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Well Pair Based Communication Strength Analysis for Water Injection Reservoir Surveillance Using Monte Carlo Simulation Coupled with Machine Learning Approach 基于蒙特卡罗模拟与机器学习相结合的注水井对通信强度分析
Pub Date : 2022-03-18 DOI: 10.4043/31438-ms
Edo Pratama, S. Ridha, B. M. Negash
With the increasing of water injection activities especially for marginal or stranded fields, the well pair analysis in routine water injection surveillance is crucial to understand the reservoir performance and identify opportunities to improve the ultimate oil recovery. This article aims to propose an alternative technique to evaluate the communication strength between injector – producer well pairs based on statistical and machine learning algorithms. The proposed technique is applied to an offshore water injection field located in the North Sea from open-source data. A novel formulation to quantify the communication strength coefficient for an injector – producer well pair was derived from the Spearman's rank correlation coefficient. The calculation is controlled with injection/production rates pattern for each well pair. Subsequently, multivariate parametric regression is performed to model the communication strength coefficient as a function of injector – producer spacing, injection pattern (dip angle), and reservoir permeability-thickness. Monte Carlo technique is then applied to simulate 100 cases prepared using the uniform probability distribution. Afterward, the communication strength for all the well pairs in the field is classified based on K-means clustering. To identify opportunities to improve the effectiveness of water injection operation, random forest and support vector machine algorithms are used to evaluate the effect of the reservoir and operational parameters on the communication strength of the injector – producer well pair. It is identified that the communication strength for all the well pairs in the field varying from limited, intermediate, and good communication. Good communication strength shows the correlation coefficient of more than 0.50 which indicates there is a good correlation between injection and production rates pattern. It is also observed that reservoir permeability-thickness is the most variable importance that affects the communication strength between injector and producer well pair. It is followed by the injector-producer spacing and reservoir dip angle. The optimum condition has been identified to formulate the screening criteria in order to obtain the good communication strength between injector and producer well pair. This result help in identifying the producer with limited communication strength with the existing injector and low production rate to be converted as the injector well. Unlike reservoir simulation which is a very expensive and time-consuming process, this work provides a quick and inexpensive alternative to evaluate the communication strength of injector-producer well pair from widely available measurements of production and injection rates at existing wells. Application of this novel workflow provides insight for better decision-making and can be a prudent complementary tool to quantify the effectiveness of the water injection operation and identify opportunities.
随着注水活动的增加,特别是边缘油田或搁浅油田,常规注水监测中的井对分析对于了解油藏动态和确定提高最终采收率的机会至关重要。本文旨在提出一种基于统计和机器学习算法的替代技术来评估注采井对之间的通信强度。该技术已应用于北海海上注水油田的开源数据。根据Spearman等级相关系数,导出了一种量化注采井对通信强度系数的新公式。计算控制在每口井对的注入/生产速率模式下。随后,进行多元参数回归,将连通强度系数建模为注采井间距、注入模式(倾角)和储层渗透率-厚度的函数。然后应用蒙特卡罗技术对均匀概率分布准备的100个案例进行了模拟。然后,基于k均值聚类对现场所有井对的通信强度进行分类。为了确定提高注水作业效率的机会,使用随机森林和支持向量机算法来评估油藏和作业参数对注采井对通信强度的影响。结果表明,现场所有井对的通信强度从有限通信、中等通信到良好通信不等。通讯强度好,相关系数大于0.50,说明注采模式与产量模式具有良好的相关性。储层渗透率-厚度是影响注采井对连通强度的最重要因素。其次是注采间距和储层倾角。为获得注采井对之间良好的连通强度,确定了最佳条件,制定了筛分标准。该结果有助于识别与现有注入井通信强度有限、产量较低的生产井,将其转换为注入井。油藏模拟是一个非常昂贵且耗时的过程,与之不同的是,这项工作提供了一种快速且廉价的替代方法,可以通过对现有井的生产和注入速率的广泛测量来评估注入-生产井对的通信强度。这种新型工作流程的应用为更好的决策提供了洞察力,并且可以作为一种谨慎的补充工具,量化注水作业的有效性并识别机会。
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引用次数: 0
Polymer Lining – A Solution for Water Injection Corrosion Challenges in Asia 聚合物衬里-亚洲注水腐蚀挑战的解决方案
Pub Date : 2022-03-18 DOI: 10.4043/31474-ms
Radzlan Ahmad Suhaimi, Allan Feeney, Arnaud Roux
Deterioration of carbon steel water injection subsea pipelines caused by internal corrosion is a common problem in oil fields around the world. Addressing this issue requires costly and complex water management solutions or could lead to reduced performance and total replacement of corroded pipelines. This paper shall present the Polymer Lined Pipe (PLP) technology, a field proven solution to the water injection corrosion challenges, extensively used in the North Sea. A description of the key building blocks and the recent technology qualifications shall highlight the latest product development. Eventually, the main fabrication and installation steps shall be presented in view of a regional PLP application. A regional business case comparing the three water injection corrosion approaches shall highlight the typical economic metrics that could be achieved thanks to the use of PLP technology. Today, this technology is accessible to operators in the Asia Pacific region with the recent opening of the Bintan Spoolbase in Indonesia enabling the deployment polymer lined water injection pipelines using the reel-lay method of installation. The strategic location of the spoolbase eliminates the significant intercontinental transit costs and the reel-lay method reduces offshore vessel days normally associated with conventional pipe-lay methods (S-lay and J-lay).
碳钢海底注水管道因内部腐蚀而发生劣化是世界各国油田普遍存在的问题。解决这个问题需要昂贵而复杂的水管理解决方案,或者可能导致性能下降和完全更换腐蚀的管道。本文介绍了聚合物衬管(PLP)技术,这是一种经过现场验证的解决注水腐蚀问题的方法,在北海地区得到了广泛应用。对关键构件和最新技术资格的描述应突出最新的产品开发。最后,主要的制造和安装步骤将根据区域PLP的应用情况进行介绍。通过比较三种注水腐蚀方法的区域商业案例,可以突出使用PLP技术可以实现的典型经济指标。如今,亚太地区的运营商可以使用该技术,最近在印度尼西亚开放了Bintan Spoolbase,可以使用卷放安装方法部署聚合物衬里注水管道。线轴基座的战略位置消除了显著的洲际运输成本,卷轴铺设方法减少了通常与传统管道铺设方法(s -铺设和j -铺设)相关的海上船舶天数。
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引用次数: 0
Casing and Cement Evaluation on Drillpipe: New Tool Acquires Well Integrity Data in Parallel with Existing Drillpipe Deplyed Operations from Drilling to Plug and Abandonment 钻杆套管和固井评估:新工具可与现有钻杆从钻井到桥塞和弃井作业同步获取井完整性数据
Pub Date : 2022-03-18 DOI: 10.4043/31502-ms
A. Hawthorn, R. Steinsiek, Shaela Rahman
Casing and cement evaluation logging has long been essential for the success and safety of well operations from spud all the way through to abandonment. Indeed, as the casing and subsequent cement play such a critical role in the separation of fluids and the provision of downhole pressure barriers it is essential and sometimes also a regulatory requirement to obtain such data. For example, understanding the condition of the casing, whether it is worn or corroded, and the material in the annulus behind the casing, such as cement, fluid, formation or even gas directly plays into the success or otherwise and also the safety of multiple well operations. Historically this information has only been available from wireline conveyed tools. As a consequence of this other rig operations then have to stop to allow the wireline logging. It is also true to say that over the last few decades wells have become significantly more complex, more deviated and deeper. In addition, the pressure regimes have required tighter margins increasing the risk of operations and necessitating a greater need to understand the integrity of casing and cement barriers. As the wells have become deeper, more complex and more highly deviated it is also more difficult to run wireline conveyed tools, often significantly increasing the amount of time required to run and obtain this data. In fact, it can be clearly seen that increasingly, operators have often declined to get this critical data due to the time and effort required in certain circumstances to log on wireline. This has had a significant impact in terms of non productive time associated with not understanding the condition of casing and cement in well operations such as side tracking or cut and pull operations. For those associated with drilling then there has been a huge advancement in the technology, reliability and utilization of logging while drilling technology, although this has traditionally been employed in the openhole sections and deployed only while drilling. This paper will introduce a drillpipe conveyed casing and cement evaluation tool that can be deployed in parallel with other runs in the well to improve the efficiency of operations whilst also increasing the frequency of times that this data can be acquired. Through case history we will demonstrate how operators improved efficiency, reduced rigtime and personnel on board, improved the safety of operations and reduced the risk of non-productive time by the application of this new drillpipe conveyed technology.
长期以来,套管和水泥评价测井一直是油井从开钻到弃井作业成功和安全的关键。事实上,由于套管和随后的水泥在流体分离和提供井下压力屏障方面发挥着至关重要的作用,因此获取此类数据是必要的,有时也是监管要求。例如,了解套管的状况,是否磨损或腐蚀,以及套管后面环空中的材料,如水泥、流体、地层甚至气体,直接影响到多口井作业的成功与否和安全性。过去,这些信息只能通过电缆传输工具获得。因此,其他钻机作业必须停止,以便进行电缆测井。也可以说,在过去的几十年里,井的结构变得更加复杂,斜度越来越大,井深也越来越深。此外,压力系统要求更小的裕度,这增加了作业的风险,并且需要更多地了解套管和水泥屏障的完整性。随着井的深度、复杂性和斜度的增加,电缆传输工具的使用也变得更加困难,这通常会大大增加下入和获取数据所需的时间。事实上,可以清楚地看到,由于在某些情况下需要花费时间和精力来登录电缆,运营商经常拒绝获取这些关键数据。这对非生产时间产生了重大影响,这些非生产时间与不了解套管和水泥的状况有关,例如在井眼跟踪或切割和拉拔作业中。对于那些与钻井相关的公司来说,随钻测井技术的技术、可靠性和利用率都有了巨大的进步,尽管这种技术传统上只应用于裸眼井段,并且只在钻井时使用。本文将介绍一种钻杆输送的套管和水泥评价工具,该工具可以与井中的其他下入并行部署,以提高作业效率,同时也增加了获取这些数据的频率。通过历史案例,我们将展示运营商如何通过应用这种新的钻杆输送技术提高效率,减少钻机时间和人员,提高作业安全性,降低非生产时间的风险。
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引用次数: 1
An Experimental Investigation into the Potential of a Green Alkali-Surfactant-Polymer Formulation for Enhanced Oil Recovery in Sandstone Reservoir 绿色碱-表面活性剂-聚合物提高砂岩油藏采收率潜力的实验研究
Pub Date : 2022-03-18 DOI: 10.4043/31505-ms
B. N. Tackie-Otoo, Mohammed Abdalla Ayoub Mohammed, Muhammad Faiz Mohamad Ghani, S. Jufar, A. Hassan
Despite the promising nature of alkali-surfactant-polymer (ASP) flooding, its application is limited by various technical issues and environmental concerns. The goal of mitigating the impact of these limitations has led to research into the oil recovery potential of alternative chemical agents. This study, therefore, focuses on investigating the potential of a "green" ASP formulation composed of monoethanolamine (ETA), sodium cocoyl alaninate (SCA) and Schizophyllan (SPG) for its enhanced oil recovery application. A conventional ASP formulation comprising sodium carbonate (Na2CO3), Sodium Dodecyl Sulfate (SDS) and partially hydrolyzed polyacrylamide (HPAM)was deployed for comparative purposes. The hardness tolerance of the green ASP shows that surfactant precipitation and scale formation could be mitigated. Lower surfactant concentration required to achieve low IFT and contact angle upon addition of alkali shows synergism in interfacial properties and wettability alteration. The ETA–SCA system yielded a better synergy in IFT reduction (minimum IFT of 4.73 × 10-2 mN/m) and wettability alteration (contact angle of 3° in 600 seconds) than the Na2CO3–SDS system (minimum IFT of 0.22 mN/m and contact angle of 5° in 600 seconds). Nevertheless, the conventional AS formulation exhibited better synergism with brine yielding minimum IFT of 1.52 × 10-2 mN/m. The ETA–SCA system also exhibited the ability to emulsify crude oil and form stable emulsions, a desirable property in chemical EOR processes. ETA had an insignificant impact on SPG's rheology, and the viscosity increased when SCA was added. The ETA–SCA–SPG solution showed shear thinning behavior at low shear rates. The oscillatory studies showed that both SPG and HPAM possess viscoelastic properties, with the green ASP retaining the viscoelasticity of SPG while HPAM loses its viscoelasticity in the presence of Na2CO3. SCA adsorption onto the sand surface was made unfavourable at a threshold of 0.3 wt% ETA. The green ASP formulation achieved an additional recovery of ~22%, while the conventional ASP formulation achieved ~19% additional recovery. Therefore, the green ASP formulation proves to have excellent oil recovery potential compounded by its environmentally benign nature.
尽管碱-表面活性剂-聚合物(ASP)驱油具有很好的前景,但其应用受到各种技术问题和环境问题的限制。为了减轻这些限制的影响,人们开始研究替代化学剂的采油潜力。因此,本研究的重点是研究由单乙醇胺(ETA)、椰油酰丙氨酸钠(SCA)和裂叶植物(SPG)组成的“绿色”ASP配方在提高采收率方面的应用潜力。采用由碳酸钠(Na2CO3)、十二烷基硫酸钠(SDS)和部分水解聚丙烯酰胺(HPAM)组成的常规三元复合磷酸钠配方进行比较。绿色三元复合材料的硬度公差表明,表面活性剂的沉淀和结垢的形成可以得到缓解。加入碱后,表面活性剂的浓度越低,界面温度越低,接触角越小,界面性能和润湿性的改变就越明显。ETA-SCA体系在IFT降低(最小IFT为4.73 × 10-2 mN/m)和润湿性改变(600秒内接触角为3°)方面的协同作用优于Na2CO3-SDS体系(最小IFT为0.22 mN/m, 600秒内接触角为5°)。然而,常规AS配方与盐水的增效效果较好,产生的最小IFT为1.52 × 10-2 mN/m。ETA-SCA体系还显示出乳化原油并形成稳定乳液的能力,这是化学提高采收率过程中理想的性能。ETA对SPG的流变性能影响不显著,加入SCA后SPG的粘度增加。ETA-SCA-SPG溶液在低剪切速率下表现出剪切减薄行为。振荡研究表明,SPG和HPAM均具有粘弹性,在Na2CO3存在下,绿色ASP保留了SPG的粘弹性,而HPAM失去了粘弹性。在0.3 wt% ETA的阈值下,SCA在砂表面的吸附是不利的。绿色三元复合配方的额外采收率为22%,而常规三元复合配方的额外采收率为19%。因此,绿色三元复合配方被证明具有优异的采油潜力,同时又具有环保性质。
{"title":"An Experimental Investigation into the Potential of a Green Alkali-Surfactant-Polymer Formulation for Enhanced Oil Recovery in Sandstone Reservoir","authors":"B. N. Tackie-Otoo, Mohammed Abdalla Ayoub Mohammed, Muhammad Faiz Mohamad Ghani, S. Jufar, A. Hassan","doi":"10.4043/31505-ms","DOIUrl":"https://doi.org/10.4043/31505-ms","url":null,"abstract":"\u0000 Despite the promising nature of alkali-surfactant-polymer (ASP) flooding, its application is limited by various technical issues and environmental concerns. The goal of mitigating the impact of these limitations has led to research into the oil recovery potential of alternative chemical agents. This study, therefore, focuses on investigating the potential of a \"green\" ASP formulation composed of monoethanolamine (ETA), sodium cocoyl alaninate (SCA) and Schizophyllan (SPG) for its enhanced oil recovery application. A conventional ASP formulation comprising sodium carbonate (Na2CO3), Sodium Dodecyl Sulfate (SDS) and partially hydrolyzed polyacrylamide (HPAM)was deployed for comparative purposes.\u0000 The hardness tolerance of the green ASP shows that surfactant precipitation and scale formation could be mitigated. Lower surfactant concentration required to achieve low IFT and contact angle upon addition of alkali shows synergism in interfacial properties and wettability alteration. The ETA–SCA system yielded a better synergy in IFT reduction (minimum IFT of 4.73 × 10-2 mN/m) and wettability alteration (contact angle of 3° in 600 seconds) than the Na2CO3–SDS system (minimum IFT of 0.22 mN/m and contact angle of 5° in 600 seconds). Nevertheless, the conventional AS formulation exhibited better synergism with brine yielding minimum IFT of 1.52 × 10-2 mN/m. The ETA–SCA system also exhibited the ability to emulsify crude oil and form stable emulsions, a desirable property in chemical EOR processes. ETA had an insignificant impact on SPG's rheology, and the viscosity increased when SCA was added. The ETA–SCA–SPG solution showed shear thinning behavior at low shear rates. The oscillatory studies showed that both SPG and HPAM possess viscoelastic properties, with the green ASP retaining the viscoelasticity of SPG while HPAM loses its viscoelasticity in the presence of Na2CO3. SCA adsorption onto the sand surface was made unfavourable at a threshold of 0.3 wt% ETA. The green ASP formulation achieved an additional recovery of ~22%, while the conventional ASP formulation achieved ~19% additional recovery. Therefore, the green ASP formulation proves to have excellent oil recovery potential compounded by its environmentally benign nature.","PeriodicalId":11217,"journal":{"name":"Day 4 Fri, March 25, 2022","volume":"40 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73010118","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Improved Drilling Performance in Asia Pacific Formations Through Digitally Augmented Design Process for Shaped Cutter Drill Bits 通过数字增强设计流程,提高了亚太地区地层的钻井性能
Pub Date : 2022-03-18 DOI: 10.4043/31346-ms
Stephen Duffy, Nick Wasuthalainunt, Chanikarn Wongnang
The objective of this paper is to demonstrate the improved drilling performance achieved by operators in the Asia Pacific region by implementing shaped Polycrystalline diamond compact (PDC) cutter technology. The success of these PDC bit designs is achieved using a design process augmented by advanced drilling simulations to optimize cutter placement specifically for the formations present in the region. For decades the drilling industry has been aware of the potential performance gains, in certain targeted formations, by forming cylindrical cutters into other geometrical shapes. These early generation shaped cutters had limited success due to diamond technology, along with the high manufacturing costs associated with shaping the cutters. Recently, PDC drill bits with shaped cutter designs are becoming more prolific in particular formation types. A number of these formations targeted for improved drilling performance are present in the Asia Pacific region. This paper describes a unique advanced drilling simulation software that has been calibrated with data recorded from various pressurized drilling tests in specific rock types in the drilling lab. It also explores the new design processes that integrates these advanced drilling simulations against historical drilling data and aids in the down selection of design concepts. This new process has been used by application engineers in the Asia Pacific region and supported by a global service delivery team to optimize shaped PDC cutter bit designs. Improved drilling performance is achieved with the correct application of shaped PDC cutter technology. Case studies from the Asia Pacific region demonstrate how shaped cutter PDC designs allowed operators in China and Brunei to improve drilling performance. For example, a Brunei operator doubled the rate of penetration previous seen in these targeted applications. In South West China, longer footage and rate of penetration (ROP) improvements have been achieved. In North West China, 30% ROP improvements have been observed. This novel design process enables performance driven design decisions with minimal need to iterate in the field, providing the operator with an optimal design to suit their needs.
本文的目的是展示亚太地区的作业者通过实施聚晶金刚石(PDC)切割机技术所取得的钻井性能的改善。这些PDC钻头设计的成功是通过先进的钻井模拟来优化切削齿位置的设计过程实现的,特别是针对该地区现有的地层。几十年来,钻井行业已经意识到,在某些目标地层中,通过将圆柱形切削齿形成其他几何形状,可以获得潜在的性能提升。由于金刚石技术的原因,这些早期的切削齿取得了有限的成功,同时与切削齿成型相关的制造成本也很高。最近,在特定的地层类型中,采用异形切削齿设计的PDC钻头的产量越来越大。为了提高钻井性能,亚太地区有许多这样的地层。本文介绍了一种独特的先进钻井模拟软件,该软件已根据钻井实验室中特定岩石类型的各种加压钻井测试记录的数据进行校准。它还探索了新的设计过程,将这些先进的钻井模拟与历史钻井数据相结合,并有助于设计概念的选择。该新工艺已被亚太地区的应用工程师使用,并得到全球服务交付团队的支持,以优化PDC切削齿钻头的设计。通过正确应用异形PDC切削齿技术,提高了钻井性能。亚太地区的案例研究表明,中国和文莱的油公司采用了形状切削齿PDC设计,从而提高了钻井性能。例如,文莱的一家作业者将之前在这些目标应用中的渗透率提高了一倍。在中国西南部,已经实现了更长的进尺和机械钻速(ROP)的提高。在中国西北部,ROP提高了30%。这种新颖的设计流程可以实现性能驱动的设计决策,而无需在现场进行迭代,从而为作业者提供适合其需求的最佳设计。
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引用次数: 1
L53-DD, On-Shore Thailand a Case Study of Integrated Geoscience to Engineering Approach Improving Reserve Estimation and Field Development Planning 泰国陆上L53-DD:地球科学与工程综合方法改进储量估算和油田开发规划的案例研究
Pub Date : 2022-03-18 DOI: 10.4043/31381-ms
Zhen-Xuan Yew, Monthathip Kosolpinete, T. Lerdsuwankij, G. Sen, M. F. Harun, T. Duangprasert, L. Noomee, Jeerisuda Thongseng, Thanitha Wongsawat
The study emphasized on a collaborative work across various domains to improve reserve estimation utilizing integrated analysis from geological understanding, seismic interpretation, petrophysical log to sampled pressure and production data. A cross-disciplined approach was tailored for this complex marginal field and it included a fast loop full-field reservoir modeling and simulation to delineate the reservoir characteristics in a timely manner. The study improves the confidence level in reserve estimation of the field with a range of 30-35% primary recovery factor interpreted across different sands which is in line with other publications that in a typical Gulf of Thailand oil reservoir, in the presence of a strong water drive, the most likely primary recovery factor is between 18-40%, depending on the thickness of the oil column, bottom water versus edge water and the presence of a gas cap. The study helps to drive real field decision making for upcoming drilling campaigns to further improve the economic life of the field. This paper presents a fit-for-purpose reservoir modeling while drilling approach demonstrating how the company used newly drilled well data to validate the reservoir model and to drive new decisions for field development planning. The industry has limited published case studies on medium to heavy oil (19 to 25 degree API) with strong aquifer support in the region of onshore Thailand. This case study presents an approach in addressing multiple challenges faced to unlock the high oil potential of the region. In summary, a cross-disciplined, fit-for-purpose and practical approach using latest available commercial technology enabled real-field decisions being made timely and accurately. Similar approach will be undertaken in other fields of the company in the region.
该研究强调了跨多个领域的协作工作,通过综合分析,从地质认识、地震解释、岩石物理测井到采样压力和生产数据,来提高储量估计。针对这一复杂的边缘油田,采用了一种跨学科的方法,包括快速循环油藏建模和模拟,以及时描绘油藏特征。该研究提高了该油田储量估计的可信度,在不同砂层中解释了30-35%的初级采收率,这与其他出版物一致,在典型的泰国湾油藏中,在存在强水驱的情况下,最可能的初级采收率在18-40%之间,具体取决于油柱的厚度。底部水与边缘水的对比以及气顶的存在。该研究有助于推动即将进行的钻井活动的实际现场决策,从而进一步提高油田的经济寿命。本文介绍了一种适合钻井的油藏建模方法,展示了该公司如何使用新钻井数据来验证油藏模型,并推动油田开发规划的新决策。目前,该行业对泰国陆上地区具有强大含水层支撑的中稠油(API为19 ~ 25度)进行了有限的案例研究。本案例研究提出了一种解决该地区高石油潜力所面临的多重挑战的方法。总之,一种跨学科的、符合目的的、实用的方法使用了最新的商业技术,能够及时、准确地做出现场决策。该公司在该地区的其他领域也将采取类似的做法。
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引用次数: 0
Defining the Optimum Well Completion for Marginal Field Development – An Approach 边际油田开发的最佳完井方法
Pub Date : 2022-03-18 DOI: 10.4043/31552-ms
Syarifah Puteh Mariah Syed Abd Rahim, M. F. Azman, Zaidi Awang@Mohamed, Mior Yusni Ahmad
Marginal field development commonly face setback when it comes to an investment decision, which makes it technically and commercially very challenging to be developed. Technologies that usually applied in big fields may not be economically relevant to the marginal fields, despite require the same assurance and functionality. Well completion cost itself can take up to 50% of the total well cost, especially for fields that potentially must deal with sand production, high CO2 and/or H2S content, artificial lift, and multilayer zonal completion and isolation. This paper demonstrates an integrated approach to identify and define the optimum well completion strategy for such conditions in a Malaysian oilfield. The first step is to list all the operational issues and challenges of producing from the neighboring fault block and other analogue fields experience. Leveraging on the available data and types of completion that have been installed, a set of scoring is given to different completion type, considering the sand production control effectiveness, good well performance, and long well life span. The shortlisted completion types were further evaluated based on the following criteria: Production flexibility Early monetization Operation complexity (drilling and completion) Sand production management Sand control failure probability Associated Risks Stand-alone economic As a result, eight (8) completion strategies were investigated namely Monobore, Monobore wih resin, Cased & Perf, Cased & Perf with resin, Open Hole Stand Alone Screen (OHSAS), Cased-Hole Stand Alone Screen (CHSAS), Cased-Hole Gravel Pack (CHGP); using circulating method or frac pack. Different completion has its own advantages and disadvantages. Structured scoring system was again applied to guide the decision-making process. The key elements in the decision thought process are the associated cost of each option, the skin factor that affect the production and reserve estimation, and ultimately the Net Present Value (NPV) indicator. In conclusion, identifying the optimum well completion will never give a single solution answer. However, the most important thing is to consider all the decisive factors and properly evaluate all options. In our own real example, the option that gives the best NPV coupled with tolerable risk (HSE risk i.e. less issue at surface) was selected as the optimum well completion strategy to be used in the development plan.
边际油田开发在投资决策方面通常会遇到挫折,这使得边际油田的开发在技术和商业上都非常具有挑战性。通常应用于大型油田的技术可能与边缘油田没有经济相关性,尽管需要相同的保证和功能。完井成本本身可能占到总成本的50%,特别是对于可能必须处理出砂、高二氧化碳和/或H2S含量、人工举升和多层分层完井和隔离的油田。本文展示了一种综合方法来识别和确定马来西亚油田这种条件下的最佳完井策略。第一步是列出从邻近断块和其他模拟油田开采的所有操作问题和挑战。利用现有数据和已安装完井类型,考虑到防砂效果、良好的井性能和较长的井寿命,对不同的完井类型进行了一套评分。入围的完工类型将根据以下标准进行进一步评估:因此,研究人员对8种完井策略进行了研究,分别是单孔钻、单孔钻加树脂、套管射孔、套管射孔加树脂、裸眼独立筛管(OHSAS)、套管井独立筛管(CHSAS)、套管井砾石充填(CHGP);采用循环法或压裂充填。不同的完成方式各有优缺点。再次采用结构化评分系统来指导决策过程。决策思维过程中的关键要素是每个选项的相关成本,影响产量和储量估算的表皮因素,以及最终的净现值(NPV)指标。总之,确定最佳完井方案永远不会给出一个单一的解决方案。然而,最重要的是要考虑所有的决定性因素,并适当地评估所有的选择。在我们自己的实际示例中,选择具有最佳净现值和可承受风险(HSE风险,即地面问题较少)的选项作为开发计划中使用的最佳完井策略。
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引用次数: 1
Numerical Simulation of Whole Process Flow of Cementing Slurry 固井泥浆全流程数值模拟
Pub Date : 2022-03-18 DOI: 10.4043/31551-ms
Shanshan Liu, Rui Li, W. Yuan
Cementing is an important link in the process of oil and gas well construction. The quality of cementing directly affects the safety of next drilling, recovery capacity and life of later production. It is very important to accurately reflect and describe the dynamic changes of various underground parameters in the process of cementing for reasonable control of construction measures and guarantee the quality of cementing replacement. Based on the study of the dynamic process of cementing, the field equation is simplified to ID model by using the principle of momentum conservation and mass conservation, and the calculation model of cementing dynamic parameters at any time considering the effect of U-shaped pipe is established, including bottom hole pressure, friction, height and volume of vacuum section, static pressure in pipe and annulus, ECD and other dynamic parameters. The initial value problem is solved numerically by iterative method. The software of cement slurry flow simulator is developed, which is used to visually simulate the cement slurry flow process. The numerical model development software can be used to visually simulate the dynamic flow process of cement injection, which is suitable for complex wellbore structure and multi fluid injection. It can simulate the whole flow process of cement injection well, including the generation of U-tube effect, and analyze the variation law of dynamic parameters. The software can be used to simulate the dynamic flow process of cement injection, which is suitable for complex wellbore structure and multi fluid injection including the generation of U-tube effect, and analyze the variation law of dynamic parameters. Field data of a well was verified, and the results show that the proposed method can accurately calculate the flow parameters in the whole process of cementing, and can be used to guide the design of cementing operation. The innovation of this paper is to develop the simulation software of cementing slurry dynamic process. The function modules of the software use numerical model instead of empirical formula to improve the calculation accuracy of each parameter. The software has comprehensive functions, and gives the dynamic parameter change law of each stage in the fixed construction process. It has strong practicability and can well meet the requirements of on-site construction.
固井是油气井施工过程中的一个重要环节。固井质量的好坏直接影响到下次钻井的安全性、采收率和后期生产的寿命。准确反映和描述固井过程中井下各项参数的动态变化,对于合理控制施工措施,保证固井置换质量具有十分重要的意义。在研究固井动态过程的基础上,利用动量守恒和质量守恒原理,将现场方程简化为ID模型,建立了考虑u形管影响的任意时刻固井动态参数计算模型,包括井底压力、摩擦力、真空段高度和体积、管内和环空静压、ECD等动态参数。采用迭代法对初值问题进行数值求解。开发了水泥浆流动模拟器软件,用于可视化地模拟水泥浆流动过程。该数值模型开发软件可以直观地模拟注水泥的动态流动过程,适用于复杂井筒结构和多流体注入。它可以模拟注水泥井的整个流动过程,包括u形管效应的产生,并分析动态参数的变化规律。该软件可用于模拟注水泥动态流动过程,适用于复杂井筒结构和含u型管效应的多流体注入,并分析动态参数的变化规律。对一口井的现场数据进行了验证,结果表明,该方法能够准确地计算出固井全过程的流量参数,可用于指导固井作业设计。本文的创新之处在于开发了固井泥浆动态过程仿真软件。软件各功能模块采用数值模型代替经验公式,提高了各参数的计算精度。软件功能全面,给出了固定施工过程中各阶段参数的动态变化规律。实用性强,能很好地满足现场施工要求。
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引用次数: 0
Improvement in Drilling Efficiency by Eliminating Static Survey Time 消除静态测量时间,提高钻井效率
Pub Date : 2022-03-18 DOI: 10.4043/31445-ms
A. L. Ismail, M. A. Za'ba, Mondali Mondali, Azah Ismail, M. I. Idris, M. F. Ishak
Borehole survey is a very crucial element in drilling a well. The data will be utilized during all phases of drilling campaign – planning, execution, and post drilling. During planning, borehole survey data are critical to avoid well collision with nearby well. It is done through correct survey of offset data and correct toolcode assigned to the survey program together with database QAQC. While actual drilling itself, the survey will be closely monitored to ensure that the well is clear from any collision risk. The survey will guide the directional driller to steer to the geological objectives and hit the geological target with high confidence. Finally, once drilling has been completed, the survey data will be tied in to geological and reservoir models and to be used for planning of future campaign. Since the last forty years, measurement while drilling (MWD) surveys have been the backbone for the borehole surveying. MWD surveys are in fact a measurement/surveying while static condition not during online drilling itself. Industry has experienced multiple evolution of MWD surveys, but none of the evolutions lead to the survey in dynamic conditions. Realizing the true potentials of getting the survey data in dynamic condition, it will help the rigsite operation to minimize the risk associated with longer stationary time. With this definitive dynamic survey while drilling can accurately be taken while drilling, moving, rotating and sliding, it had proven to eliminate the survey-related rig time per survey and reduced associated drilling risks, therefore improves the overall drilling efficiency. The service incorporates the new telemetry innovations that enables up to 20bps and the advance drilling dynamics design includes three-axis shock and vibration and turbine power. Additionally, geological accuracy is refined using gamma ray and electromagnetic resistivity in combination with continuous six-axis direction and inclination sensors. The deployment of this dynamic-survey-while drilling service had enable the operator to acquire precise BHA location data at a higher frequency during drilling for improved decision making, eleiminating up to 15 min of survey-related rig time per survey. This also eliminated the need for additional pump cycles along with their associated washouts, stuck pipe risks and other directional drilling difficulties. The ultimate yield is definitive dynamic surveys, delivering real-time borehole conditions that reduce time to TD. This paper also covers the advance procedure of taking definitive non-static survey. The challenge is to ensure the non-static data to be sent continuously and meet survey acceptance criteria. Hence, the continuous survey data can be qualified as definitive survey and assigned a proper toolcode. To validate this continuous survey measurements, the author analyses the survey comparison with conventional static survey and gyroscopic survey results in the field test runs. The author will then presen
井眼测量是钻井中非常关键的一项工作。这些数据将用于钻井作业的所有阶段——计划、执行和钻井后。在规划过程中,井眼测量数据对于避免与附近井发生碰撞至关重要。它是通过对偏移量数据的正确测量和分配给测量程序的正确工具代码以及数据库QAQC来完成的。在实际钻井过程中,将密切监测调查结果,以确保油井没有任何碰撞风险。该测量将引导定向钻工导向地质目标,并以高信心击中地质目标。最后,一旦钻探完成,调查数据将与地质和储层模型联系起来,并用于规划未来的活动。近四十年来,随钻测量(MWD)一直是井眼测量的支柱。MWD测量实际上是静态条件下的测量/测量,而不是在线钻井本身。业内经历了MWD测量的多次演变,但没有一次演变导致测量处于动态状态。实现动态条件下测量数据的真正潜力,将有助于正确的现场作业,最大限度地减少长时间静止带来的风险。在钻井、移动、旋转和滑动过程中,可以精确地进行动态测量,从而消除了每次测量所需的钻机时间,降低了相关的钻井风险,从而提高了整体钻井效率。该服务结合了新的遥测技术创新,可实现高达20bps的速度,先进的钻井动力学设计包括三轴冲击、振动和涡轮动力。此外,利用伽马射线和电磁电阻率结合连续六轴方向和倾角传感器,提高了地质精度。这种随钻动态测量服务的部署使作业者能够在钻井过程中以更高的频率获得精确的BHA位置数据,从而改进决策,每次测量可节省多达15分钟的与测量相关的钻机时间。这也消除了额外的泵送周期以及相关的冲蚀、卡钻风险和其他定向钻井困难。最终的产量是确定的动态测量,提供实时井眼条件,减少钻完井时间。本文还介绍了进行确定的非静态测量的预先程序。挑战在于确保非静态数据连续发送并满足调查验收标准。因此,连续的调查数据可以作为确定的调查,并分配适当的工具代码。为了验证这一连续测量结果,笔者在现场试运行中与常规静态测量和陀螺仪测量结果进行了对比分析。然后,作者将提出结论和进一步的工作建议,其中井筒测量的进展可以改变井的施工过程,对钻井效率产生重大影响,并最大限度地减少卡钻风险和井筒不确定性。
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引用次数: 1
A New Insight into Smart Water Assisted Foam SWAF Technology in Carbonate Rocks using Artificial Neural Networks ANNs 基于人工神经网络的碳酸盐岩智能水助泡沫SWAF技术研究
Pub Date : 2022-03-18 DOI: 10.4043/31663-ms
A. Hassan, M. Ayoub, Mysara E. Mohyadinn, E. Al-Shalabi, F. Alakbari
The smart water-assisted foam (SWAF) technology is a novel enhanced oil recovery (EOR) technique, which combines the synergistic effect of both smart water and foam-flooding methods. The smart water enables multilevel improvements, namely, stabilization of foam-lamella and wettability alteration of the carbonate rock, which leads to desirable oil relative-permeability behavior. Contact angle tests are the common approach for measurement of the preferential affinity of reservoir rocks to fluids. However, the laboratory methods for contact angle measurement are costly and time-consuming. Therefore, in this study, we propose a new approach to predict contact angle based on a machine learning technique. A model based on artificial neural network (ANN) algorithm was developed using 1615 datasets acquired from diverse published resources. The developed ANN-based model to predict contact angle was further evaluated by applying the trend analysis approach, which verify the correct relationships between the inputs and output parameters. The collected datasets were trifurcated into training, validation, and testing segments, so that the over-fitting and under-fitting issues are evaded. Furthermore, some statistical error analyses, namely, the average absolute percentage relative error (AAPRE), and the correlation coefficient (R) were performed to present the robustness and accuracy of the proposed model. The findings from the trend analysis showed the sound relationships between the inputs and output parameters. The statistical error analyses proved that the developed ANN-based model does not have any under-fitting or overfitting anomalies, and correctly determines the contact angle with high accuracy, substantiated by the R values of 0.9988, 0.9985, 0.9967, and AAPRE values of 1.68, 1.62, 1.81, for training, validation, and testing datasets, respectively. The proposed ANN-based model for contact angle prediction has many advantages including speed, reliability, and ease of usage. This work highlights the potential of machine learning algorithms in oil and gas applications, particularly in contact angle prediction from SWAF technology. The findings from this study are expected to add valuable insights into identifying the optimal conditions (i.e., optimum smart water and surfactant aqueous solution) for the operation sequence of SWAF technology, leading to successful field applications.
智能水助泡沫(SWAF)技术是一种新型的提高采收率(EOR)技术,它结合了智能水驱和泡沫驱两种方法的协同效应。智能水可以实现多层面的改善,即泡沫层的稳定和碳酸盐岩的润湿性改变,从而获得理想的石油相对渗透率。接触角试验是测量储层岩石对流体优先亲和性的常用方法。然而,实验室测量接触角的方法既昂贵又耗时。因此,在本研究中,我们提出了一种基于机器学习技术的新方法来预测接触角。基于人工神经网络(ANN)算法建立了一个基于人工神经网络(ANN)算法的模型,该模型使用了来自不同出版资源的1615个数据集。采用趋势分析方法对基于人工神经网络的接触角预测模型进行了进一步评价,验证了输入和输出参数之间的正确关系。收集到的数据集被分成训练、验证和测试三个部分,从而避免了过拟合和欠拟合问题。此外,还进行了一些统计误差分析,即平均绝对百分比相对误差(AAPRE)和相关系数(R),以证明所提出模型的稳健性和准确性。趋势分析的结果表明,投入和产出参数之间存在良好的关系。统计误差分析表明,基于人工神经网络的模型不存在欠拟合和过拟合异常,能够准确地确定接触角,准确率较高,训练集、验证集和测试集的R值分别为0.9988、0.9985、0.9967,AAPRE值分别为1.68、1.62、1.81。所提出的基于人工神经网络的接触角预测模型具有速度快、可靠性好、使用方便等优点。这项工作突出了机器学习算法在石油和天然气应用中的潜力,特别是在swf技术的接触角预测方面。这项研究的结果有望为swf技术的操作顺序确定最佳条件(即最佳智能水和表面活性剂水溶液)提供有价值的见解,从而实现成功的现场应用。
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引用次数: 5
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Day 4 Fri, March 25, 2022
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