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The role of resins in crude oil rheology and flow assurance: A comprehensive review 树脂在原油流变学和流动保证中的作用:综述
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.07.009
H.A. El Nagy , Elsayed H. Eltamany , Mostafa A.A. Mahmoud , Ahmed Z. Ibrahim , Sherin A.M. Ali
Resins are a significant component of crude oil, distinct from asphaltenes, and play a crucial role in influencing both rheological properties and flow characteristics. Understanding resin behavior is particularly important in crude oil operations and offshore operations, where flow assurance challenges can arise. This review article focuses on the impact of resins on the flow and rheological properties of crude oil. It examines the various compositions of resins and the molecular interactions between resins and asphaltenes that determine the viscosity and stability of crude oil. The presence of high concentrations of resins in certain crude oils can complicate flow assurance and pipeline transportation. Recent advancements in chemical treatments and additive technologies have addressed these challenges. This review highlights emerging research areas and technologies aimed at improving the understanding of resin behavior under extreme conditions, such as high-pressure and high-temperature reservoirs. Through this comprehensive analysis, the review aims to provide valuable insights into the role of resins in crude oil flow, guiding future research and innovations in petroleum engineering.
树脂是原油的重要组成部分,不同于沥青质,在影响流变性能和流动特性方面起着至关重要的作用。在原油作业和海上作业中,了解树脂的行为尤为重要,因为在这些作业中会出现流动保障方面的挑战。本文综述了树脂对原油流动和流变性能的影响。它研究了树脂的各种组成以及树脂与沥青质的分子相互作用,这些相互作用决定了原油的粘度和稳定性。某些原油中存在高浓度的树脂会使流动保证和管道运输复杂化。最近化学处理和添加剂技术的进步解决了这些挑战。本文重点介绍了旨在提高对树脂在极端条件下(如高压和高温储层)行为理解的新兴研究领域和技术。通过这一综合分析,综述旨在为树脂在原油流动中的作用提供有价值的见解,指导未来石油工程的研究和创新。
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引用次数: 0
Lithofacies paleogeography of the Ordovician and its petroleum exploration potential in the Middle-Upper Yangtze Area, South China 华南中上扬子地区奥陶系岩相古地理及其油气勘探潜力
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.05.005
Wenzheng Li , Hua Jiang , Xiaodong Fu , Yuan He , Mingfeng Gu , Nan Su , Shiyu Ma , Shugen Liu , Yongxiao Wang , Xuefei Yang
Based on the drilling, logging and field analysis, this paper discusses the lithofacies paleogeography of the Ordovician and its petroleum potential in the Middle-Upper Yangtze Area, South China. Results show that Ordovician of the Middle-Upper Yangtze Region can be divided into Tongzi Formation, Honghuayuan Formation, Meitan Formation, Shizipu Formation, Pagoda Formation, Linxiang Formation and Wufeng Formation from bottom to top. During the Early Ordovician Tongzi Period and Honghuayuan Period (Tremadocian Stage), a carbonate rimmed platform developed in the study area with lots of grain shoals in Guangyuan-Weiyuan Areas and Lichuan-Tongzi Areas of Southeastern Sichuan Basin. To the Meitan Period (Floian and Dapingian and Early Darriwilian Stage), a mixed carbonate platform with clastic sedimentary rock deposition developed in study area. In Middle-late Ordovician Shizipu and Linxiang-Pagoda Period (Late Darriwilian and Hirnantian-Sandbian Stage), a carbonate ramp developed in Middle-Upper Yangtze Region. At the end of the Ordovician (Hirnantian Stage), Wufeng Formation deposited in a retention basin due to the restriction of peripheral uplift and paleo-land. Two sets of reservoir-source assemblages developed in the Ordovician, with three sets of source rocks developed in the study area. First, the lower Cambrian Qiongzhusi Formation acted as the main source rock, and the hydrocarbon migrated upward to the Ordovician reservoir along the fault. Second, the Wufeng-Longmaxi Formation acted as source rock, and hydrocarbon migrated to the Lower Ordovician along the karst crust and the fault. Third, the Lower Ordovician Meitan-Shizipu Formation acted as source rock, hydrocarbon can migrate upward to the upper Ordovician reservoir directly, which deserves exploration attention.
在钻井、测井和野外分析的基础上,探讨了华南中上扬子地区奥陶系岩相古地理及其油气潜力。结果表明:中上扬子地区奥陶系自下向上可划分为桐子组、红花园组、梅坛组、十子铺组、宝塔组、临乡组和五峰组;早奥陶世桐子期—红花园期(特雷道期),研究区发育碳酸盐岩镶边台地,在川东南广源—威远地区和利川—桐子地区发育大量颗粒浅滩。至梅坛期(弗洛统、大坪统及早达里威廉期),研究区发育碎屑沉积岩混合台地。中晚奥陶世狮子铺期和临乡塔期(晚达里廉期和希尔南田-山边期),中上扬子地区发育碳酸盐岩斜坡。奥陶世末(希尔南田期)五峰组受外围隆升和古陆的制约,沉积于沉积盆地。研究区奥陶系发育2套储源组合,其中发育3套烃源岩。首先,下寒武统筇竹寺组为主要烃源岩,油气沿断裂向上运移至奥陶系储层;二是五峰组—龙马溪组为烃源岩,油气沿岩溶壳和断裂向下奥陶统运移;三是下奥陶统梅坛—石子堡组为烃源岩,油气可直接向上运移至上奥陶统储层,值得关注。
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引用次数: 0
Nanoscale flow model modelling and analysis of tight reservoir based on viscosity change and interfacial slip characteristics in confined space 基于密闭空间黏度变化和界面滑移特征的致密储层纳米流动模型建模与分析
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.07.007
Hongnan Yang , Ping Yue , Zhouhua Wang , Yuewen Xiong , Wei Fan , Shaoshuai Zhang , Wenxiang Shi
Understanding the flow mechanisms between hydrocarbons and interfaces in nanopores is critical for fluid supply in tight reservoirs with huge reserves. In this paper, the nanoscale liquid-solid interface interaction potential is analyzed based on the molecular interface theory, and a new nanoscale fluid viscosity model is constructed through the Eyring model, and the fluid velocity and flow flux models in nanopores are derived based on the liquid-solid interface slip condition. In addition, n-pentane flow characteristics in quartz nanopores were investigated with key parameters including: the Hamaker constant, the decay length, the wetting angle, the boundary slip and the flux coefficient. The proposed model is validated in a comparison of theory, simulation and laboratory results. The study results show: (1) influenced by the liquid-solid interfacial effect, there is a viscosity gap between the fluid in the bulk and at the boundary, resulting in a non-linear variation of the flow velocity. Of the multiple microscopic forces considered by the model, Ligshitz-Van der Waals force has the strongest effect in confined pores below 40 nm, and electrostatic force has the weakest effect. When the pore diameter less than 10 nm, the constrained fluid viscosity was improved above 4 times. (2) based on the microscopic liquid-solid interface slip condition, a constrained space velocity model is derived, which indicates that the flow is directly dependent on the effective shear stresses on the fluid and the strength of the liquid-solid interface effect. Under the low shear stress in a tight reservoir, the slip at the liquid-solid interface has obvious linear characteristics, and the slip velocity depends on the effective shear stress. The liquid-solid interfacial effect parameter is increased from 1 to 30, and the slip velocity is reduced to 3.2 Å/ps, which is a 55% reduction. (3) in this paper, the hamaker constant of n-pentane-quartz interface based on the molecular spacing variation and the decay constant for different water types and solute concentrations are obtained, and the effect of the decay length on the flow coefficient of the nano confined flow model is explored for different pore radiuses. The flux coefficient increases with pore radius, and the effect of the decay length is greater for pores <100 nm.
了解纳米孔隙中油气与界面之间的流动机制对大储量致密储层的流体供应至关重要。本文基于分子界面理论分析了纳米级液固界面相互作用势,通过Eyring模型构建了新的纳米级流体粘度模型,并基于液固界面滑移条件推导了纳米孔内流体速度和流量模型。此外,研究了正戊烷在石英纳米孔中的流动特性,主要参数包括:Hamaker常数、衰减长度、润湿角、边界滑移和通量系数。通过理论、仿真和实验结果的比较,验证了该模型的有效性。研究结果表明:(1)受液固界面效应的影响,体内流体与边界处存在粘度间隙,导致流速呈非线性变化。在模型考虑的多种微观力中,在40 nm以下的密闭孔隙中,利希茨-范德华力的作用最强,静电力的作用最弱。当孔径小于10 nm时,约束流体粘度提高了4倍以上。(2)基于微观液固界面滑移条件,推导了约束空间速度模型,该模型表明流动直接取决于流体的有效剪切应力和液固界面效应的强度。致密储层在低剪应力条件下,液固界面滑移具有明显的线性特征,且滑移速度与有效剪应力有关。液固界面效应参数从1增加到30,滑移速度降低到3.2 Å/ps,降低了55%。(3)得到了基于分子间距变化的正戊烷-石英界面hamaker常数以及不同水类型和溶质浓度下的衰减常数,并探讨了不同孔隙半径下衰减长度对纳米密闭流动模型流动系数的影响。通量系数随孔隙半径的增大而增大,当孔隙为100 nm时,衰减长度的影响更大。
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引用次数: 0
Phase change material microcapsules used for cooling of ultra-deep oil/gas and geothermal drilling fluids 用于冷却超深层油气和地热钻井液的相变材料微胶囊
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.07.006
Zehua Chen , Wenjian Yue , Chao Xiong , Jingping Liu , Chengwen Wang
Phase-change material (PCM) has a high potential to cool the drilling fluids for ultra-deep oil/gas wells and geothermal wells to ensure efficient drilling and resource exploitation. Because PCM tends to agglomerate and seriously affect the properties of drilling fluid, it is necessary that the PCM is protected by a shell on its surface. In this study, a novel microencapsulated PCM (with a phase transition temperature of 130.5 °C) with a SiO2 protection shell were obtained by using tetraethyl orthosilicate (TEOS) as silicon source via a sol-gel process. PCM microcapsules with optimal synthesis ratio of 3:4 have excellent warm blood characteristics and smooth shell. The addition of 5 wt% PCM microcapsules for accurate heat trapping and temperature control at 130 °C effectively delays the time of drilling fluid reaching 150 °C by 42.5%, which improves the operability of drilling fluid at high cycle temperature. The results of this study can provide useful insights and information for use of PCM in ultra-deep oil/gas and geothermal wells.
相变材料(PCM)在超深油气井和地热井的钻井液冷却方面具有很大的潜力,可以保证钻井和资源的高效开发。由于PCM容易结块,严重影响钻井液的性能,因此有必要在PCM表面加一层保护层。本研究以正硅酸四乙酯(TEOS)为硅源,采用溶胶-凝胶法制备了一种具有SiO2保护壳的新型微封装PCM(相变温度为130.5℃)。PCM微胶囊的最佳合成比为3:4,具有优良的温血特性和光滑的外壳。加入5 wt%的PCM微胶囊,在130°C下进行精确的热捕获和温度控制,有效地将钻井液达到150°C的时间延迟了42.5%,提高了钻井液在高循环温度下的可操作性。研究结果可为PCM在超深油气井和地热井中的应用提供有益的见解和信息。
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引用次数: 0
Synthesis and characterization of a novel high temperature resistant hydrophobic associative polymer for hydraulic fracturing 水力压裂用新型耐高温疏水缔合聚合物的合成与表征
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.07.005
Yongqiang Ren , Chen Wang , Dong Yang , Wei Zhang , Shuangyue Kou , Jinhua Mao , Qinghe Zhang , Yang Zhang , Jincheng Mao , Chong Lin , Xiaojiang Yang
Hydraulic fracturing is a critical process in oil and gas extraction, particularly in high-temperature deep and ultra-deep reservoirs where traditional polymers like partially hydrolyzed polyacrylamide (HPAM) fail due to poor heat resistance. This study introduces a novel hydrophobic associative water-soluble polymer (HAWSP), AASN, designed to overcome HPAM’s limitations. AASN is synthesized by copolymerizing a specially designed two-tailed hydrophobic monomer (C8NC12AM) with acrylamide, acrylic acid, and 2-acrylamido-2-methylpropanesulfonic acid (AMPS), producing a polymer with excellent viscosity and thermal stability. Its unique structure, based on hydrophobic interactions among two-tailed monomers, forms a robust viscoelastic network in solution. This network is highly effective in transporting proppant during fracturing operations without the need for additional cross-linking agents, simplifying field application and reducing potential formation damage due to residue. Rheological tests show AASN maintains high viscosity and strong shear resistance at temperatures up to 140 °C. The study also examines its gel-breaking performance with different concentrations of ammonium persulfate, demonstrating easy degradation and low environmental impact after fracturing. The development of AASN significantly improves the performance of fracturing fluids and marks an important advancement in oilfield polymer technology. It offers a promising, heat-resistant alternative to current solutions, potentially transforming high-temperature hydraulic fracturing practices.
水力压裂是油气开采的关键工艺,特别是在高温深层和超深层油藏中,部分水解聚丙烯酰胺(HPAM)等传统聚合物由于耐热性差而失效。本研究介绍了一种新的疏水缔合水溶性聚合物(HAWSP), AASN,旨在克服HPAM的局限性。AASN是由一种特殊设计的双尾疏水单体(C8NC12AM)与丙烯酰胺、丙烯酸和2-丙烯酰胺-2-甲基丙磺酸(AMPS)共聚而成,该聚合物具有优异的粘度和热稳定性。其独特的结构基于双尾单体之间的疏水相互作用,在溶液中形成坚固的粘弹性网络。该网络在压裂作业中非常有效地输送支撑剂,无需额外的交联剂,简化了现场应用,减少了残留对地层的潜在损害。流变试验表明,AASN在高达140°C的温度下保持高粘度和强抗剪切性。研究还考察了其在不同过硫酸铵浓度下的破胶性能,表明其易降解,压裂后对环境影响小。AASN的开发显著改善了压裂液的性能,标志着油田聚合物技术的重要进步。它为目前的解决方案提供了一种有前途的耐热替代方案,有可能改变高温水力压裂的做法。
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引用次数: 0
A mini-review of water-alternating-CO2 injection process and derivations for enhanced oil recovery and CO2 storage in subsurface reservoirs 水-二氧化碳交替注入工艺及其衍生产品,以提高地下油藏的采收率和二氧化碳储量
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.07.001
Jaafar Ashour Abdulsada , Hailong Chen , Bing Wei , Dexin Zhang , Yousheng Fan , Yijian Ren
Increasing carbon dioxide levels are significantly impacting the ecosystem, prompting the oil industry to explore innovative methods for reducing emissions and trapping CO2 while enhancing oil recovery. Among these, the water-alternating-gas CO2 (WAG-CO2) injection process has emerged as a crucial technique for optimizing hydrocarbon extraction from subsurface reservoirs. WAG-CO2 combines the benefits of water injection with the utilization of CO2, enhancing oil production efficiency and offering a potential solution for CO2 storage. This mini-review delves into the multifaceted aspects of WAG injection, including advanced variations such as surfactant alternating gas (SAG) and low-salinity water alternating gas (LS-WAG). Furthermore, it explores recent advancements in the field, such as CO2 alternating nano water (NWAG) and foam assisted WAG (FWAG) injections, underscoring the evolution of these techniques. The integration of WAG with polymer injection and mobility control technologies produces synergistic effects, expanding the applicability of WAG methods. This review provides a comprehensive analysis of the potential of WAG and its derivatives for enhanced oil recovery (EOR) while addressing current challenges and future trends, thereby contributing to the sustainable development of the oil industry.
不断增加的二氧化碳水平对生态系统产生了重大影响,促使石油行业探索减少排放和捕获二氧化碳的创新方法,同时提高石油采收率。其中,水-气交替CO2 (WAG-CO2)注入工艺已成为优化地下储层油气开采的关键技术。WAG-CO2结合了注水和利用二氧化碳的优点,提高了石油生产效率,并提供了一种潜在的二氧化碳储存解决方案。这篇小型综述深入探讨了WAG注入的多个方面,包括表面活性剂交替气(SAG)和低矿化度水交替气(LS-WAG)等高级变体。此外,它还探讨了该领域的最新进展,例如二氧化碳交替纳米水(NWAG)和泡沫辅助纳米水(FWAG)注入,强调了这些技术的发展。WAG与聚合物注入和流动性控制技术的集成产生了协同效应,扩大了WAG方法的适用性。本文全面分析了WAG及其衍生物在提高采收率(EOR)方面的潜力,同时解决了当前的挑战和未来的趋势,从而为石油工业的可持续发展做出了贡献。
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引用次数: 0
Insights into the application of microfluidic platforms in enhanced oil recovery 微流控平台在提高采收率中的应用
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.05.006
Fadi Dawaymeh , Elie Ayoub , Maryam Khaleel , Nahla Alamoodi
Enhanced oil recovery (EOR) technologies are used to recover most of the trapped crude oil from our limited reserves. With the escalating energy demand, EOR will achieve substantial economic benefits and greatly help in the exploitation of natural oil reserves. Recent research focused on microfluidic platforms for studying flow behavior during EOR flooding. These platforms are micro-sized, and allow processing and visualization of a minimal amount of fluid, making them an intriguing tool for studying the microscale phenomena in EOR processes. This review presents a comprehensive and concise literature on microfluidic trends and developments in EOR. A particular focus is on the use of these platforms to assess oil recovery via chemical-based flooding methods, to understand the associated emulsification mechanisms, and to mimic subsurface morphology and mineralogy of reservoirs. Furthermore, an outlook on the advancement of microfluidics utilization in EOR applications is discussed, covering development efficient micro-scale separators, 3D printing, and Artificial Intelligence applications. Microfluidic platforms provide valuable insights into EOR processes, and ongoing advancements in microfluidics hold the potential to enhance oil recovery efficiency and optimize EOR techniques.
提高原油采收率(EOR)技术用于从有限的储量中开采大部分被困原油。随着能源需求的不断增长,提高采收率将取得可观的经济效益,对天然石油储量的开发有很大的帮助。最近的研究主要集中在微流体平台上,用于研究提高采收率过程中的流动特性。这些平台是微型的,可以处理和可视化最少量的流体,使其成为研究提高采收率过程中微尺度现象的有趣工具。本文综述了微流体技术在提高采收率中的发展趋势。特别关注的是利用这些平台通过化学驱法评估采收率,了解相关的乳化机制,并模拟储层的地下形态和矿物学。展望了微流体技术在提高采收率中的应用前景,包括开发高效的微尺度分离器、3D打印和人工智能应用。微流控平台为提高采收率过程提供了有价值的见解,微流控技术的不断进步有可能提高石油采收率并优化提高采收率技术。
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引用次数: 0
Acid-rock interaction investigation and the influence of fractures during matrix acidizing in carbonate rocks 碳酸盐岩基质酸化过程中酸岩相互作用及裂缝影响研究
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.06.001
Yago Ryan Pinheiro dos Santos , Igor Fernandes Gomes , Analice Lima , Marcos Allyson Felipe Rodrigues , Ernani Dias da Silva Filho , José Antonio Barbosa , Antonio Celso Dantas Antonino , Daniel Amancio Duarte , Aline Flávia Nunes Remígio Antunes
This study aimed to evaluate the effects of chemical dissolution on the properties of reservoirs by matrix acidizing, using synthetic carbonate rocks with and without fractures, prepared with limestone powder, epoxy resin (chemically inert) and fractures represented by non-woven geotextile strips positioned perpendicular to the fluid flow direction, to check their influence on the dissolution process. A system was developed using an acid injection cell to carry out acidizing tests, applying a solution of acetic acid and distilled water at constant pressure, to observe the organic acid-rock interaction for contact times of 36, 72 and 108 h. Chemical and petrophysical tests, as well as image analyses using X-ray micro-computed tomography were conducted to characterize the acidizing effects. Changes in rock properties were observed as the contact time increased, particularly the increase in porosity and permeability. Was observed the formation of CO2 and calcium acetate as reaction products between calcite and acid solution. Ramified wormhole and uniform dissolution patterns were noted; moreover, fractures influenced the dissolution in regions where they were inserted, increasing the branches present along their structure and deviating the fluid flow to a perpendicular direction to the injection direction, especially observed at 72 h, highlighting the use of geotextile as a material that reproduces the fractures' transmissivity in synthetic samples. The methodologies used contributed to presenting the effects of mineral dissolution on the properties of reservoir rocks post-stimulation, emphasizing the importance of chemical/petrophysical aspects and the contribution of fractures to better understand the matrix acidizing efficiency in field.
本研究旨在通过基质酸化评价化学溶蚀作用对储层物性的影响,采用含裂缝和不含裂缝的合成碳酸盐岩,用石灰石粉、环氧树脂(化学惰性)制备,裂缝以垂直于流体流动方向的无纺布土工布条为代表,考察其对溶蚀作用的影响。采用恒压乙酸和蒸馏水溶液,开发了一套酸化测试系统,在36、72和108小时的接触时间内,观察有机酸与岩石的相互作用。进行了化学和岩石物理测试,并使用x射线显微计算机断层扫描进行了图像分析,以表征酸化效果。随着接触时间的增加,观察到岩石性质的变化,特别是孔隙度和渗透率的增加。观察了方解石与酸溶液反应生成的CO2和乙酸钙。虫孔呈分枝状,溶解模式均匀;此外,裂缝影响了其插入区域的溶解,增加了沿其结构存在的分支,并使流体流向与注入方向垂直的方向,特别是在72 h时观察到的,突出了土工布作为一种材料在合成样品中复制裂缝的透射率。所使用的方法有助于展示矿物溶解对增产后储层岩石性质的影响,强调化学/岩石物理方面的重要性,以及裂缝的作用,以便更好地了解现场基质酸化效率。
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引用次数: 0
A novel approach to modeling breakdown pressure dynamics using machine learning 使用机器学习建模击穿压力动力学的新方法
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.07.008
Subhan Aliyev, Talal Al Shafloot, Murtada Saleh Aljawad, Abdulazeez Abdulraheem, Salaheldin Elkatatny
This study presents a novel machine learning (ML)-based approach for predicting breakdown pressure (BP) in hydraulic fracturing using experimental data. Unlike traditional analytical models that rely on simplified assumptions, ML models can capture complex nonlinear relationships between BP and its influencing factors. However, a key limitation in BP prediction stems from dataset constraints, particularly the scale differences between experimental setups and real-world formations. To mitigate these limitations, this research utilizes a unique dataset of 144 BP data points, incorporating various rock mechanical properties, injection parameters, and fluid properties. Additionally, a separate analysis of pressurization rate, based on 32 additional experimental data points, was conducted to better understand its effect on fracture initiation—an aspect often overlooked in ML-based studies. The dataset includes critical parameters such as injection rate, confining pressure, tensile strength, Young's modulus, permeability, unconfined compressive strength, Poisson's ratio, porosity, wellbore radius, and fracture geometry ratio. Five ML models—LightGBM, CatBoost, XGBoost, Kolmogorov-Arnold Network (KAN), and TabNet—were trained and evaluated. TabNet achieved the highest predictive performance (R2 = 0.94) due to its attention-based feature selection and deep-learning-based representation learning. Model performance was assessed using mean absolute error (MAE) and mean squared error (MSE) to ensure robustness. To further enhance model interpretability, SHapley Additive exPlanations (SHAP) and TabNet's attention mechanism were used to explicitly assess feature importance, providing insights into the relative influence of different parameters on BP predictions. Additionally, advanced feature-handling techniques were employed to address categorical variables automatically, ensuring minimal preprocessing bias. The findings demonstrate the scalability of ML models for BP prediction using experimental data, reducing reliance on costly and time-consuming laboratory testing. By incorporating advanced interpretability techniques, systematic pressurization rate analysis, and robust ML architectures, this research provides a more accurate, data-driven approach for optimizing hydraulic fracturing designs.
该研究提出了一种基于机器学习(ML)的新方法,利用实验数据预测水力压裂破裂压力(BP)。与传统的依赖于简化假设的分析模型不同,ML模型可以捕捉BP与其影响因素之间复杂的非线性关系。然而,BP预测的一个关键限制来自数据集的限制,特别是实验设置与实际地层之间的规模差异。为了克服这些限制,该研究利用了144 BP数据点的独特数据集,结合了各种岩石力学特性、注入参数和流体特性。此外,基于32个额外的实验数据点,对加压速率进行了单独的分析,以更好地了解其对裂缝起裂的影响,这是基于ml的研究中经常忽略的一个方面。该数据集包括注入速率、围压、抗拉强度、杨氏模量、渗透率、无侧限抗压强度、泊松比、孔隙度、井筒半径和裂缝几何比等关键参数。对lightgbm、CatBoost、XGBoost、Kolmogorov-Arnold Network (KAN)和tabnet这5个ML模型进行了训练和评估。TabNet由于其基于注意力的特征选择和基于深度学习的表征学习,获得了最高的预测性能(R2 = 0.94)。使用平均绝对误差(MAE)和均方误差(MSE)评估模型性能以确保稳健性。为了进一步提高模型的可解释性,我们使用SHapley加性解释(SHAP)和TabNet的注意机制来明确评估特征的重要性,从而深入了解不同参数对BP预测的相对影响。此外,采用先进的特征处理技术来自动处理分类变量,确保最小的预处理偏差。研究结果表明,使用实验数据进行BP预测的ML模型具有可扩展性,减少了对昂贵且耗时的实验室测试的依赖。通过结合先进的可解释性技术、系统的加压速率分析和强大的机器学习架构,该研究为优化水力压裂设计提供了更准确、数据驱动的方法。
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引用次数: 0
Design and performance evaluation of nano-based drilling fluid system for hydrate bearing sediments 含水合物沉积物纳米钻井液体系设计与性能评价
IF 3.5 Q2 ENERGY & FUELS Pub Date : 2025-08-01 DOI: 10.1016/j.petlm.2025.07.003
Dongdong Guo , Jiaxin Sun , Bing Liu , Hengyin Zhu , Ren Wang , Fulong Ning
Well drilling operations are essential for the exploration and development of natural gas hydrates. However, under specific conditions, drilling fluids can invade reservoirs, leading to borehole instability and distortions in well-logging data. The incorporation of nanoparticles has proven to be an effective method to enhance the anti-filtration and pore or fracture plugging capabilities of drilling fluids, thus improving wellbore stability. Additionally, research has shown that a targeted concentration of hydrophilic nanoparticles can inhibit hydrate formation. This study focuses on hydrophilic nano-CaCO3 particles as specialized additives for drilling fluids and proposes a nano-based hydrate drilling fluid system. The performance and hydrate inhibition of this modified drilling fluid were comprehensively evaluated. The designed formulation for the simulated drilling fluid was determined to be: 1.0% CMC + 0.1% PAM + 0.1% XC + 5.0% NaCl + 5.0% KCl + 1.0% PVCap + 1.0%–6.0% nano-CaCO3. The designed drilling fluid system achieved a colloidal stability exceeding 97%, with a density range of 1.08–1.10 g/cm3. Its apparent viscosity ranged from 36 to 79.5 mPa·s, plastic viscosity from 27 to 42 mPa·s, and dynamic shear force from 8.176 to 38.325 Pa. The rheological effects of nanoparticles are concentration-dependent, with minimal changes at 1–4 wt% and significant increases at 5–6 wt%, enabling performance tuning for drilling needs. The pH value of the fluid was approximately 7, which could be modified by the addition of alkaline substances. Furthermore, as the nanoparticle concentration increased, the fluid's filtration rate progressively decreased. Therefore, this nano-CaCO3-based drilling fluid system demonstrates excellent reservoir protection properties and is well-suited for drilling in marine hydrate-bearing sediments.
钻井作业对天然气水合物的勘探和开发至关重要。然而,在特定条件下,钻井液会侵入储层,导致井眼不稳定和测井数据失真。事实证明,纳米颗粒的掺入是一种有效的方法,可以增强钻井液的抗滤和孔隙或裂缝堵塞能力,从而提高井筒稳定性。此外,研究表明,目标浓度的亲水纳米颗粒可以抑制水合物的形成。本研究将亲水纳米caco3颗粒作为钻井液的专用添加剂,提出了一种纳米基水合物钻井液体系。对该改性钻井液的性能和水合物抑制性能进行了综合评价。模拟钻井液的设计配方为:1.0% CMC + 0.1% PAM + 0.1% XC + 5.0% NaCl + 5.0% KCl + 1.0% PVCap + 1.0% ~ 6.0%纳米caco3。设计的钻井液体系胶体稳定性超过97%,密度范围为1.08-1.10 g/cm3。表观粘度为36 ~ 79.5 mPa·s,塑性粘度为27 ~ 42 mPa·s,动剪切力为8.176 ~ 38.325 Pa。纳米颗粒的流变效应与浓度有关,在1-4 wt%时变化最小,在5-6 wt%时显著增加,从而可以根据钻井需求进行性能调整。该流体的pH值约为7,可通过添加碱性物质进行改性。此外,随着纳米颗粒浓度的增加,流体的过滤速率逐渐降低。因此,这种纳米caco3基钻井液体系具有出色的储层保护性能,非常适合于海洋含水合物沉积物的钻井。
{"title":"Design and performance evaluation of nano-based drilling fluid system for hydrate bearing sediments","authors":"Dongdong Guo ,&nbsp;Jiaxin Sun ,&nbsp;Bing Liu ,&nbsp;Hengyin Zhu ,&nbsp;Ren Wang ,&nbsp;Fulong Ning","doi":"10.1016/j.petlm.2025.07.003","DOIUrl":"10.1016/j.petlm.2025.07.003","url":null,"abstract":"<div><div>Well drilling operations are essential for the exploration and development of natural gas hydrates. However, under specific conditions, drilling fluids can invade reservoirs, leading to borehole instability and distortions in well-logging data. The incorporation of nanoparticles has proven to be an effective method to enhance the anti-filtration and pore or fracture plugging capabilities of drilling fluids, thus improving wellbore stability. Additionally, research has shown that a targeted concentration of hydrophilic nanoparticles can inhibit hydrate formation. This study focuses on hydrophilic nano-CaCO<sub>3</sub> particles as specialized additives for drilling fluids and proposes a nano-based hydrate drilling fluid system. The performance and hydrate inhibition of this modified drilling fluid were comprehensively evaluated. The designed formulation for the simulated drilling fluid was determined to be: 1.0% CMC + 0.1% PAM + 0.1% XC + 5.0% NaCl + 5.0% KCl + 1.0% PVCap + 1.0%–6.0% nano-CaCO<sub>3</sub>. The designed drilling fluid system achieved a colloidal stability exceeding 97%, with a density range of 1.08–1.10 g/cm<sup>3</sup>. Its apparent viscosity ranged from 36 to 79.5 mPa·s, plastic viscosity from 27 to 42 mPa·s, and dynamic shear force from 8.176 to 38.325 Pa. The rheological effects of nanoparticles are concentration-dependent, with minimal changes at 1–4 wt% and significant increases at 5–6 wt%, enabling performance tuning for drilling needs. The pH value of the fluid was approximately 7, which could be modified by the addition of alkaline substances. Furthermore, as the nanoparticle concentration increased, the fluid's filtration rate progressively decreased. Therefore, this nano-CaCO<sub>3</sub>-based drilling fluid system demonstrates excellent reservoir protection properties and is well-suited for drilling in marine hydrate-bearing sediments.</div></div>","PeriodicalId":37433,"journal":{"name":"Petroleum","volume":"11 4","pages":"Pages 454-464"},"PeriodicalIF":3.5,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144989975","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: 0
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Petroleum
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