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Multiphase flow challenges in drilling, completions, and injection: Part 2 多相流在钻井、完井和注入中的挑战:第2部分
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2024.05.002
C.E. Obi , A.R. Hasan , A. Badejo , M.A. Rahman , D. Banerjee
This review addresses the diverse applications of multiphase flows, focusing on drilling, completions, and injection activities in the oil and gas industry. Identifying contemporary challenges and suggesting future research directions, it comprehensively reviews evolving applications in these multidisciplinary topics. In drilling, challenges such as gas kicks, cutting transport, and hole cleaning are explored. The application of immersion cooling technology in surface facilities for gas fields utilized in integrated bitcoin mining is also discussed. Nanotechnology, particularly the use of nanoparticles and nanofluids, shows promise in mitigating particulate flow issues and controlling macroscopic fluid behavior. Nanofluids find applications in drilling for formation strengthening and mitigating formation damage in completions as highlighted in this work, as well as in subsurface injection for enhanced oil recovery (EOR), waterflooding, reservoir mapping, and sequestration tracking. The review emphasizes the need for techno-economic analyses using multiphase flow models, particularly in scenarios involving fluid injection for energy storage. Addressing these multiphase flow challenges is crucial for the future of energy diversity and transition initiatives, offering benefits such as financial stability, resilience, sustainability, and reliable supply chains. In the first part of this review, we presented the application of multiphase (typical gas, liquid, solid) flow models and technology for drilling, completion, and injection operations. This second part of this review presents the applications of multiphase particulate (nanofluid) flow technology for drilling, completion, and injection operations. It aims to identify technology development needs related to multiphase flows, enhancing research endeavors for better cognition and mitigation of the identified issues. The use of computational fluid dynamics (CFD), machine learning (ML), and system modeling for multiphase flow models is also discussed.
本文介绍了多相流的各种应用,重点介绍了石油和天然气行业的钻井、完井和注入活动。它确定了当前的挑战和建议未来的研究方向,全面回顾了这些多学科主题的发展应用。在钻井过程中,研究了气涌、岩屑运移和井眼清洗等挑战。讨论了浸没冷却技术在综合比特币开采气田地面设施中的应用。纳米技术,特别是纳米颗粒和纳米流体的应用,在缓解颗粒流动问题和控制宏观流体行为方面显示出了希望。纳米流体在钻井中被应用于地层强化和减轻完井过程中的地层损害,以及用于提高采收率(EOR)的地下注入、水驱、油藏测绘和封存跟踪。该综述强调了使用多相流模型进行技术经济分析的必要性,特别是在涉及流体注入储能的情况下。解决这些多相流挑战对于能源多样性和转型计划的未来至关重要,可以带来金融稳定性、弹性、可持续性和可靠的供应链等好处。在本综述的第一部分中,我们介绍了多相(典型的气、液、固)流动模型和技术在钻井、完井和注入作业中的应用。本文第二部分介绍了多相颗粒(纳米流体)流动技术在钻井、完井和注入作业中的应用。它旨在确定与多相流有关的技术发展需求,加强研究工作,以便更好地认识和缓解已确定的问题。计算流体动力学(CFD),机器学习(ML)和多相流模型的系统建模的使用也进行了讨论。
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引用次数: 0
Active control of the fluid pulse based on the FxLMS 基于FxLMS的流体脉冲主动控制
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2023.06.006
Hai Yang , Jie Liu , Zexing Yang , Haibo Liang , Lizao Zhang , Jialing Zou
In petroleum engineering, the performance of drilling fluid is the key factor affecting the drilling success. Drilling fluid rheology can be measured by tube measurement. Fluid pulsation will cause measurement deviation of differential pressure and flow velocity data during measurement, and it accumulates when the flow curve is drawn. Finally, the accuracy of drilling fluid rheological pipe measurement is seriously affected. In view of the problem of fluid pulsation can seriously affect the accuracy of tube measurement. This paper proposed an algorithm based on Filtered-x least mean square (FxLMS). First, the active control strategy is studied, the mathematical model of electric regulating valve control is established, the FxLMS algorithm of variable step length is studied, the simulation model of the control system is established, and the control effect of different algorithms is compared. The dynamic experimental platform of fluid pulse active control for drilling fluid rheological pipe measurement is designed and built. The experimental data show that: after active control, the average relative error of drilling fluid shear force decreased by 179.6%, the average relative error of plastic viscosity decreased by 78.1%, and the average relative error of the apparent viscosity decreased by 25.5%. It proves that the active control algorithm can improve the accuracy of tube measurement more effectively.
在石油工程中,钻井液性能是影响钻井成功的关键因素。钻井液流变性可以通过管式测量来测量。在测量过程中,流体脉动会引起压差和流速数据的测量偏差,并在绘制流量曲线时累积。最后,严重影响了钻井液流变管测量的精度。鉴于流体脉动问题会严重影响管道测量的精度。提出了一种基于滤波-x最小均方(filter -x least mean square, FxLMS)的算法。首先,研究了主动控制策略,建立了电动调节阀控制的数学模型,研究了变步长FxLMS算法,建立了控制系统的仿真模型,比较了不同算法的控制效果。设计并搭建了用于钻井液流变管测量的流体脉冲主动控制动态实验平台。实验数据表明:主动控制后,钻井液剪切力的平均相对误差减小了179.6%,塑性粘度的平均相对误差减小了78.1%,表观粘度的平均相对误差减小了25.5%。实践证明,主动控制算法能更有效地提高管材测量精度。
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引用次数: 0
Integrated reservoir characterization of the Permo-Triassic gas reservoirs in the Central Persian Gulf 波斯湾中部二叠三叠纪天然气储层的综合储层特征描述
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2024.01.002
Milad Moradi , Ali Kadkhodaie , Hossain Rahimpour-Bonab , Rahim Kadkhodaie
The upper Dalan and Kangan or Permian-Triassic carbonate formations in the central the Persian Gulf are considered as world's giant gas reservoirs. The primary purpose of this research is to model and evaluate the relationship between hydraulic flow units (HFUs), electrofacies and microfacies with systems tracts of Permian-Triassic sequences. By integrating the results of core data, petrographic studies, and petrophysical logs of the studied formations, hydraulic flow units and electrofacies were identified. Based on the results of petrographic studies, twelve microfacies were identified in terms of textural and depositional characteristics. Based on depositional setting, sedimentary facies and INPEFA values obtained from gamma ray log and gamma deviation log (GDL) in the context of sequence stratigraphy, zonation of Dalan and Kangan reservoirs is carried out. The zonation boundaries correspond to the key stratal surfaces (sequence boundary and maximum flooding surface). Seven petrographic rock types (PRT) were identified for the upper Dalan-Kangan reservoirs based on sedimentary texture, diagenetic process and dominant pores. Using porosity and permeability data from the core analysis, five hydraulic flow units were identified based on the flow zone indicator (FZI) method. Using multi-resolution graph-based clustering (MRGC) four electrofacies were detected from petrophysical data (gamma, neutron, density and acoustic logs). Subsequently, the INPEFA, GDL and electrofacies were spatially modeled using the sequential indicator simulation (SIS) and sequential Gaussian simulation (SGS) geostatistical methods. Finally, a clear agreement was revealed between the reservoir zones and the stratigraphic sequence framework. It this regard, the microfacies belonging to the high-energy and grain-dominated settings (packstone, grainstone) of leeward shoal, shoal and seaward shoal belts have the best reservoir units due to the influence of dissolution and dolomitization. The best reservoir units in the Permian-Triassic deposits in the middle of the upper Dalan and lower Kangan are developed in UDS4, upper KS2 and middle KS1 units. On the other hand, mud-dominated facies (mudstone, wackestone) and anhydrite textures are mostly associated with the low-energy lagoonal environments, between tidal flat and Sabkha. Non-reservoir units have been formed in the upper Dalan/Kangan and in the transgressive systems tract of UDS3-a, KS2-a and the lower and upper part of KS1 transgressive-highstand systems tract.
波斯湾中部的上大兰和坎干或二叠系-三叠系碳酸盐岩地层被认为是世界上最大的天然气储层。本研究的主要目的是模拟和评价二叠-三叠纪层序体系域与水力流动单元、电相和微相之间的关系。通过综合岩心数据、岩石学研究和所研究地层的岩石物理测井结果,确定了水力流动单元和电相。根据岩石学研究结果,根据构造和沉积特征,确定了12个微相。根据层序地层学背景、沉积相以及伽马测井和伽马偏差测井(GDL)的INPEFA值,对大兰、康干储层进行了分带。分带边界对应关键层面(层序边界和最大淹水面)。根据沉积结构、成岩作用和优势孔隙特征,确定了大兰-康干上段储层的7种岩相岩石类型。利用岩心分析的孔隙度和渗透率数据,基于流动区指示(FZI)方法确定了5个水力流动单元。利用多分辨率图聚类技术(MRGC),从岩石物理数据(伽马、中子、密度和声波测井)中检测出四种电相。随后,利用序贯指示模拟(SIS)和序贯高斯模拟(SGS)地统计学方法对INPEFA、GDL和电相进行了空间建模。最后,发现储层带与层序格架具有明显的一致性。因此,受溶蚀和白云化作用的影响,背风滩带、浅滩带和向海滩带的高能、颗粒为主(包岩、颗粒岩)微相具有最好的储集单元。二叠系—三叠系上大兰中段和下甘干段的储层单元发育在UDS4、KS2上段和KS1中段。另一方面,泥岩、泥岩和硬石膏结构主要与低能泻湖环境有关,介于潮滩和Sabkha之间。在大兰/坎干上段、UDS3-a、KS2-a海侵体系域和KS1海侵—高位体系域上下段均形成了非储层单元。
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引用次数: 0
Study on the mechanism of gas-water two-phase flow in carbonate reservoirs at pore scale 孔隙尺度碳酸盐储层气水两相流动机理研究
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2023.09.008
Ruihan Zhang , Guang Lu , Xian Peng , Longxin Li , Yuhan Hu , Yulong Zhao , Liehui Zhang
Carbonate gas reservoirs generally contain water, leading to uneven water invasion, explosive water flooding and other prominent phenomena, which is an important factor restricting the efficient development of gas reservoirs. The study of gas-water two-phase flow behavior in carbonate gas reservoirs is of great significance for understanding the formation mechanism of residual water and trapped gas and improving the recovery of gas reservoirs. In this study, microscopic visualization physical models of fractured-vuggy and fractured-porous types were established based on CT images. And then gas-water two-phase flow experiments were conducted using the models, visually presenting the characteristics of gas-water two-phase flow and the formation mechanism of residual water and trapped gas in such reservoirs. On the basis of experiments, numerical simulation of gas-water two-phase flow at pore scale under high-temperature and high-pressure conditions was conducted using the VOF method, and the effect of capillary number on gas-water two-phase flow was quantitatively evaluated. The experiment results indicate the types of residual water and trapped gas formed in the fractured-vuggy and fractured-porous reservoirs. Compared with fractured-vuggy reservoir, the type of residual water in fractured-porous reservoir doesn't include water masses in the vugs, but includes network shaped residual water, and the type of trapped gas also includes network shaped trapped gas. The numerical simulation results indicate the residual water in the fractured-porous reservoir decreases with the increase of capillary number during gas flooding process, while the distribution of residual water in the fractured-vuggy reservoir is influenced by the combination of fractures and vugs. The distribution of trapped gas in different types of reservoirs shows a trend of first decreasing and then increasing with the increase of capillary number during water flooding process. The results in this study can provide theoretical support for revealing the formation mechanism of residual water and trapped gas in carbonate gas reservoirs and improve gas recovery.
碳酸盐岩气藏普遍含水,导致水侵不均匀、爆炸性水驱等现象突出,是制约气藏高效开发的重要因素。研究碳酸盐岩气藏气水两相流动特征,对认识残余水和圈闭气形成机理,提高气藏采收率具有重要意义。本研究基于CT图像建立了缝洞型和缝孔型的微观可视化物理模型。利用该模型进行气水两相流实验,直观地展示了此类储层气水两相流特征及残余水和圈闭气形成机理。在实验基础上,采用VOF方法对高温高压条件下孔隙尺度下气水两相流动进行了数值模拟,定量评价了毛细管数对气水两相流动的影响。实验结果表明了缝洞型和缝孔型储层中残余水和圈闭气的形成类型。与缝洞型储层相比,缝洞型储层残余水类型不包括孔洞中的水团,而包括网状残余水,圈闭气类型也包括网状圈闭气。数值模拟结果表明,在气驱过程中,缝洞型储层中残余水随毛管数的增加而减少,而缝洞型储层中残余水的分布受缝洞联合作用的影响。水驱过程中,不同类型储层的圈闭气分布随毛管数的增加呈现先减小后增大的趋势。研究结果可为揭示碳酸盐岩气藏剩余水和圈闭气形成机理、提高采收率提供理论支持。
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引用次数: 0
Inhibition of carbon steel corrosion in CO2-saturated 3.5 wt.% NaCl solution by vanillin chitosan oligosaccharide and synergistic effect of KI additive 香草醛壳聚糖对碳钢在co2饱和3.5 wt.% NaCl溶液中的缓蚀及KI添加剂的协同作用
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2023.10.003
Shitao Liu , Jun Zhou , Guangchuan Liang , Xidi Lyu , Ying He , Lanting Feng , Hao Peng
The chitosan oligosaccharide and vanillin are used as raw materials to synthesize non-toxic and water-soluble chitosan oligosaccharide derivative called vanillin chitosan oligosaccharide as a green corrosion inhibitor. The corrosion inhibition properties of 20# steel in CO2-saturated solution system at 25°C and 3.5 wt% NaCl were studied. The synergistic effect of potassium iodide (KI) and VCOS on corrosion inhibition was also studied. Various techniques such as weight loss (WL), electrochemical analysis, atomic force microscopy (AFM), scanning electron microscopy (SEM), quantum chemical calculations, and molecular dynamics simulations were used to understand the inhibition properties. The inhibition efficiency of VCOS enhanced remarkably after the addition of KI, reaching an optimum value of 93.1%. EIS results showed that the inhibition of VCOS + KI on metal surface increased with time. Polarization measurements showed that VCOS and KI acted as mixed inhibitors by demonstrating anode dominance. SEM and AFM were used to study the formation of inhibition film on metal surface after 3 days immersion. We concluded that the mixed inhibitor followed Langmuir adsorption isotherm. In addition, quantum chemistry and molecular dynamics simulations were used to verify the relationship between corrosion inhibition efficiency and molecular structure.
以低聚壳聚糖和香兰素为原料,合成了无毒、水溶性的低聚壳聚糖衍生物——香兰素低聚壳聚糖,作为绿色缓蚀剂。研究了20#钢在25℃、3.5 wt% NaCl条件下的co2饱和溶液体系中的缓蚀性能。研究了碘化钾(KI)和VCOS的协同缓蚀作用。采用失重法(WL)、电化学分析、原子力显微镜(AFM)、扫描电镜(SEM)、量子化学计算和分子动力学模拟等多种技术来了解其缓蚀性能。添加KI后,VCOS的抑制效率显著提高,达到最优值93.1%。EIS结果表明,VCOS + KI对金属表面的抑制作用随时间的延长而增强。极化测量表明,VCOS和KI作为混合抑制剂表现出阳极优势。利用扫描电镜和原子力显微镜研究了金属表面浸泡3天后缓蚀膜的形成情况。混合抑制剂符合Langmuir吸附等温线。此外,利用量子化学和分子动力学模拟验证了缓蚀效率与分子结构之间的关系。
{"title":"Inhibition of carbon steel corrosion in CO2-saturated 3.5 wt.% NaCl solution by vanillin chitosan oligosaccharide and synergistic effect of KI additive","authors":"Shitao Liu ,&nbsp;Jun Zhou ,&nbsp;Guangchuan Liang ,&nbsp;Xidi Lyu ,&nbsp;Ying He ,&nbsp;Lanting Feng ,&nbsp;Hao Peng","doi":"10.1016/j.petlm.2023.10.003","DOIUrl":"10.1016/j.petlm.2023.10.003","url":null,"abstract":"<div><div>The chitosan oligosaccharide and vanillin are used as raw materials to synthesize non-toxic and water-soluble chitosan oligosaccharide derivative called vanillin chitosan oligosaccharide as a green corrosion inhibitor. The corrosion inhibition properties of 20# steel in CO<sub>2</sub>-saturated solution system at 25°C and 3.5 wt% NaCl were studied. The synergistic effect of potassium iodide (KI) and VCOS on corrosion inhibition was also studied. Various techniques such as weight loss (WL), electrochemical analysis, atomic force microscopy (AFM), scanning electron microscopy (SEM), quantum chemical calculations, and molecular dynamics simulations were used to understand the inhibition properties. The inhibition efficiency of VCOS enhanced remarkably after the addition of KI, reaching an optimum value of 93.1%. EIS results showed that the inhibition of VCOS + KI on metal surface increased with time. Polarization measurements showed that VCOS and KI acted as mixed inhibitors by demonstrating anode dominance. SEM and AFM were used to study the formation of inhibition film on metal surface after 3 days immersion. We concluded that the mixed inhibitor followed Langmuir adsorption isotherm. In addition, quantum chemistry and molecular dynamics simulations were used to verify the relationship between corrosion inhibition efficiency and molecular structure.</div></div>","PeriodicalId":37433,"journal":{"name":"Petroleum","volume":"10 4","pages":"Pages 705-718"},"PeriodicalIF":4.2,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136153484","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Drilling dynamics measurement of drilling motors and its application in recognition of motor operation states through machine learning 钻孔电机的钻孔动态测量及其在通过机器学习识别电机运行状态中的应用
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2024.06.003
Fei Li , Haolan Song , Yifan Wang
Drilling motors are widely used in unconventional oil and gas exploration. Due to the increased non-productive time and drilling costs brought about by accidental damage to drilling motors, predictive maintenance for drilling motors is necessary to optimize asset utilization. However, service companies face significant challenges in achieving predictive maintenance: operational data acquisition, automated statistics analysis, and drilling state recognition. This paper presents a miniature vibration recorder, an automatic statistical analysis method, and a layered recognition algorithm to resolve these challenges and improve tool maintenance efficiency. The designed recorder can be installed in the catch of a conventional mud motor to record drilling dynamics over a drilling motor's entire operation cycle. Time-series data from the recorder can be used to automatically generate operation statistics, mitigating the costs incurred by manual data analysis. The layered recognition algorithm then enables the automatic identification of drilling operation states, i.e., surface, downhole non-drilling, downhole sliding, and downhole rotation. The solutions were validated by deploying the recorder in drilling field runs and analyzing recorded data using the associated design software, yielding a functional data collection, automatic data statistical analysis, and operation state recognition accuracy of 95%. Through achieving improved data collection and analysis, the recorder and software introduced in this work can notify motor owners of the detailed operation history of their tools and enable informed preventive maintenance.
钻井电机在非常规油气勘探中有着广泛的应用。由于钻井电机意外损坏会增加非生产时间和钻井成本,因此有必要对钻井电机进行预测性维护,以优化资产利用率。然而,服务公司在实现预测性维护方面面临着重大挑战:操作数据采集、自动统计分析和钻井状态识别。本文提出了一种微型振动记录仪、一种自动统计分析方法和一种分层识别算法来解决这些问题,提高刀具维护效率。设计的记录仪可以安装在传统泥浆马达的捕捉器中,记录钻井马达整个作业周期的钻井动态。来自记录仪的时间序列数据可用于自动生成操作统计数据,减少手动数据分析带来的成本。然后,分层识别算法能够自动识别钻井作业状态,即地面、井下非钻井、井下滑动和井下旋转。通过将记录仪部署到钻井现场,并使用相关的设计软件分析记录的数据,验证了这些解决方案,产生了功能数据收集,自动数据统计分析,操作状态识别准确率达到95%。通过改进数据收集和分析,本工作中引入的记录仪和软件可以通知电机所有者其工具的详细运行历史,并实现知情的预防性维护。
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引用次数: 0
Numerical investigation of proppant transportation characteristics in hydraulically fractured wedge fractures 水力压裂楔形裂缝中支撑剂运移特性的数值研究
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2024.08.001
Xiaofeng Sun , Jinxin Bao , Zhipeng Li , Jingyu Qu
Hydraulic fracturing creates multiple induced fractures and micro-fractures, forming a complex fracture network in the reservoir. The study of the transport and distribution of the proppant within the fracture network is critical to the design and evaluation. However, existing simulation studies of proppant transport tend to be overly idealized and neglect the inhomogeneity of fracture widths that occur after fracturing. To address these issues, this study employs computational fluid dynamics (CFD) to study the transportation of fracturing fluid and proppant within a fracture network. The flow dynamics of solid-liquid two-phase flow in fractures are simulated using the Euler-Euler multiphase flow model. Considering the actual variables in field construction and the inherent inhomogeneity in realistic fracture structures, a three-dimensional model was established to capture the gradual variation in fracture width. The accuracy of this model was verified through a comparative analysis with physical experiments. On this basis, an investigation was conducted to explore the impact of particle size, particle density, particle volume concentration, and injection velocity on proppant transportation. The results demonstrate that, in contrast to conventional rectangular fractures, sandbanks formed from wedge fractures exhibit a lower height, which facilitates improved transportation into deeper fractures. Furthermore, particle concentration primarily influences distal fractures, with proppant particle size being second. The injection velocity has a significant impact on the height of the sandbank located in proximity to the fracture inlet. The research findings provide a deeper understanding of the transport and distribution of proppants within wedge fractures, thereby establishing a theoretical basis for the analysis and engineering guidance in on-site hydraulic fracturing construction.
水力压裂会产生多个诱导裂缝和微裂缝,在储层中形成复杂的裂缝网络。研究支撑剂在裂缝网络中的运移和分布对支撑剂的设计和评价至关重要。然而,现有的支撑剂输运模拟研究往往过于理想化,忽略了压裂后裂缝宽度的不均匀性。为了解决这些问题,本研究采用计算流体动力学(CFD)来研究压裂液和支撑剂在裂缝网络中的运移。采用欧拉-欧拉多相流模型对固液两相流在裂缝中的流动动力学进行了模拟。考虑到现场施工中的实际变量和实际裂缝结构的固有不均匀性,建立了三维模型来捕捉裂缝宽度的逐渐变化。通过与物理实验的对比分析,验证了该模型的准确性。在此基础上,研究了颗粒尺寸、颗粒密度、颗粒体积浓度和注入速度对支撑剂运移的影响。结果表明,与常规的矩形裂缝相比,楔形裂缝形成的沙洲高度较低,有利于向更深的裂缝输送。此外,颗粒浓度主要影响远端裂缝,支撑剂粒径次之。注入速度对靠近裂缝入口的沙洲高度有显著影响。研究结果对楔形裂缝内支撑剂的运移和分布有了更深入的认识,为现场水力压裂施工分析和工程指导奠定了理论基础。
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引用次数: 0
Research on corrosion defect identification and risk assessment of well control equipment based on a machine learning algorithm 基于机器学习算法的井控设备腐蚀缺陷识别与风险评估研究
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2022.07.003
He Zhang, Jiangna Cao, Haibo Liang, Gang Cheng
In recent years, the risk assessment of well control equipment has faced some problems, such as shallow defect detection depth, large identification error of corrosion defect type, inaccurate equipment corrosion assessment, and so on. To solve the above problems, a corrosion defect classification and identification model based on an improved K nearest neighbor algorithm (KNN) is established for the well control pipeline in well control equipment. Firstly, the pulsed magnetic flux leakage (PMFL) sensor is used to detect the pipeline defects, and then the collected data are denoised. Then, the corrosion type identification model of well control pipeline based on K-means++ and KNN is established. Finally, the corrosion risk of well control pipeline is evaluated according to the type of corrosion output from the identification model. The experimental results show that the improved algorithm has high accuracy in identifying the corrosion type of well control pipeline, and the calculation speed is better than other algorithms described in this paper.
近年来,井控设备风险评估面临缺陷检测深度浅、腐蚀缺陷类型识别误差大、设备腐蚀评估不准确等问题。针对上述问题,针对井控设备中的井控管道,建立了基于改进K最近邻算法(KNN)的腐蚀缺陷分类识别模型。首先利用脉冲漏磁传感器对管道缺陷进行检测,然后对采集到的数据进行去噪处理。然后,建立了基于k - meme++和KNN的井控管道腐蚀类型识别模型。最后,根据识别模型的腐蚀输出类型,对井控管道的腐蚀风险进行评估。实验结果表明,改进算法在识别井控管道腐蚀类型方面具有较高的准确性,且计算速度优于本文描述的其他算法。
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引用次数: 0
On how water injection may induce fault reactivation and slippage: A numerical method 注水如何诱发断层再活化和滑动:数值方法
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2023.07.003
Hao Yu , Yuheng Tuo , Tiejun Lin , Min Li , Zhanghua Lian
During the water injection process in oil fields, the original stress equilibrium of faults might be disrupted by the large influx of fluids into the reservoir, resulting in movements. Fault slip may lead to the leakage of underground oil and gas, in addition to impairing the integrity of wellbore and casing. To explicate the mechanism of fault slip caused by fluid injection, as well as quantify the fault slippage, A geomechanical finite element model on a reservoir scale is established. This model combines the information regarding the geological structural geometric characteristics and the mechanical properties of rocks at varying depths. Based on the TSL (traction-separation law), we utilize the cohesive contact method to depict the cohesive mechanical strength of the fault gouge and its damage evolution process. Consequently, we simulate and examine the reactivation and slip laws of the fault, which induced by the reduction of cohesive strength and frictional strength post water injection. The research results illustrate that the relatively stable state of the fault primarily relies on the cementation of fault gouge. As the volume of fluid invading the fault area increases, the shear cementation strength of fault gouge diminishes, resulting in the complete activation of the fault. Afterwards, the fault starts slipping. The continued slip post-reactivation of the fault is influenced by the frictional strength of the fault plane. As the friction coefficient of the fault plane drops, the average slip distance of the fault rises. This investigation offers important insights into the impact of fluid injection on fault behavior and can guide the design of injection operations in oil fields.
在油田注水过程中,大量流体涌入储层,可能会破坏断层原有的应力平衡,导致断层运动。断层滑动除了会破坏井筒和套管的完整性外,还会导致地下油气的泄漏。为了阐明流体注入引起断层滑动的机理,量化断层滑动,建立了储层尺度的地质力学有限元模型。该模型结合了地质构造几何特征和不同深度岩石力学性质的信息。基于牵引-分离定律,利用黏性接触法描述断层泥的黏性力学强度及其损伤演化过程。因此,我们模拟并研究了注水后断层内聚强度和摩擦强度降低所导致的断层的再激活和滑动规律。研究结果表明,断层的相对稳定状态主要依赖于断层泥的胶结作用。随着侵入断裂带的流体体积增大,断层泥剪切胶结强度减小,导致断层完全活化。之后,断层开始滑动。断层恢复后的持续滑动受断平面摩擦强度的影响。随着断面摩擦系数的减小,断层的平均滑动距离增大。这项研究为流体注入对断层行为的影响提供了重要的见解,并可以指导油田注入作业的设计。
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引用次数: 0
Using ultrasonic and microwave to prevent and reduce wax deposition in oil production 利用超声波和微波防止和减少石油生产中的蜡沉积
IF 4.2 Q2 ENERGY & FUELS Pub Date : 2024-12-01 DOI: 10.1016/j.petlm.2024.09.002
Ali Akbari , Yousef Kazemzadeh , Dmitriy A. Martyushev , Farid Cortes
Wax deposition in oil and gas pipelines and equipment is a fundamental challenge that can lead to a decrease in the performance and useful life of these systems. To address this issue, various methods have been developed to reduce wax deposition. This article investigates two novel methods, namely microwave and ultrasonic, for wax deposition mitigation. The microwave method utilizes high-frequency electromagnetic waves and short wavelengths to transfer heat to the wax and separate it from the internal surface of the pipelines. In this method, microwave waves provide energy to the wax, increasing its temperature and causing it to melt and move. Due to its speed, efficiency, and applicability in industrial environments, the microwave method has been recognized as a leading approach in wax deposition reduction, requiring minimal modifications to the pipeline structure. The ultrasonic method employs high-frequency sound waves to disrupt and prevent wax deposition. Ultrasonic waves generate alternating pressure waves at the site of wax accumulation, breaking down the wax structure. This non-destructive and reliable method is capable of reducing wax deposition in hard-to-reach areas. Both microwave and ultrasonic methods have gained attention as innovative approaches for wax deposition reduction. However, further research is needed to optimize and enhance these methods, aiming to improve their implementation capabilities, increase efficiency, and reduce costs. The study also addressed conventional and common methods, such as insulators heat-proofing materials, heating techniques to prevent wax deposition, cold flow, wax inhibiting tools, wax removal techniques, chemicals, and bacterial treatment.
石油和天然气管道和设备中的蜡沉积是一个根本性的挑战,可能导致这些系统的性能和使用寿命下降。为了解决这个问题,已经开发了各种方法来减少蜡沉积。本文研究了微波和超声波两种新型的蜡沉积减缓方法。微波法利用高频电磁波和短波将热量传递给蜡,并将其与管道内表面分离。在这种方法中,微波为蜡提供能量,提高其温度,使其融化和移动。由于其速度、效率和在工业环境中的适用性,微波方法已被认为是减少蜡沉积的主要方法,需要对管道结构进行最小的修改。超声波法利用高频声波来破坏和防止蜡沉积。超声波在蜡堆积的部位产生交替的压力波,破坏蜡的结构。这种非破坏性和可靠的方法能够减少蜡沉积在难以到达的区域。微波法和超声波法作为减少蜡沉积的创新方法受到了人们的关注。然而,这些方法需要进一步的研究来优化和增强,以提高其实施能力,提高效率,降低成本。该研究还讨论了常规和常见的方法,如绝缘体隔热材料、防止蜡沉积的加热技术、冷流、蜡抑制工具、蜡去除技术、化学品和细菌处理。
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Petroleum
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