF的学习曲线。Oredo数字油田代表了石油和天然气行业的未来,与工业4.0的特性相结合,使用数字技术来提高效率,降低运营成本,并应用石油和天然气行业生存所需的最佳监控实践。5G技术的出现及其对数据传输、延迟和带宽的影响,有可能降低自动数据传输的成本,提高数据收集的性能,进一步提高DOF系统的效率。数字集成技术、计算能力、云计算和传感技术的改进将进一步加强DOF的未来。工程团队、IT和仪器工程师之间需要协同工作来全面管理系统,以避免可能由接口管理问题引起的故障。应始终监测电池寿命状态,以确保连续的实际现场数据流。为了进一步最大化DOF系统的效益,需要将传统的石油技术技能与数据分析技能结合起来,形成一套新的能力。NPDC需要培训和鼓励员工进入这些数据分析技能库,以开发所需的知识智能,从而最大限度地提高Oredo数字油田的效益,并将这些知识转移到NPDC的其他资产中。
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引用次数: 0
A Computational Model for Wells’ Performance Analysis 井动态分析的计算模型
Pub Date : 2021-08-02 DOI: 10.2118/208249-ms
Okon Edet Ita, D. Appah
The ability to identify underperforming wells and recover the remaining oil in place is a cornerstone for effective reservoir management and field development strategies. As advancement in computing programming capabilities continuous to grow, Python has become an attractive method to build complicated statistical models that predicts, diagnose or analyze well performance, efficiently and accurately. The aim of this study is to develop a computational model that will allows us to diagnose and analyze well performance using nodal analysis with the help of python. In this study, python was used to compute Nodal analysis method using Darcy and Vogel Equations. A case study was carried out using the data obtained from a field operating in the Niger Delta. Again, sensitivity of tubing size was conducted using python. The results obtained showed that a computational model with python has the ability to visualize, model and analyze wells performances. This technique will petroleum engineers to better monitor evaluate and enhance their production operation without the need for expensive softwares. This will reduce operating cost increases revenue.
识别表现不佳的井并回收剩余油的能力是有效的油藏管理和油田开发战略的基石。随着计算编程能力的不断进步,Python已经成为一种有吸引力的方法,用于构建复杂的统计模型,有效而准确地预测、诊断或分析井的性能。本研究的目的是开发一种计算模型,使我们能够在python的帮助下使用节点分析来诊断和分析井的性能。在本研究中,使用python计算节点分析法,使用Darcy和Vogel方程。使用从尼日尔三角洲的一个油田作业中获得的数据进行了案例研究。同样,油管尺寸的灵敏度是用蟒蛇进行的。结果表明,python计算模型具有可视化、建模和分析井动态的能力。该技术将使石油工程师能够更好地监测、评估和提高他们的生产操作,而不需要昂贵的软件。这将降低运营成本,增加收入。
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引用次数: 1
Overcoming Challenges of Pigging the Unpiggable Pipelines 克服不可清管管道清管的挑战
Pub Date : 2021-08-02 DOI: 10.2118/207147-ms
Chinedu Oragwu, D. Molyneux, L. Lawal, S. Ameh
Carbon steel pipelines are used to transport hydrocarbons globally because carbon steel is relatively easier to fabricate, safe for use, raw materials are available and less expensive. Amidst these benefits, carbon steel is susceptible to severe corrosion and other anomalies. Pipeline corrosion is a significant concern in the oil and gas industry. It has caused several minor and catastrophic losses of containment with resultant fatalities, environmental pollutions, asset damage, and production downtimes. The increasing failures of in-service pipelines have led the Department of Petroleum Resources (DPR) to intensify regulatory scrutiny of pipeline integrity assessment and management in Nigeria to ensure strict compliance to the regulatory requirements by the Oil Producing Companies. According to DPR Act (Section 2.5.2.1), all pipelines greater than 6" size diameter must be inspected every five (5) years with intelligent pigs (inline inspection tools) that would provide the accurate condition of the pipeline. However, many pipelines in Nigeria are unpiggable or difficult to inspect with intelligent pigs due to the unavailability of pigging facilities (especially in brownfields), pipelines with short bend radiuses, dual diameters, flow parameters, etcetera. This paper explores case studies involving the use of advanced inline inspection technology to conduct inline inspection of difficult-to-inspect dual-diameter pipelines.
碳钢管道被用于在全球范围内运输碳氢化合物,因为碳钢相对容易制造、使用安全、原材料可用且价格较低。在这些优点中,碳钢容易受到严重腐蚀和其他异常。管道腐蚀是油气行业的一个重要问题。它造成了一些轻微和灾难性的遏制损失,导致人员死亡、环境污染、资产损失和生产停工。不断增加的管道故障导致尼日利亚石油资源部(DPR)加强了对管道完整性评估和管理的监管审查,以确保石油生产公司严格遵守监管要求。根据DPR法案(第2.5.2.1节),所有大于6英寸直径的管道必须每五(5)年使用智能清管器(在线检查工具)进行检查,以提供管道的准确状况。然而,由于没有清管设施(特别是在棕地)、管道弯曲半径短、双直径、流量参数等原因,尼日利亚的许多管道无法清管或难以用智能清管器进行检查。本文探讨了利用先进的在线检测技术对难以检测的双径管道进行在线检测的案例研究。
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引用次数: 0
Successful Implementation of Blast Joint Perforation Technology in a Dual String Completion 在双管柱完井中成功实施爆破节射孔技术
Pub Date : 2021-08-02 DOI: 10.2118/207175-ms
Ifeanyichukwu Ofia, Esther Briggs, V. Longe, Ricky Iyengumwena, Dominic Wong
The results of computer simulations and laboratory tests have been applied at Porth field in Nigeria to achieve a successful perforation through a blast joint to access hydrocarbon behind pipe. Accessing hydrocarbons behind pipe in multizone completions can be difficult. The options are; an expensive rig-based workover or a cost-effective, rigless, through-tubing perforation. For a rigless through-tubing option, the detonated perforation charges must pass through a blast joint, the casing and the cement and then into the target reservoir. The major concern is usually whether there will be enough penetration {Burky 2018} into the target reservoir interval, given the layers of material resistance that the charges will have to overcome, starting at the blast joint. The Blast joint has a higher wall thickness and a larger outer diameter than that of the conventional tubing string to mitigate against erosion from producing the target interval behind pipe. The goal in perforation operations is achieving the maximum production while reducing perforation damage. {Jackson 2016}. Computer simulations and laboratory tests for a well at Porth field in Nigeria were carried out to determine the potential for successful perforation through a blast joint to access hydrocarbon behind pipe. Coupon tests using different gun sizes and charges where simulated and tested to ascertain the most effective option to achieve the desired reservoir penetration. Both computer simulations and laboratory test results showed that a reasonable depth of penetration into the target reservoir interval was possible to achieve. The perforation job using a 1.56-in., six-shots-per-foot (6 spf), 60° phasing gun was successfully carried out and the well has been tested to a potential of 780bbl/d at a tubing head pressure of 943psi and choke size 20/64th. This success lays the foundation for going after other similar opportunities locked in behind-pipe previously thought inaccessible owing to the presence of a blast joint across the target interval. Associated rig costs for a workover of up to $10 million can be saved on each opportunity using this approach.
计算机模拟和实验室测试的结果已应用于尼日利亚的Porth油田,通过一个爆炸节成功射孔,获得了油管后的碳氢化合物。在多层完井中,获取油管后的碳氢化合物是很困难的。选项是;昂贵的钻机修井或经济高效的无钻机过油管射孔作业。对于无钻机直通油管方案,引爆的射孔药必须穿过爆破节、套管和水泥,然后进入目标储层。考虑到从爆破接合处开始,装药必须克服的材料阻力层,主要的问题通常是是否能够充分穿透目标储层。与传统管柱相比,防爆接头具有更高的壁厚和更大的外径,以减轻生产管柱后目标段的侵蚀。射孔作业的目标是在减少射孔损害的同时实现最大产量。杰克逊{2016}。对尼日利亚Porth油田的一口井进行了计算机模拟和实验室测试,以确定通过爆破节成功射孔以获取管后油气的可能性。通过模拟和测试不同射孔枪尺寸和装药的组合测试,以确定实现预期储层穿透的最有效方案。计算机模拟和实验室测试结果都表明,在目标储层中可以实现合理的渗透深度。射孔作业使用的是1.56英寸的射孔管。该井在油管头压力为943psi、节流口尺寸为20/64的条件下,成功地进行了60°相位枪的测试,产量达到780桶/天。这一成功为寻找其他类似的机会奠定了基础,这些机会被锁定在管后,以前由于目标段存在爆炸接头而无法获得。使用这种方法,每次修井作业可节省高达1000万美元的钻机成本。
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引用次数: 0
Occupational Health and Safety Management and Employees’ Performance in Ardova Plc Ardova Plc职业健康安全管理与员工绩效
Pub Date : 2021-08-02 DOI: 10.2118/207080-ms
O. O. Olagunju, Ejekwu Pascal Andy
The vital purpose of this research work is to examine the impacts of occupational health and safety management on employee's performance. It aims to investigate the nexus between the practice of OHS, safe working environment and performance of employees. The research work adopt a descriptive approach to scrutinize the contributions of provision of adequate health and safety equipment to performance of employees at Ardova Plc. Aside collecting primary data from the staffs of Ardova Plc in Lagos State cutting across diverse socio-economic class, simple random sampling was utilised in the study using 90 questionnaires to collect the primary data. However, descriptive data was therefore analyzed using Statistical Tool to show the Cross-tabulation, correlation and Chi-Square Test. The research study concludes that practice of occupational health and safety management can boost employee performance, and further suggest some policy recommendations.
本研究的主要目的是探讨职业健康安全管理对员工绩效的影响。它的目的是调查职业健康安全的做法,安全的工作环境和员工的绩效之间的联系。研究工作采用描述性方法,审查提供适当的健康和安全设备对Ardova Plc员工绩效的贡献。除了收集来自拉各斯州Ardova Plc员工的原始数据,跨越不同的社会经济阶层,简单的随机抽样在研究中使用90份问卷来收集原始数据。然而,描述性数据因此使用统计工具进行分析,以显示交叉表,相关性和卡方检验。研究结果表明,实施职业健康安全管理可以提高员工的工作绩效,并提出了相应的政策建议。
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引用次数: 0
The Implementation of Offshore Safety Program OSP in Nigerian Oil and Gas Industry- A Performance Assessment 尼日利亚油气行业海上安全项目OSP的实施——绩效评估
Pub Date : 2021-08-02 DOI: 10.2118/207121-ms
O. Nwankwo, Jennifer. S Muku, Oladipo G. Ogunbona, Chidi. B Ike, M. Amosa, Ebipador Ogionwo
The Offshore Safety Permit (OSP) Program is the Personnel Accountability System, being utilized by the Nigerian Oil and Gas Industry Regulator, in line with global best practices to manage the details of over 40,000 oil workers registered to work on offshore and swamp facilities and track their movements to-and-fro such facilities. The Program was introduced in 2012 to standardize requirement for personnel travel to offshore and swamp locations and to eliminate issues such as: non-compliance with mandatory competency and safety training; non-compliance with medical fitness to work requirement; unauthorized extended stay on facilities at offshore/remote location; inaccurate documentation of personnel movement to-and-fro facilities at offshore/remote location leading to delayed/wrong incident reporting. This paper examines, through the review of the OSP policy, Guidelines and database, the value addition of the program since its inception., detailed and insightful discussions are made on the importance and potentials of the OSP program as a simple but integral policy and planning tool in managing risks, enhancing collaboration and improving safety and emergency services in Nigeria's oil and gas industry.
海上安全许可(OSP)计划是尼日利亚石油和天然气行业监管机构采用的人员问责制,符合全球最佳实践,管理超过40,000名注册在海上和沼泽设施工作的石油工人的详细信息,并跟踪他们往返于这些设施的活动。该计划于2012年推出,旨在规范人员前往海上和沼泽地点的要求,并消除以下问题:不遵守强制性能力和安全培训;不符合体格适合工作的规定;未经许可在离岸/偏远地点的设施上停留;人员在海上或偏远地区设施之间的移动记录不准确,导致事件报告延迟或错误。本文通过对OSP政策、指导方针和数据库的回顾,考察了该计划自成立以来所带来的价值。,就OSP方案作为尼日利亚石油和天然气行业管理风险、加强协作和改善安全和应急服务的一项简单但不可或缺的政策和规划工具的重要性和潜力进行了详细而深刻的讨论。
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引用次数: 0
A Comprehensive Review on CO2/N2 Mixture Injection for Methane Gas Recovery in Hydrate Reservoirs CO2/N2混合注入水合物甲烷气开采技术综述
Pub Date : 2021-08-02 DOI: 10.2118/207092-ms
Azeez G. Aregbe, Ayoola Idris Fadeyi
Clathrate hydrates are non-stoichiometric compounds of water and gas molecules coexisting at relatively low temperatures and high pressures. The gas molecules are trapped in cage-like structures of the water molecules by hydrogen bonds. There are several hydrate deposits in permafrost and oceanic sediments with an enormous amount of energy. The energy content of methane in hydrate reservoirs is considered to be up to 50 times that of conventional petroleum resources, with about 2,500 to 20,000 trillion m3 of methane gas. More than 220 hydrate deposits in permafrost and oceanic sediments have been identified to date. The exploration and production of these deposits to recover the trapped methane gas could overcome the world energy challenges and create a sustainable energy future. Furthermore, global warming is a major issue facing the world at large and it is caused by greenhouse gas emissions such as carbon dioxide. As a result, researchers and organizations have proposed various methods of reducing the emission of carbon dioxide gas. One of the proposed methods is the geological storage of carbon dioxide in depleted oil and gas reservoirs, oceanic sediments, deep saline aquifers, and depleted hydrate deposits. Studies have shown that there is the possibility of methane gas production and carbon dioxide storage in hydrate reservoirs using the injection of carbon dioxide and nitrogen gas mixture. However, the conventional hydrocarbon production methods cannot be used for the hydrate reservoirs due to the nature of these reservoirs. In addition, thermal stimulation and depressurization are not effective methods for methane gas production and carbon sequestration in hydrate-bearing sediments. Therefore, the gas replacement method for methane production and carbon dioxide storage in clathrate hydrate is investigated in this paper. The research studies (experiments, modeling/simulation, and field tests) on CO2/N2 gas mixture injection for the optimization of methane gas recovery in hydrate reservoirs are reviewed. It was discovered that the injection of the gas mixture enhanced the recovery process by replacing methane gas in the small and large cages of the hydrate. Also, the presence of N2 molecules significantly increased fluid injectivity and methane recovery rate. In addition, a significant amount of free water was not released and the hydrate phase was stable during the replacement process. It is an effective method for permanent storage of carbon dioxide in the hydrate layer. However, further research studies on the effects of gas composition, particle size, and gas transport on the replacement process and swapping rate are required.
笼形水合物是水和气体分子在相对低温和高压下共存的非化学计量化合物。气体分子通过氢键被困在水分子的笼状结构中。在永久冻土和海洋沉积物中有几种水合物矿床,具有巨大的能量。水合物储层中甲烷的能量含量被认为是常规石油资源的50倍,约有2500至2万万亿立方米的甲烷气体。迄今为止,已在永久冻土和海洋沉积物中发现了220多种水合物矿床。这些矿藏的勘探和生产,以回收被困的甲烷气体,可以克服世界能源挑战,创造一个可持续的能源未来。此外,全球变暖是全世界面临的一个主要问题,它是由二氧化碳等温室气体排放引起的。因此,研究人员和组织提出了各种减少二氧化碳气体排放的方法。提出的方法之一是在枯竭的油气储层、海洋沉积物、深盐水含水层和枯竭的水合物矿床中对二氧化碳进行地质储存。研究表明,通过注入二氧化碳和氮气的混合物,有可能在水合物储层中产生甲烷气和储存二氧化碳。然而,由于水合物储层的性质,常规的油气开采方法不能用于水合物储层。此外,增产降压并不是有效的产气和固碳方法。因此,本文对包合物水合物中产甲烷和储存二氧化碳的气体替代方法进行了研究。综述了为优化水合物储层甲烷采收率而进行的CO2/N2混合注气研究(实验、建模/模拟和现场试验)。研究发现,气体混合物的注入通过取代水合物小笼和大笼中的甲烷气体,提高了回收过程。此外,氮气分子的存在显著提高了流体注入能力和甲烷采收率。此外,在置换过程中,没有大量的自由水释放,水合物相稳定。这是在水合物层中永久储存二氧化碳的有效方法。然而,需要进一步研究气体组成、粒径和气体输运对替代过程和交换速率的影响。
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引用次数: 0
Velocity Dependence and Tracer Dispersion in Newtonian Fluids Undergoing Creeping Flow 牛顿流体缓慢流动中的速度依赖性和示踪剂弥散
Pub Date : 2021-08-02 DOI: 10.2118/208251-ms
I. Ayuba, T. L. Akanji, J. Gomes
The dynamics of tracer particles in a viscous Newtonian fluid is studied analytically and numerically through channels of varying thickness for fluids undergoing creeping flow. Exact analytical solutions of mass conservation equations of tracer particles including consideration for pressure forces are obtained. Results of the analysis indicates that Stokes velocity is an indispensable parameter and is dependent on parameters such as channel thickness (height), viscosity of the fluid, pressure gradient driven the fluid and Reynolds number corresponding to the channel thickness. The accuracy of the solution obtained is verified by comparing its velocity profiles with those obtained from finite-element-based numerical simulation studies.
通过变厚度通道对黏性牛顿流体中示踪粒子的动力学进行了解析和数值研究。得到了考虑压力的示踪粒子质量守恒方程的精确解析解。分析结果表明,Stokes速度是一个不可缺少的参数,它与通道厚度(高度)、流体粘度、流体驱动的压力梯度以及通道厚度对应的雷诺数等参数有关。通过与有限元数值模拟结果的比较,验证了所得解的准确性。
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引用次数: 1
Cost Element Modelling, Prediction and Optimization in a Dual-Completion Well During a Coiled Tubing Unloading Operation 连续油管卸载过程中双完井成本建模、预测与优化
Pub Date : 2021-08-02 DOI: 10.2118/207113-ms
M. P. Ekeregbe
In an era where cost is a significant component of decision making, every possibility of reducing operational cost in the Oil and Gas industry is a welcome development. The volatile nature of the Oil market creates uncertainty in the industry. One way to manage this uncertainty is by the ability to predict and optimize our operations to reduce all of our cost elements. When cost is planned and predicted as accurately as possible, the operation optimizations can be managed efficiently. Practically, all new drills require CT unloading of the completion or kill fluids to allow the natural flow of the wells. Hitherto, there is no mathematical model that combines information from one of the wells in an unloading dual completion project that can be used to aid decision-making in the other well for the same unloading project and thereby result in an effective cost-saving. Deploying the mathematical model of cost element prediction and optimization can minimize operational unloading costs. The two strings of the dual completion flow from different reservoirs. Still, the link between the two drainages post completion is the kill fluid density, and can aid in cost estimation for optimum benefit. The lesson learned or data acquired from the lifting of the slave reservoir string can be optimized to effectively and efficiently lift the master reservoir string. The decision of first unloading the slave reservoir string is critical for correct prediction and optimization of the ultimate cost. The mathematical model was able to predict the consumable cost elements such as the gallon of nitrogen and time that may be spent on the long string from the correlative analysis of the short string. The more energy is required for unloading the short string and it is the more critical well than the long string because it is the slave string since no consideration as such is given to it when beneficiating the kill fluid to target the long string reservoir pressure with a certain safety overbalance. The rule for the mud weight or the weight of the kill fluid is the highest depth with highest reservoir pressure which is the sand on the long string. With the data from the short string and upper sand reservoir, the lift depth and unloading operation can be optimized to save cost. The short string will incur the higher cost and as such should be lifted last and the optimization can be done with the factor of the LS.
在成本是决策的重要组成部分的时代,降低油气行业运营成本的任何可能性都是受欢迎的发展。石油市场的波动性给该行业带来了不确定性。管理这种不确定性的一种方法是通过预测和优化我们的操作来减少我们所有的成本因素。当成本计划和预测尽可能准确时,可以有效地管理操作优化。实际上,所有的新钻头都需要连续油管卸除完井液或压井液,以保证井的自然流动。到目前为止,还没有一种数学模型可以将卸载双完井项目中单口井的信息结合起来,用于帮助同一卸载项目中另一口井的决策,从而有效地节省成本。运用成本要素预测与优化的数学模型,可以最大限度地降低作业卸载成本。双完井的两个管柱来自不同的储层。然而,完井后两种泄油之间的联系是压井液密度,这有助于成本估算,以获得最佳效益。从辅助储层管柱举升过程中获得的经验教训或数据可以进行优化,从而有效地举升主储层管柱。首先卸载从油藏管柱的决定对于正确预测和优化最终成本至关重要。该数学模型能够通过对短管柱的相关分析,预测出长管柱上可能花费的氮气加仑和时间等消耗性成本要素。卸载短管柱需要更多的能量,它比长管柱更关键,因为它是辅助管柱,因为在对压井液进行选矿以达到具有一定安全过平衡的长管柱油藏压力时,没有考虑到它。泥浆重量或压井液重量的规则是油藏压力最高的最高深度,即长管柱上的砂层。利用来自短管柱和上部砂层的数据,可以优化举升深度和卸载作业,从而节省成本。短串会产生更高的成本,因此应该最后解除,并且可以使用LS因子进行优化。
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引用次数: 0
Applications of AI and Data-Driven Modeling in Energy Production and Marketing Processes 人工智能和数据驱动建模在能源生产和营销过程中的应用
Pub Date : 2021-08-02 DOI: 10.2118/207153-ms
J. Ugoyah, Anita Igbine
Faster and more accurate decisions are what the Oil and Gas industry needs with the world's fast-evolving energy needs and economy. The area of Artificial intelligence and Data-driven modelling is relatively new and has not found popular application in the industry. AI is an emerging technology that can be used to predict event outcomes and automate anomaly-detection processes. The various applications of AI in different industries were researched into. This paper highlighted important processes that can be improved with the application of Artificial Intelligence through data-driven modelling. It also highlights areas in the various industries where AI intelligence is already being applied and ways it can be improved. AI and data-driven modelling has the potential to improve exploration accuracy, reduce production down-time, reduce cost of maintenance, and reduce health and safety risks. This body of information can serve as a guideline for adopting AI in the oil and gas industry. A trend of industry-tailored intelligence solutions would be more effective in the evolving energy industry.
随着世界能源需求和经济的快速发展,油气行业需要更快、更准确的决策。人工智能和数据驱动建模是相对较新的领域,尚未在行业中得到广泛应用。人工智能是一项新兴技术,可用于预测事件结果和自动化异常检测过程。研究了人工智能在不同行业的各种应用。本文强调了可以通过数据驱动建模的人工智能应用来改进的重要过程。它还强调了人工智能已经应用的各个行业领域以及可以改进的方法。人工智能和数据驱动的建模有可能提高勘探精度,减少生产停机时间,降低维护成本,降低健康和安全风险。这些信息可以作为油气行业采用人工智能的指导方针。行业定制智能解决方案的趋势将在不断发展的能源行业中更加有效。
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Day 2 Tue, August 03, 2021
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