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Comparative Evaluation of Artificial Intelligence Models for Drilling Rate of Penetration Prediction 人工智能模型在钻进速度预测中的比较评价
Pub Date : 2021-08-02 DOI: 10.2118/208451-ms
Ololade Adetifa, I. Iyalla, K. Amadi
Rate of penetration is an important parameter in drilling performance analysis. The accurate prediction of rate of penetration during well planning leads to a reduction in capital and operating costs which is vital given the recent downturn in oil prices. The industry is seen to embrace the use of novel technologies and artificial intelligence in its bid to be sustainable which is why this study focuses on the use of artificial intelligent models in predicting the rate of penetration. The predictive performance of three data-driven models [artificial neural network (ANN), extreme learning machine (ELM) and least-square support vector machine (LS-SVM)] were evaluated using actual drilling data based on three performance evaluation criteria [mean square error (MSE), coefficient of determination (R2) and average absolute percentage error (AAPE)]. The models were validated using the physics based Bourgoyne and Young's model. The results show that all three models performed to an acceptable level of accuracy based on the range of the actual drilling data because, although the ELM had the least MSE (1317.44) and the highest R2 (0.52 i.e. 52% prediction capability) the LS-SVM model had a smaller spread of predicted ROP when compared with the actual ROP and the ANN had the least AAPE (38.14). The results can be improved upon by optimizing the controllable predictors. Validation of the model's performance with the Bourgoyne and Young's model resulted in R2 of 0.29 or 29% prediction capability confirming that artificial intelligent models outperformed the physics-based model.
钻速是钻井性能分析中的一个重要参数。在油井规划过程中,对渗透率的准确预测可以降低资本和运营成本,这在最近油价下跌的情况下至关重要。为了实现可持续发展,该行业正在接受新技术和人工智能的使用,这就是为什么本研究侧重于使用人工智能模型来预测渗透率的原因。利用实际钻井数据,基于均方误差(MSE)、决定系数(R2)和平均绝对百分比误差(AAPE)三个性能评价标准,对三种数据驱动模型(人工神经网络(ANN)、极限学习机(ELM)和最小二乘支持向量机(LS-SVM))的预测性能进行了评价。使用基于Bourgoyne和Young的物理模型验证了这些模型。结果表明,基于实际钻井数据的范围,这三种模型都达到了可接受的精度水平,因为尽管ELM具有最小的MSE(1317.44)和最高的R2(0.52即52%的预测能力),但LS-SVM模型的预测ROP与实际ROP相比具有较小的传播,而ANN具有最小的AAPE(38.14)。通过对可控预测因子的优化,可以提高预测结果。用Bourgoyne和Young的模型验证模型的性能,结果R2为0.29或29%的预测能力,证实人工智能模型优于基于物理的模型。
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引用次数: 2
Reducing Accidents Through the Implementation of the Minimum Industry Safety Training for Downstream Operations Mistdo in the Nigerian Oil and Gas Industry 通过对尼日利亚油气行业的下游作业进行最低限度的行业安全培训,减少事故的发生
Pub Date : 2021-08-02 DOI: 10.2118/207085-ms
Michael Edem, O. Nwankwo, Jennifer. S Muku, F. Usman, Chidi. B Ike
The Department of Petroleum Resources (DPR), the Petroleum Regulatory agency of the Nigerian oil and gas industry is mandated by law to investigate accidents in the industry. Data obtained from the oil and gas accident database from the Department of Petroleum Resources shows that accidents in the downstream sector contribute about 70%, when compared to the upstream sector. One of the reoccurring root causes from investigations point to administrative barrier failure – which is a lack of training and re-training of staff in the downstream sector on workplace safety. Against this background, the DPR introduced the Minimum Industry Safety Training for Downstream Operations (MISTDO) as part of the Safety Audit Clearance policy launched to drive safety in the downstream sector. MISTDO is a basic safety training which must be undertaken by all personnel working in the downstream sector of the Nigerian oil and gas industry. This paper reviews the recorded accidents that have occurred in the downstream sector between 2014 – 2019; examines the MISTDO courses for the various workers in downstream facilities; analyses the MISTDO tripartite model (Training provider, Operator and DPR) adopted; the effects of implementation of MISTDO and concludes with the value additions of the MISTDO program to the industry.
尼日利亚石油资源部(DPR)是尼日利亚石油和天然气行业的石油监管机构,根据法律规定,该部门负责调查该行业的事故。从石油资源部的油气事故数据库中获得的数据显示,与上游部门相比,下游部门的事故约占70%。从调查中得出的一个反复出现的根本原因是行政障碍失灵——即对下游部门的员工缺乏工作场所安全方面的培训和再培训。在此背景下,DPR推出了下游作业最低行业安全培训(MISTDO),作为安全审计清除政策的一部分,以推动下游行业的安全。MISTDO是一项基本的安全培训,所有在尼日利亚石油和天然气行业下游部门工作的人员都必须参加。本文回顾了2014 - 2019年间下游行业发生的事故记录;检查下游设施中各种工人的MISTDO课程;分析了采用的MISTDO三方模型(培训提供者、操作员和DPR);介绍了MISTDO的实施效果,并总结了MISTDO项目对行业的附加值。
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引用次数: 1
Prospects, Challenges and Way Forward in the Use of Hydraulic Fracturing For Oil and Gas Production From Igneous Rocks 火成岩油气水力压裂的前景、挑战和发展方向
Pub Date : 2021-08-02 DOI: 10.2118/207106-ms
Agnes Anuka, Celestine A. Udie, G. Aquah
Commercial accumulation of hydrocarbons occurs mostly in sedimentary rocks due to their high porosity and permeability. Increased global energy demand has necessitated the need for unconventional methods of oil production. The world is gradually moving away from reliability on conventional oils. The need to ensure global energy sustainability has necessitated an urgent diversion to unconventional oils. In recent times, hydrocarbon accumulations have been found in igneous rocks. Their low porosity and permeability however prevents commercial production as oil and gas found in these rocks will not flow. Hydraulic fracturing is useful in increasing rock porosity as it involves the breaking of rocks to allow oil and gas trapped inside to flow to producing wells. This method is useful in developing unconventional resources such as oil and gas found in igneous rocks. This research explores the prospects, challenges and way forward in the use of hydraulic fracturing to increase the porosity of igneous rock for commercial production of oil and gas.
由于沉积岩的高孔隙度和高渗透率,油气的商业聚集主要发生在沉积岩中。全球能源需求的增长使得非常规石油生产方法成为必要。世界正逐渐摆脱对传统石油的依赖。为了确保全球能源的可持续性,有必要紧急转向非常规石油。近年来,在火成岩中发现了油气聚集。然而,它们的低孔隙度和渗透率阻碍了商业生产,因为在这些岩石中发现的石油和天然气不会流动。水力压裂在增加岩石孔隙度方面是有用的,因为它涉及到岩石的破裂,使被困在岩石中的石油和天然气流向生产井。这种方法在开发火成岩中的油气等非常规资源时非常有用。本研究探讨了利用水力压裂提高火成岩孔隙度用于商业油气生产的前景、挑战和前进方向。
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引用次数: 0
Effect of Sodium Carboxymethyl Cellulose from Delonix regia Sawdust on Rheological and Filtration Properties of Water Based Drilling Fluid 德龙木屑羧甲基纤维素钠对水基钻井液流变学和过滤性能的影响
Pub Date : 2021-08-02 DOI: 10.2118/207200-ms
Odion Uvo-Oise Imohiosen, S. Akintola
Over the past years, there has been an increase in the importation of Sodium Carboxymethyl cellulose (CMC), an important drilling mud polymer additive, in the Nigerian oil and gas industry. However, the ripple effects of the importation of this polymer and other oilfield chemicals on the Nigeria oil and gas industry includes rising cost of oil and gas field development, limited oil and gas industry growth, and capital flight. In order to mitigate this trend, studies on the use of local substitutes such as starch and its derivatives have gathered momentum with risk such as competition with food supply and increase in food cost. The use of sawdust wastes which offers a non-competing and a cheap source of feedstock in the production of CMC have rarely been investigated. The study therefore investigated production of CMC from sawdust waste of a highly underutilized wood (Delonix regia), after which drilling mud tests were conducted to determine the rheological and filtration properties of mud treated with the CMC products. The CMC production adopted the Williamson ether synthesis process in a slurry medium involving two main reactions of mercerization and etherification. All reaction parameters were held constant except the etherifying agent concentration. The CMC products were characterized using FTIR Spectroscopy. The synthesized carboxymethyl cellulose products yielded good filtration and rheological properties suitable for drilling fluid applications. The use of low concentrations of about 0.5g to 1.0g of the synthesized products per laboratory barrel of mud could reduce filtration volume by 11.4% to 32.9% at low temperature and pressure conditions. The synthesized CMC products obtained from this work can be used as local substitute of low viscosity foreign CMC products.
在过去的几年中,尼日利亚石油和天然气行业进口的羧甲基纤维素钠(CMC)是一种重要的钻井泥浆聚合物添加剂。然而,这种聚合物和其他油田化学品的进口对尼日利亚油气行业产生了连锁反应,包括油气田开发成本上升、油气行业增长有限以及资本外逃。为了缓解这一趋势,关于使用当地替代品(如淀粉及其衍生物)的研究势头强劲,但存在与食品供应竞争和食品成本增加等风险。木屑废料作为一种非竞争性和廉价的原料来源,在CMC的生产中很少被研究。因此,该研究研究了从一种高度未充分利用的木材(Delonix regia)的锯末废料中生产CMC,之后进行了钻井泥浆测试,以确定用CMC产品处理过的泥浆的流变学和过滤性能。CMC的生产采用了威廉姆森醚合成工艺,在浆料介质中进行了两个主要反应:丝光和醚化。除醚化剂浓度外,所有反应参数保持不变。用FTIR光谱对CMC产物进行了表征。合成的羧甲基纤维素产品具有良好的过滤性能和流变性能,适合钻井液应用。在低温低压条件下,每桶实验室泥浆使用0.5g ~ 1.0g的低浓度合成产物,可使过滤体积减少11.4% ~ 32.9%。合成的CMC产品可作为国外低粘度CMC产品的本地替代品。
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引用次数: 4
Gas-Lift Design: Importance of Well/Reservoir Full Life Cycle Consideration and Analysis 气举设计:井/油藏全生命周期考虑与分析的重要性
Pub Date : 2021-08-02 DOI: 10.2118/207082-ms
O. Onwuemene
This paper discusses how production rates can be sustained and further increased from an indepth gas-lift design that considers the holistic properties associated oil and gas Well production lifecycles. An example is shown of a Well 58 in a field onshore Nigeria which was shut-in for 2-days as part of scheduled Field shut-down. After several failed attempts to restart the Well post shut-down period, lessons learnt analysis indicated that while the affected Well had all the required gas-lift system installed, it's inability to flow may have been due to inadequate gas-lift design that did not account for the full life cycle of the reservoir, Well and surface facilities. A major re-analysis is carried out on the gas-lift design technique, this time capturing key requirements and the resultant proposal is discussed in detail. The proposed gaslift design optimizes the depth of gas injection with consideration given to the latter production phase of the the Well. Through the example of Well 58, this paper outlines and proposes a checklist of recommendations for gas lift design for new Wells and re-working or workover of existing gas-lift installations from which Well performance can be sustained and optimized. Even if quality gaslift-production results can be achieved through a wide range of other activities such as; special training for production operators, optimizing gas injection rates, modifying surface piping systems, identifying and replacing defective wireline-retrievable gas-lift valves, the most important variable that will ensure the full benefit of the above listed range of activities is the improved gas-lift design technique. Although Well 58 was revived via unconventional methods, the recorded 3-week downtime and the associated financial losses could have been avoided if an adequate gas lift design as proposed in this paper was explored during the Well planning and completion.
本文讨论了如何通过考虑与油气井生产生命周期相关的整体特性的深度气举设计来维持和进一步提高产量。以尼日利亚陆上油田的58号井为例,作为计划关井的一部分,该井关井了2天。经过几次关闭后重新启动失败的尝试,经验教训分析表明,虽然受影响的井安装了所有所需的气举系统,但由于气举设计不充分,没有考虑到油藏、井和地面设施的整个生命周期,因此无法进行生产。对气举设计技术进行了主要的重新分析,这次捕获了关键要求,并详细讨论了最终的建议。所提出的气举设计优化了注气深度,并考虑了该井的后期生产阶段。通过58井的实例,本文概述并提出了新井气举设计的建议清单,以及对现有气举装置的改造或修井,以保持和优化井的性能。即使高质量的气举生产结果可以通过广泛的其他活动来实现,例如;对生产操作人员进行特殊培训,优化注气速率,修改地面管道系统,识别和更换有缺陷的电缆可回收气举阀,确保上述活动充分受益的最重要变量是改进的气举设计技术。虽然58号井通过非常规方法进行了恢复,但如果在井规划和完井过程中采用适当的气举设计,则可以避免记录的3周停机时间和相关的经济损失。
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引用次数: 0
Delayed Action Micro-Emulsion Breaker and Its Applications to Improved Completions Operations – An NNPC/FEPDC JV Approach During Completions Operations 延迟作用微破乳剂及其在完井作业中的应用——NNPC/FEPDC合资公司在完井作业中的应用
Pub Date : 2021-08-02 DOI: 10.2118/207142-ms
E. Ifeduba, Bernard Ainoje, Tunde Alabi, John Akadang, Ena Agbahovbe, Sophia Weaver, Amira Abdulrazaq, T. Odubanjo
In horizontal open hole wells, the formation of filter cake while drilling the open hole section of the well is desirable. This filter cake serves the purpose of forming a semi-impervious layer around the reservoir drain-hole. This layer helps reduce losses considering the overbalance required for well control during drilling. It also serves as an additional structural support to keep the open hole stable when the drilling bottom hole assembly (BHA) is pulled out of hole and the screens and lower completions accessories are being run in hole. However, when thewell is put into production, the filter cake becomes a contributor to skin and poor reservoir productivity. It is therefore required to get rid of the filter cake after running the screens and the lower completion. Having procured and prepared the sand screens for deployment after drilling the open hole section, it is important that they are run to the bottom successfully with minimal damage and plugging. Usually, the open hole section of the horizontal well is drilled with specially formulated drill-in-fluids (DIF). Since this section is drilled in over balanced mode, the exerted pressure keeps the hole open so that the sand screen can be run successfully. The DIF replaces the drilling mud used to drill the earlier hole section(s) but in addition to providing well control via overbalance and transporting cuttings from the hole to surface, it also minimizes invasion damage to the reservoir pay zone. A commonly used weighing material when densities up to 11.5ppg are required for well control is calcium carbonate (CaCO3). When densities above 11.5ppg are required (for deeper, abnormally pressured reservoirs), it becomes necessary to weight up the mud with a heavier material, usually barite + CaCO3. During the drilling process, this overbalance pressure exerted on the reservoir forces the CaCO3 out of the DIF solution and it forms a semi-impervious filter cake on the sand face of the reservoir. This desirable filter cake helps minimize excessive fluid losses into the reservoir hence limiting invasion and damage. It also contributes to the structural integrity of the open hole, keeping it stable prior to running of the screens. Depending on the weighting material used in the drilling of the reservoir drain-hole, the micro-emulsion breaker (MEB) can be designed to break down the filter cake and any undisolvedparticulates can be mobilized and water-wetted and can be then flowed during production or injection. The challenge is that depending on the lower completion configuration, it may take some time to get the wash pipe and work string out of the lower completion and close the formation isolation device. In some cases, it is possible for the formation isolation device to fail. If the Micro-emulsion Blend (MEB) is quick acting, any of these scenarios can lead to uncontrollable losses and serious difficulties in continuing the completion operation. This elucidates the need for a delayed actin
在水平井裸眼井中,希望在钻井裸眼段时形成滤饼。滤饼的作用是在水库排水孔周围形成半不透水层。考虑到钻井过程中井控所需的过平衡,该层有助于减少损失。当钻底钻具组合(BHA)出井、筛管和下部完井附件下入井中时,它还可以作为额外的结构支撑,保持裸眼稳定。然而,当井投入生产时,滤饼就会成为表皮和油藏产能低下的一个因素。因此,要求在下筛和下完井后清除滤饼。裸眼井段钻井后,防砂筛管的准备工作完成后,将防砂筛管成功下入井底,并将损坏和堵塞降至最低,这一点非常重要。通常,水平井的裸眼段使用特殊配方的钻井液(DIF)进行钻井。由于该井段以过平衡模式钻进,施加的压力使井眼保持张开状态,因此防砂筛管可以成功下入。DIF取代了用于钻井早期井段的钻井泥浆,除了通过过平衡和将岩屑从井眼输送到地面提供井控外,它还最大限度地减少了对储层产层的侵入损害。当井控需要密度高达11.5ppg时,常用的称重材料是碳酸钙(CaCO3)。当要求密度超过11.5ppg时(对于深度较深、压力异常的油藏),就必须使用较重的材料(通常是重晶石+ CaCO3)来加重泥浆。在钻井过程中,施加在储层上的超平衡压力迫使CaCO3从DIF溶液中析出,并在储层砂面上形成半不透水滤饼。这种理想的滤饼有助于减少过多的液体流失到储层,从而限制入侵和损害。它还有助于裸眼井的结构完整性,在筛管下入之前保持稳定。根据油藏泄水孔钻井中使用的增重材料,可以设计微乳化破乳剂(MEB)来分解滤饼,任何未溶解的颗粒都可以被动员和水润湿,然后在生产或注入过程中流动。挑战在于,根据下部完井结构的不同,将洗管柱和工作管柱从下部完井中取出并关闭地层隔离装置可能需要一些时间。在某些情况下,地层隔离装置可能会失效。如果微乳液混合剂(MEB)是快速起作用的,任何一种情况都可能导致无法控制的漏失,并严重影响完井作业的继续进行。这说明需要延迟MEB治疗。实验室测试和分析包括精确的DIF /滤饼和MEB在井下条件下的各种成分,以达到所需的延迟作用。至关重要的是要确保延迟的作用不会导致治疗效果的降低。因此,MEB不会因为作用缓慢而被稀释,而是与缓速剂和井下产生温和酸的微乳液化学物质结合使用,逐渐产生必要的温和酸,从而缓慢溶解桥接材料(例如。并允许MEB的全部强度在规定的延迟期后生效。本文将着重于实验室分析和迭代,以达到最佳的MEB混合。
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引用次数: 0
Carbon Dioxide Sequestration Using Activated Carbon From Agro Waste-Waste Bamboo 利用农业废弃物中的活性炭固碳-废竹
Pub Date : 2021-08-02 DOI: 10.2118/207182-ms
E. Ayodele, Victoria Ezeagwula, Precious Igbokwubiri
Bamboo trees are one of the fastest growing trees in tropical rainforests around the world, they have various uses ranging from construction to fly ash generation used in oil and gas cementing, to development of activated carbon which is one of the latest uses of bamboo trees. This paper focuses on development of activated carbon from bamboo trees for carbon capture and sequestration. The need for improved air quality becomes imperative as the SDG Goal 12 and SDG Goal13 implies. One of the major greenhouse gases is CO2 which accounts for over 80% of greenhouse gases in the environment. Eliminating the greenhouse gases without adding another pollutant to the environment is highly sought after in the 21st century. Bamboo trees are mostly seen as agricultural waste with the advent of scaffolding and other support systems being in the construction industry. Instead of burning bamboo trees or using them for cooking in the local communities which in turn generates CO2 and fly ash, an alternative was considered in this research work, which is the usage of bamboo trees to generate activated, moderately porous and high surface area carbon for extracting CO2 from various CO2 discharge sources atmosphere and for water purification. This paper focuses on the quality testing of activated carbon that can effectively absorb CO2. The porosity, pore volume, bulk volume, and BET surface area were measured. The porosity of the activated carbon is 27%, BET surface area as 1260m²/g. Fixed carbon was 11.7%, Volatility 73%, ash content 1.7%.
竹子是世界上热带雨林中生长最快的树木之一,它们有各种用途,从建筑到用于石油和天然气胶结的飞灰产生,到开发活性炭是竹子的最新用途之一。本文主要介绍了竹材活性炭在碳捕获和固碳方面的研究进展。正如可持续发展目标12和目标13所暗示的那样,改善空气质量的需求变得势在必行。主要的温室气体之一是二氧化碳,占环境中温室气体的80%以上。在21世纪,消除温室气体而不向环境中增加另一种污染物是备受追捧的。随着脚手架和其他支撑系统在建筑行业的出现,竹子大多被视为农业废物。在本研究工作中,我们考虑了一种替代方案,即利用竹子产生活性的、多孔的、高表面积的碳,用于从各种二氧化碳排放源大气中提取二氧化碳,并用于水的净化,而不是在当地社区燃烧竹子或将其用于烹饪,从而产生二氧化碳和飞灰。本文主要研究有效吸附CO2的活性炭的质量检测。测量孔隙率、孔隙体积、体积和BET表面积。活性炭的孔隙率为27%,BET表面积为1260m²/g。固定碳为11.7%,挥发性为73%,灰分为1.7%。
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引用次数: 0
Taming the Monster: Arresting Excessive Sand Production Problem in ARAMU037 驯服怪物:解决ARAMU037的过量出砂问题
Pub Date : 2021-08-02 DOI: 10.2118/207095-ms
Emily Ako, E. Nnanna, Odumodu Somtochukwu, Akinmade Moradeke
Chemical Sand Consolidation (SCON) has been used as a means of downhole sand control in Niger Delta since the early 70s. The countries where SCON has been used include Nigeria (Niger Delta), Gabon (Gamba) and UK (North Sea). SCON provides grain-to-grain cementation and locks formation fines in place through the process of adsorption of the sand grains and subsequent polymerization of the resin at elevated well temperatures. The polymerized resin serves to consolidate the surfaces of the sand grain while retaining permeability through the pore spaces. In a typical Niger Delta asset, over 30% of the wells may be completed with SCON. A high percentage are still producing without failure since installation from1970s. Where the original SCON jobs have failed, re-consolidation has also been carried out successfully. Chemical Sand Consolidation development has evolved over the years from: Eposand 112A and B, Eposand 212A and B, Wellfix 2000, Wellfix 3000, Sandstop (resin based), Sandtrap 225, 350 & 500 (resin based) and lately Sandtrap 225,350, 500 (solvent based) and Sandtrap ABC (aqueous based). There have been mixed results experienced with the deployment of either of the latest recipes of SCON. This was due to the fact that the conventional deployment work procedure was followed with the tendency for one-size-fits-all approach to the treatment. This paper details the challenges faced with sand production in ARAMU037, the previous interventions and how an integrated approach to the design and delivery of the most recent intervention restored the way to normal production. The well has now produced for about 2 years with minimal interruption with the activity paying out in less than 6 months. The paper also recommends the best practice for remedial sand control especially for wells in mature assets.
自上世纪70年代初以来,化学固砂(SCON)就被用作尼日尔三角洲的井下防砂手段。使用SCON的国家包括尼日利亚(尼日尔三角洲)、加蓬(冈巴)和英国(北海)。SCON通过在高温下吸附砂粒和随后的树脂聚合,实现颗粒间胶结,并将地层细粒锁紧。聚合树脂用于加固砂粒表面,同时保持通过孔隙空间的渗透性。在典型的尼日尔三角洲资产中,超过30%的井可以使用SCON完成。自20世纪70年代安装以来,仍有很高比例的机组在生产中没有出现故障。在最初的SCON作业失败的地方,重新整合也成功地进行了。多年来,化学砂固结技术的发展已经从Eposand 112A和B、Eposand 212A和B、Wellfix 2000、Wellfix 3000、Sandstop(树脂基)、Sandtrap 225、350和500(树脂基)以及最近的Sandtrap 225,350、500(溶剂基)和Sandtrap ABC(水基)发展而来。使用这两种最新的SCON方法得到了不同的结果。这是由于传统的部署工作程序之后,倾向于采用一刀切的方法进行处理。本文详细介绍了ARAMU037油田出砂面临的挑战、之前的干预措施以及如何通过综合方法设计和交付最新的干预措施,使其恢复正常生产。这口井目前已经生产了大约2年,几乎没有中断,生产活动在不到6个月的时间内就得到了回报。本文还推荐了针对成熟资产井的防砂补救措施的最佳实践。
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引用次数: 0
Gravity Drainage System: Investigation and Field Development Using Geological Modelling and Reservoir Simulation 重力排水系统:利用地质建模和油藏模拟的调查和现场开发
Pub Date : 2021-08-02 DOI: 10.2118/207117-ms
O. Ezeaneche, Robinson Osita Madu, I. Oshilike, Orrelo Jerry Athoja, M. Onyekonwu
Proper understanding of reservoir producing mechanism forms a backbone for optimal fluid recovery in any reservoir. Such an understanding is usually fostered by a detailed petrophysical evaluation, structural interpretation, geological description and modelling as well as production performance assessment prior to history matching and reservoir simulation. In this study, gravity drainage mechanism was identified as the primary force for production in reservoir X located in Niger Delta province and this required proper model calibration using variation of vertical anisotropic ratio based on identified facies as against a single value method which does not capture heterogeneity properly. Using structural maps generated from interpretation of seismic data, and other petrophysical parameters from available well logs and core data such as porosity, permeability and facies description based on environment of deposition, a geological model capturing the structural dips, facies distribution and well locations was built. Dynamic modeling was conducted on the base case model and also on the low and high case conceptual models to capture different structural dips of the reservoir. The result from history matching of the base case model reveals that variation of vertical anisotropic ratio (i.e. kv/kh) based on identified facies across the system is more effective in capturing heterogeneity than using a deterministic value that is more popular. In addition, gas segregated fastest in the high case model with the steepest dip compared to the base and low case models. An improved dynamic model saturation match was achieved in line with the geological description and the observed reservoir performance. Quick wins scenarios were identified and this led to an additional reserve yield of over 1MMSTB. Therefore, structural control, facies type, reservoir thickness and nature of oil volatility are key forces driving the gravity drainage mechanism.
对储层产油机理的正确认识是任何储层实现最佳流体采收率的基础。在历史匹配和油藏模拟之前,通常需要进行详细的岩石物理评价、构造解释、地质描述和建模以及生产动态评估。在本研究中,重力排水机制被确定为尼日尔三角洲省X储层的主要生产动力,这需要使用基于确定相的垂直各向异性比变化进行适当的模型校准,而不是使用单一值方法,这种方法不能正确捕获非均质性。利用地震数据解释生成的构造图,以及现有测井和岩心数据中的其他岩石物理参数(如孔隙度、渗透率和基于沉积环境的相描述),建立了一个捕捉构造倾角、相分布和井位的地质模型。对基本情况模型、低情况和高情况概念模型进行了动态建模,以捕捉油藏不同的构造倾角。基本情况模型的历史匹配结果表明,在整个系统中,基于确定相的垂直各向异性比(即kv/kh)的变化比使用更流行的确定性值更有效地捕获非均质性。此外,与基础模型和低case模型相比,高case模型中气体分离速度最快,倾角最大。根据地质描述和观察到的储层动态,实现了改进的动态模型饱和度匹配。确定了快速获胜方案,这导致了超过100万stb的额外储备收益。因此,构造控制、相类型、储层厚度和原油挥发性是驱动重力泄油机制的关键因素。
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引用次数: 0
Performance Evaluation of Local Material Rice Husk Ash Under Downhole Conditions with the Addition of Basic Oil Well Additives Antifoam, Fluid Loss, Dispersant and Retarder on Oil Well Cementing 加入基础油井添加剂消泡剂、降滤失剂、分散剂和缓凝剂对油井固井性能的影响
Pub Date : 2021-08-02 DOI: 10.2118/207144-ms
A. Akintola
The effect of RHA on Compressive Strength as well as other parameters like Consistency and Rheological properties etc. on Class G cement slurry is studied. The following additives were used; Rice Husk Ash (for Compressive Strength), Guinea Corn Husk Ash (Retarder) and other liquid additives which are fluid Loss Additive, Antifoam, Dispersant, Retarder and Water in the formulation of the cement slurry. This research is a comparative analysis based on experimental study on the effectiveness of the various additives on the cement slurry using pure Class G cement slurry combined with all liquid additives as a control. At a Bottomhole Circulating Temperature of 140°C, the Compressive Strength tests carried out on the slurry samples showed that the strength of the concrete increases as the concentration of the RHA increases with time of curing, also the compressive strength started to increase. The best Compressive Strength result was obtained with the percentages of cement replaced by 13.01% RHA. The strength showed impressive increase with time, with highest compressive strength encountered in 24 hours. The Thickening Time of the set Cement Slurry was considered using Class G cement and different percentage of RHA. The final Thickening Time decreases with increase in Rice Husk Ash. Decrease in the setting time was noticeable from 1.87 hrs (at 13.01% RHA) from 40bc to 100 bc. At BHST of 700°C increasing the ash concentration resulted in decrease in the Plastic Viscosities (PV) and increase in the Yield Points of the slurries. The results indicate that the slurries formulated using this ash has viscosities which are within the recommended values showing it is desirable to pump such slurry. For both 124°C and Bottom Hole Pressure of 7700psi the amount of fluid loss increases as the percentage of RHA added increases but it is below 50cp which is acceptable.
研究了RHA对G类水泥浆抗压强度及稠度、流变性能等参数的影响。使用了以下添加剂:水泥浆配制中的稻壳灰(抗压强度)、玉米壳灰(缓凝剂)及其他失流剂、消泡剂、分散剂、缓凝剂和水等液体添加剂。本研究是在实验研究的基础上,以纯G类水泥浆与所有液体添加剂混合为对照,对各种添加剂对水泥浆的效果进行对比分析。在井底循环温度为140℃时,对浆体试样进行的抗压强度试验表明,随着RHA浓度的增加,混凝土强度随着养护时间的延长而增加,抗压强度也开始增加。当水泥掺量为13.01%时,抗压强度最佳。强度随时间增加,抗压强度在24小时内达到最高。采用G类水泥和不同掺量的RHA考虑水泥浆的稠化时间。最终浓缩时间随稻壳灰分的增加而缩短。从40bc到100bc,凝结时间明显减少,从1.87小时(在13.01% RHA下)。在700℃的BHST下,灰分浓度的增加导致浆体塑性粘度(PV)的降低和屈服点的增加。结果表明,使用这种灰配制的浆料粘度在推荐值之内,表明泵送这种浆料是可取的。在124°C和7700psi的井底压力下,随着RHA添加百分比的增加,流体损失量增加,但低于50cp是可以接受的。
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引用次数: 1
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Day 2 Tue, August 03, 2021
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