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The progress of CO2 geothermal extraction based on different reservoir types: physicochemical effects and multi-factors influence 基于不同储层类型的CO2地热开采进展:物化效应及多因素影响
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-22 DOI: 10.1016/j.geoen.2025.214353
Yuanxiu Sun , Zhengyang Jia , Jianchao Li , Ming Li , Yangfan Tang
With the excessive consumption of fossil fuels and the further increase in CO2 emissions, the global demand for energy is gradually rising. Vigorously developing renewable energy has become a crucial measure in the energy industry. As a kind of green renewable resource with huge reserves, geothermal energy is considered to be one of the most promising renewable resources. In the quest for efficient methods of geothermal energy extraction, CO2 has demonstrated unique advantages. Compared to traditional systems that use water as the working medium, CO2 exhibits superior fluidity, enabling it to circulate more efficiently within geothermal reservoirs. All of which can accelerate heat transfer, thereby significantly improving the efficiency of geothermal energy extraction. The types of geothermal reservoirs are summerized in this article, including three categories: hot dry rock, deep aquifers and depleted oil and gas reservoirs. Moreover, the study provides a review of the physicochemical phenomena that occur after CO2 injection into geothermal reservoirs. These phenomena mainly include salt precipitation, CO2-brine-rock geochemical reactions, and thermosiphon effects. Furthermore, the factors affecting CO2 heat recovery are clarified. Finally, the obstacles and challenges faced by CO2 heat recovery technology are pointed out, and the future research work is clarified.
随着化石燃料的过度消耗和二氧化碳排放量的进一步增加,全球能源需求正在逐步上升。大力发展可再生能源已成为能源产业发展的重要举措。地热能作为一种储量巨大的绿色可再生资源,被认为是最有前途的可再生资源之一。在寻找有效的地热能提取方法的过程中,二氧化碳显示出了独特的优势。与使用水作为工作介质的传统系统相比,CO2表现出优越的流动性,使其能够在地热储层中更有效地循环。这些都可以加速换热,从而显著提高地热能的提取效率。本文综述了地热储层的类型,包括热干岩、深部含水层和枯竭油气藏三大类。此外,本文还对CO2注入地热储层后的物理化学现象进行了综述。这些现象主要包括盐降水、co2 -盐水-岩石地球化学反应和热虹吸效应。并对影响CO2热回收的因素进行了分析。最后,指出了CO2热回收技术面临的障碍和挑战,并对未来的研究工作进行了明确。
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引用次数: 0
Study on the influence of hydrate decomposition on pile bearing capacity in deep-water hydrate-bearing sediments by numerical simulation 深水含水沉积物中水合物分解对桩承载力影响的数值模拟研究
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-11 DOI: 10.1016/j.geoen.2025.214316
Yang Long , Jin Yang , Chao Fu , Qishuai Yin
The presence of natural gas hydrates (NGHs) in deep-water shallow sediments may pose potential risks to the bearing capacity of submarine piles. In this study, a numerical simulation model was developed for the bearing capacity of piles serving deep-sea NGH-bearing sediments (NBSs) with the decomposition of NGHs, which is based on the dynamic decomposition model of NGH, constitutive model of NBS, theoretical model of pile bearing capacity and theory of negative pile friction resistance. The research analysed the variation in the pile bearing capacity with NGH saturation in the overall decomposition process and with NGH decomposition thickness in the layer-by-layer decomposition process. The Q–s curve and pile ultimate bearing capacity in the NGH decomposition process under different soil conditions were numerically simulated and compared. This study also investigated the contribution of the dilatancy angle to pile stability and the sensitivity of the pile bearing capacity to various parameters. Further analyses utilised numerical simulations to evaluate the pile bearing capacity in multi-layered NGH-bearing soil on-site for a layer-by-layer NGH decomposition process scenario.
深水浅层沉积物中天然气水合物的存在可能对海底桩的承载能力构成潜在威胁。基于天然气水合物动态分解模型、天然气水合物本构模型、桩承载力理论模型和桩负摩阻力理论,建立了海底含天然气水合物沉积物桩承载力分解的数值模拟模型。分析了整体分解过程中天然气水合物饱和度与逐层分解过程中天然气水合物分解厚度对桩承载力的影响。对不同土壤条件下天然气水合物分解过程中的Q-s曲线和桩的极限承载力进行了数值模拟和比较。研究了剪胀角对桩稳定性的贡献以及桩承载力对各参数的敏感性。进一步的分析利用数值模拟来评估现场多层含天然气水合物土壤中的桩承载力,以逐层分析天然气水合物分解过程。
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引用次数: 0
Experimental study of hydrogen generation through thermal and hydrothermal upgrading of crude oil in the presence of heterogeneous bimetallic catalyst with support 含载体的非均相双金属催化剂存在下原油热液提质制氢实验研究
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-26 DOI: 10.1016/j.geoen.2025.214350
Michael Kwofie , Richard Djimasbe , Mikhail A. Varfolomeev , Ilfat Z. Rakhmatullin , Vladimir V. Klochkov , Almaz L. Zinnatullin , Ameen A. Al-Muntaser , Muneer A. Suwaid , Rustam R. Davletshin , Anastasia N. Mikhailova , Yulia A. Duglav , Liliya K. Galiakhmetova
The present article investigates the effect of water and a bimetallic catalyst (Ni-Co/Al2O3) on the hydrothermal upgrading of crude oil including the conversion of asphaltenes and hydrogen production in discontinuous autoclave reactor at the conditions of 300 °C, 24 h and 92 bars. The catalyst was synthesized and characterized locally using XRD, SEM-EDX, and BET techniques. The reaction products were analyzed employing GC, FTIR, 13C NMR, and CHNS/O elemental analysis methods. The results indicate that, after the thermal and the hydrothermal upgrading process of crude oil, the production of gas increased from 4.22 to 6.39 wt%, respectively. Thereby, use of catalytic further raised the gas yield up to 8.77 wt%. Beside, it was found that, the optimal yields of the upgraded oil and hydrogen of 93.51 wt% and 23.52 mol%, were respectively obtained using 1.0 wt% and 0.5 wt% of catalyst. It was observed that using 0.5 wt% of catalyst resulted in negligible coke deposition, less than 1 wt% including 9.14 wt% sulfur in the solid phase contained, while around 1.29 mol% of H2S was detected in the gaseous products. Additionally, the asphaltenes structure of the sample containing 1 wt% catalyst appeared to be deficient in hydrogen, which is consistent with the observed sulfur removal from the asphaltenes structures due to the cleavage of C-S, C-C, and C-H bonds. Moreover, the NMR indicates that the molar content of Cp, Cs,q, Ct groups increases and the mean chain length (MCL) decreases to minimum for samples of asphaltenes 1 wt% of catalyst. The viscosity of the crude oil reduced 2.7 times after the hydrothermal upgrading process without using a catalyst. XRD analysis shows that adding 10 % SiO2 improves catalyst stability by preventing AlO(OH) formation. Overall, thermal upgrading increases mono-aromatics in asphaltenes, water inhibits their condensation via hydrolysis, and the catalyst enhances hydrogen production through the water-gas shift reaction.
研究了水和双金属催化剂(Ni-Co/Al2O3)在300℃、24 h、92 bar条件下对原油热液提质的影响,包括沥青质的转化和制氢。采用XRD、SEM-EDX和BET技术对催化剂进行了局部表征。采用GC、FTIR、13C NMR和CHNS/O元素分析方法对反应产物进行了分析。结果表明,经过原油热提质和水热提质后,天然气产量分别从4.22%提高到6.39%。因此,使用催化剂进一步提高了气体收率,达到8.77 wt%。此外,当催化剂质量分数为1.0 wt%和0.5 wt%时,提质油和氢气的最佳收率分别为93.51 wt%和23.52 mol%。结果表明,在催化剂用量为0.5 wt%的情况下,焦炭沉积可以忽略不计,固相中硫含量小于1 wt%,其中硫含量为9.14%,而气态产物中硫化氢含量约为1.29 mol%。此外,含有1 wt%催化剂的样品的沥青质结构似乎缺乏氢,这与观察到的由于C-S, C-C和C-H键的裂解导致沥青质结构中的硫去除一致。此外,核磁共振表明,在催化剂质量分数为1wt %的沥青质样品中,Cp、Cs、q、Ct基团的摩尔含量增加,平均链长(MCL)减小到最小。在不使用催化剂的情况下,水热提质后原油的粘度降低了2.7倍。XRD分析表明,添加10%的SiO2通过阻止AlO(OH)的生成,提高了催化剂的稳定性。总的来说,热升级增加了沥青烯中的单芳烃,水通过水解抑制了它们的冷凝,催化剂通过水气转换反应提高了氢气的产量。
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引用次数: 0
Numerical simulation of the toughening behavior of fiber-reinforced cement sheath in underground gas storage wells 地下储气井纤维增强水泥环增韧行为的数值模拟
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-08 DOI: 10.1016/j.geoen.2025.214341
Bin Zou , Huanqiang Yang , Cunpeng Liu , Haidan Lv , Zhihe Ma , Menglu Liu
The toughness and strength of the cement sheath are critical factors in ensuring wellbore sealing integrity of underground gas storage (UGS) wells. Based on this, a two-phase mesoscopic numerical model for the cube compressive and splitting tensile of fiber-reinforced cement(FRC) was established. Through investigate the failure characteristics of FRC under mechanical loading, and integrating theoretical analysis with micro-structural characterization, the toughening and strengthening mechanisms of inorganic fibers in cement matrices were elucidated. Simultaneously, by comprehensively considering the characteristics of the cement stone before and after the peak stress, the toughness of FRC was characterized by the envelop area under the stress-strain curve, and combined with the equivalent plastic strain(PEEQ) cloud diagram of the cement matrix, the influence of key controlling factors(mf, type, and aspect ratio)on the toughness and strength of the cement stone was investigated. The results indicate: (1)The core of fiber toughening and strengthening mechanism lies in the synergistic effect of two-phase interface adhesion, bridging effect and energy dissipation. (2) As the basalt fiber mf increases (from 0 % to 2.5 %), both the cube compressive and splitting tensile strengths of FRC gradually improve. (3) High-performance carbon fibers can achieve high strength and high pre-peak toughness for FRC even at low mf. (4) The toughness and strength of FRC tend to increase and then decrease with the increasing fiber aspect ratio.
水泥环的韧性和强度是保证地下储气井井筒密封完整性的关键因素。在此基础上,建立了纤维增强水泥(FRC)立方体压缩和劈裂拉伸的两相细观数值模型。通过研究frp在机械载荷作用下的破坏特征,将理论分析与微观结构表征相结合,阐明了无机纤维在水泥基体中的增韧强化机理。同时,综合考虑峰值应力前后水泥石的特征,以应力-应变曲线下的包络面积表征FRC的韧性,并结合水泥基体的等效塑性应变(PEEQ)云图,研究关键控制因素(mf、类型、纵横比)对水泥石韧性和强度的影响。结果表明:(1)纤维增韧强化的核心机理在于两相界面黏附、桥接效应和能量耗散的协同作用。(2)随着玄武岩纤维mf的增加(从0%增加到2.5%),FRC的立方体抗压强度和劈裂抗拉强度均逐渐提高。(3)高性能碳纤维即使在低mf下也能实现高强度和高峰前韧性。(4)随着纤维长径比的增大,FRC的韧性和强度呈先增大后减小的趋势。
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引用次数: 0
Molecular dynamics simulation study on the viscosity increasing and drag reducing properties of nanoparticles-enhanced fracturing fluid 纳米颗粒增强压裂液增粘降阻性能的分子动力学模拟研究
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-09 DOI: 10.1016/j.geoen.2025.214328
JiaHui Gao , HanYi Wang
With the continuous development of oil exploration and extraction technologies, the role of fracturing fluids in enhancing oil and gas production and promoting reservoir development has become increasingly important. In recent years, nanofluids, as a new type of fracturing fluid additive, have gradually become a research hotspot due to their unique advantages in improving rheological properties and other aspects. This study mainly uses molecular dynamics (MD) simulations to explore the effects of nanoparticles on fluid viscosity and flow resistance. The results indicate that the addition of nanoparticles significantly improves the viscosity of fracturing fluid mixture and exerts a pronounced influence on the lubrication, flow performance and friction resistance of shale surface. By studying the viscosity, surface wettability, friction and nanoflow of the system, it was found that Al2O3 and CNFs exhibited the most significant effect on viscosity enhancement, while CNT and ZnO demonstrated excellent comprehensive properties in enhancing viscosity, reducing resistance and improving nanoflow velocity. Specifically, the addition of zinc oxide (ZnO) and carbon nanotubes (CNT) increased the viscosity of the oil-gas mixture by more than 8 %, and the friction values within the 0–20 g Å/fs 2 range accounted for over 80 % of the total friction value. In summary, nanoparticles exhibit broad application prospects in oil and gas production, especially in increasing viscosity, reducing friction and improving fluid mobility. This study provides a theoretical foundation for the design and performance optimization of nanofluids, and provides new insights into the selection of suitable nanofluids to optimize fracturing fluid formula and improve oil and gas production efficiency.
随着石油勘探开采技术的不断发展,压裂液在提高油气产量、促进储层开发方面的作用越来越重要。近年来,纳米流体作为一种新型压裂液添加剂,因其在改善流变性能等方面的独特优势,逐渐成为研究热点。本研究主要利用分子动力学(MD)模拟来探讨纳米颗粒对流体粘度和流动阻力的影响。结果表明,纳米颗粒的加入显著提高了压裂液混合物的粘度,对页岩表面的润滑、流动性能和摩擦阻力有显著影响。通过对体系的粘度、表面润湿性、摩擦力和纳米流的研究,发现Al2O3和CNFs对粘度的增强效果最为显著,而CNT和ZnO在增强粘度、降低阻力和提高纳米流速度方面表现出优异的综合性能。具体而言,氧化锌(ZnO)和碳纳米管(CNT)的加入使油气混合物的粘度提高了8%以上,0-20 g Å/fs 2范围内的摩擦值占总摩擦值的80%以上。综上所述,纳米颗粒在油气生产中具有广阔的应用前景,特别是在增加粘度、减少摩擦和改善流体流动性方面。该研究为纳米流体的设计和性能优化提供了理论基础,为优化压裂液配方、提高油气生产效率选择合适的纳米流体提供了新的见解。
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引用次数: 0
Shear stability enhancement in fracture plugging zones: Unveiling failure mechanisms and adhesive benefits through photoelastic analysis 增强裂缝封堵区的剪切稳定性:通过光弹性分析揭示破坏机制和胶粘剂的好处
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-08 DOI: 10.1016/j.geoen.2025.214322
Haoran Jing , Yili Kang , Chengyuan Xu , Lei Liu , Xiaopeng Yan , Zhenjiang You
Addressing lost circulation during drilling operations typically involves the utilization of lost circulation materials (LCMs) to create a fracture plugging zone (FPZ), which effectively decouples the wellbore fluid column pressure (Pw) from the formation pressure (Pf). This FPZ, comprised of aggregated granular LCM particles, frequently succumbs to shear stress, with shear failure being the predominant mode of structural failure, leading to ongoing fluid losses. To illuminate the failure mechanisms of the FPZ under conditions of escalating drilling differential pressure (Pw - Pf), we utilized photoelastic experiments to capture and visualize the evolving mesoscopic mechanical structure of the FPZ. Photoelastic images were analyzed using the modified ten-step phase-shift method to calculate the shear stress distribution within the FPZ. Results indicated that shear failure is characterized by recurrent bidirectional shearing interactions between the FPZ and the fracture surface, accompanied by a significant increase in stress concentration at the initiation of shear failure. To augment the shear stability of the FPZ, a methodology inspired by the composite nature of concrete—comprising sand, stone, and cementitious materials—was adopted. The integration of adhesive particles within the FPZ resulted in a marked reduction in internal shear stress and an enhancement of its load-bearing capacity. These findings substantiate that the incorporation of adhesives effectively bolsters the mechanical stability of the FPZ across both mesoscopic and macroscopic scales.
为了解决钻井作业中的漏失问题,通常需要使用漏失材料(lcm)来形成裂缝封堵区(FPZ),从而有效地将井筒液柱压力(Pw)与地层压力(Pf)分离。该FPZ由聚集的LCM颗粒组成,经常屈服于剪切应力,剪切破坏是结构破坏的主要模式,导致持续的流体损失。为了阐明钻井压差(Pw - Pf)不断升高的条件下FPZ的破坏机制,我们利用光弹性实验来捕捉和可视化FPZ的细观力学结构的演变。采用改进的十步相移法对光弹性图像进行分析,计算FPZ内的剪应力分布。结果表明,剪切破坏的特征是FPZ与断裂面之间反复的双向剪切相互作用,并伴随着剪切破坏开始时应力集中的显著增加。为了增强FPZ的剪切稳定性,采用了一种受混凝土复合特性启发的方法——包括砂、石和胶凝材料。粘合颗粒在FPZ内的整合导致了内部剪切应力的显著降低和承载能力的增强。这些发现证实,粘合剂的掺入有效地增强了FPZ在介观和宏观尺度上的机械稳定性。
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引用次数: 0
Advancements in the forecasting of foaming of organic liquids for flow assurance studies 流动保证研究中有机液体发泡预测的进展
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-12 DOI: 10.1016/j.geoen.2025.214321
Nicolas Passade-Boupat , Léa Delance , Hoai-Phuong Tran , Mélanie Arangalage , Roel Belt , Didier Lauranson , Francois Lequeux , Laurence Talini , Emilie Verneuil
Foaming of non-aqueous liquids, particularly in the energy sector, presents significant challenges due to the transient stability of these systems. Despite being free of surfactants, non-aqueous liquids are observed to foam in practice. This phenomenon is observed during the simultaneous production of gas and liquids, affecting transportation and separation processes. The stability of foams can impact pressure drops, production efficiency, and safety.
The study of foam stability in organic liquids has focused on understanding the factors that enhance stability within liquid films. Solid or solid-like particles within the liquid film, such as fat crystals or asphaltenes, can stabilize oil foams. Recent advancement on particle-free liquids has also shown that blends of organic liquids, even when totally miscible, can produce surfactant like effects stabilizing foams.
Experimental methods, including depressurization tests and surface tension measurements, were employed to study the foaming behavior of various crude oils, and the results were compared with the learnings from the literature.
It is observed that higher viscosity fluids generally produce more stable foams, however viscosity alone cannot explain the increase of stability. Other parameters can greatly enhance foam stability and depend on the precise formulation of liquids, such as the presence of solid particles or the thermodynamics of blends. In the latter case, the foam stability can be predicted from simple surface tension measurements.
In conclusion, advances in the theoretical understanding of foam stability in organic liquids have led to practical applications in the energy sector, such as the use of simple surface tension measurements of blends of crude oils to anticipate the stability of the foams through depressurization. By identifying and mitigating foaming issues, it is possible to improve production efficiency, safety, and overall performance in various industrial processes.
非水液体的发泡,特别是在能源领域,由于这些系统的瞬态稳定性,提出了重大挑战。尽管不含表面活性剂,但在实践中观察到非水液体会产生泡沫。这种现象是在气体和液体同时生产时观察到的,影响了运输和分离过程。泡沫的稳定性影响到压降、生产效率和安全性。有机液体中泡沫稳定性的研究主要集中在了解提高液体膜内稳定性的因素。液体膜内的固体或类固体颗粒,如脂肪晶体或沥青质,可以稳定油泡沫。无颗粒液体的最新进展也表明,有机液体的混合物,即使是完全混溶的,也能产生类似表面活性剂的稳定泡沫效果。采用减压试验和表面张力测量等实验方法,对不同原油的发泡行为进行了研究,并与文献研究结果进行了比较。观察到,高粘度流体通常产生更稳定的泡沫,但粘度本身不能解释稳定性的增加。其他参数可以大大提高泡沫稳定性,并取决于液体的精确配方,例如固体颗粒的存在或混合物的热力学。在后一种情况下,泡沫稳定性可以通过简单的表面张力测量来预测。总之,对有机液体泡沫稳定性的理论认识的进步已经导致了能源部门的实际应用,例如使用原油混合物的简单表面张力测量来预测减压泡沫的稳定性。通过识别和减轻发泡问题,可以提高各种工业过程的生产效率、安全性和整体性能。
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引用次数: 0
A coupled strategy for multispecies reactive transport modeling in saturated porous media 饱和多孔介质中多组分反应输运模型的耦合策略
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-10 DOI: 10.1016/j.geoen.2025.214323
Ronald Mejia , Cristian Mejia , Deane Roehl
The hydrocarbon industry is one of the leading energy sources influencing the global economy. However, hydrocarbon recovery produces high CO2 content, particularly in carbonate reservoirs. An attractive method to mitigate carbon emissions is the reinjection of water alternating CO2 under reservoir conditions. One of the main concerns about CO2 reinjection is predicting the interaction between injected CO2 and rock. This work proposes a multispecies reactive transport simulator by coupling the Geo Modeling Analysis (GeMA) framework and PhreeqC to simulate geochemical problems. The simulator couples physical and geochemical interactions between injected fluid and rock matrix in the solid-liquid interface. The geochemical software PhreeqC evaluates equilibrium and kinetics reactions, while the GeMA framework solves the multispecies transport problem. The proposed coupling workflow combines the relevant features of the GeMA framework and PhreeqC geochemical code. The Engesgaard validation benchmark for mineral precipitation/dissolution considering kinetic and equilibrium reactions is compared with excellent agreement. In addition, a case study of water alternating CO2 injection into a Brazilian carbonate reservoir is investigated. The validation of coupled GeMA-PhreeqC simulators considering geochemical equilibrium and kinetically controlled reactions is essential to investigate fluid-rock interaction and alteration in petrophysics properties induced by CO2 injection in saturated carbonate reservoirs.
碳氢化合物工业是影响全球经济的主要能源之一。然而,油气开采产生的二氧化碳含量很高,特别是在碳酸盐岩储层中。减少碳排放的一种有吸引力的方法是在储层条件下交替注水。二氧化碳再注入的主要问题之一是预测注入的二氧化碳与岩石之间的相互作用。本文提出了一个多物种反应输运模拟器,通过耦合地质建模分析(GeMA)框架和PhreeqC来模拟地球化学问题。该模拟器将注入流体与固液界面岩石基质之间的物理和地球化学相互作用耦合在一起。地球化学软件PhreeqC评估平衡和动力学反应,而GeMA框架解决了多物种运输问题。提出的耦合工作流结合了GeMA框架和PhreeqC地球化学代码的相关特征。考虑动力学和平衡反应的矿物沉淀/溶解的Engesgaard验证基准与极好的一致性进行了比较。此外,还对巴西碳酸盐岩储层进行了水交替注CO2的实例研究。考虑地球化学平衡和动力学控制反应的GeMA-PhreeqC耦合模拟器的验证对于研究饱和碳酸盐岩储层中流体-岩石相互作用和二氧化碳注入引起的岩石物理性质改变至关重要。
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引用次数: 0
Intelligent drilling trajectory optimization method based on azimuth logging while drilling data 基于随钻方位角测井的智能钻井轨迹优化方法
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-10 DOI: 10.1016/j.geoen.2025.214334
Han Wang , Dong Chen , Zhihui Ye
In modern drilling operations, precise wellbore placement is increasingly challenging in thin reservoirs and geologically complex formations. This study proposes an intelligent trajectory optimization framework integrating third-order Bézier curve modeling with Proximal Policy Optimization (PPO)-based reinforcement learning. Real-time logging-while-drilling (LWD) data are used to reconstruct reservoir models and dynamically adjust control points, enabling smooth, curvature-constrained trajectories that adhere to drilling limits. A multi-objective reward function balances geosteering accuracy, curvature minimization, and mechanical load reduction. Field applications on three horizontal wells in the Shengli shale oil block showed that the optimized trajectories reduced average TVD deviation by over 40 %, significantly lowered curvature, and decreased cumulative torque by 30 %–60 % compared with historical drilled paths. These results confirm the method's adaptability, robustness, and engineering applicability, offering a practical solution for intelligent, automated drilling in thin-target reservoirs.
在现代钻井作业中,在薄储层和地质复杂的地层中,精确定位井眼越来越具有挑战性。本研究提出了一种将三阶bsamizier曲线建模与基于近端策略优化(PPO)的强化学习相结合的智能轨迹优化框架。实时随钻测井(LWD)数据用于重建储层模型并动态调整控制点,从而实现符合钻井极限的光滑、曲率受限的轨迹。多目标奖励函数平衡地质导向精度、曲率最小化和机械载荷减少。在胜利页岩油区块的3口水平井的现场应用表明,与以往的钻井轨迹相比,优化后的轨迹将平均TVD偏差降低了40%以上,曲率显著降低,累计扭矩降低了30% - 60%。这些结果证实了该方法的适应性、鲁棒性和工程适用性,为薄目标油藏的智能自动化钻井提供了一种实用的解决方案。
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引用次数: 0
Pix2Geomodel: A next-generation reservoir geomodeling with property-to-property translation Pix2Geomodel:具有属性到属性转换的下一代油藏地质建模
IF 4.6 0 ENERGY & FUELS Pub Date : 2026-03-01 Epub Date: 2025-12-12 DOI: 10.1016/j.geoen.2025.214342
Abdulrahman Al-Fakih , Ardiansyah Koeshidayatullah , Nabil A. Saraih , Tapan Mukerji , Rayan Kanfar , Abdulmohsen Alali , SanLinn I. Kaka
Accurate geological modeling is essential for reservoir characterization, yet traditional methods struggle with complex subsurface heterogeneity and the conditioning of data to observed values. This study introduces Pix2Geomodel, a novel conditional generative adversarial network (cGAN) framework based on the Pix2Pix architecture, designed to predict key reservoir properties (facies, porosity, permeability, and water saturation) from the Rotliegend reservoir of the Groningen gas field. Utilizing a 7.6 million-cell dataset from the Nederlandse Aardolie Maatschappij, accessed via EPOS-NL, the methodology included data preprocessing, augmentation to generate 2,350 images per property, and training with a U-Net generator and PatchGAN discriminator over 19,000 steps. Evaluation metrics include pixel accuracy (PA), mean intersection over union (mIoU), and frequency-weighted intersection over union (FWIoU). Performance was evaluated in two tasks: (i) masked property prediction and (ii) property-to-property translation. Results demonstrated high accuracy for facies (PA 0.88, FWIoU 0.85) and water saturation (PA 0.96, FWIoU 0.95), with moderate success for porosity (PA 0.70, FWIoU 0.55) and permeability (PA 0.74, FWIoU 0.60), and robust transferability performance (e.g., facies-to-Sw PA 0.98, FWIoU 0.97). The framework captured spatial variability and geological realism, as validated by variogram analysis, and calculated the training loss curves for the generator and discriminator for each property. Compared to traditional methods, Pix2Geomodel provides more accurate and more time- and resource-efficient property mapping. While the current model is trained to perform 2D geomodeling, future work will be developed to involve 3D geomodeling and also consider microstructural heterogeneity in the geology of the area, with extensions to multi-modal inputs planned for Pix2Geomodel v2.0. This study advances the application of generative AI in geoscience, supporting improved reservoir management and open science initiatives.
准确的地质建模对于储层表征至关重要,但传统的方法难以解决复杂的地下非均质性问题,并且需要将数据与观测值相匹配。该研究引入了Pix2Geomodel,这是一种基于Pix2Pix架构的新型条件生成对抗网络(cGAN)框架,旨在预测格罗宁根气田Rotliegend储层的关键储层属性(相、孔隙度、渗透率和含水饱和度)。利用来自Nederlandse Aardolie Maatschappij的760万单元数据集(通过EPOS-NL访问),该方法包括数据预处理、增强以每个属性生成2350张图像,以及使用U-Net生成器和PatchGAN鉴别器进行19,000步的训练。评估指标包括像素精度(PA)、平均交联(mIoU)和频率加权交联(FWIoU)。性能在两个任务中进行评估:(i)屏蔽属性预测和(ii)属性到属性转换。结果表明,相(pa0.88, FWIoU 0.85)和含水饱和度(pa0.96, FWIoU 0.95)的准确性较高,孔隙度(pa0.70, FWIoU 0.55)和渗透率(pa0.74, FWIoU 0.60)的准确性中等,可转移性(例如,相- sw pa0.98, FWIoU 0.97)的准确性较高。该框架捕获了空间变异性和地质真实性,并通过方差分析验证了这一点,并计算了每个属性的生成器和鉴别器的训练损失曲线。与传统方法相比,Pix2Geomodel提供了更精确、更省时、更节约资源的属性映射。虽然目前的模型被训练为执行2D地质建模,但未来的工作将发展到涉及3D地质建模,并考虑该地区地质中的微观结构非均质性,并计划在Pix2Geomodel v2.0中扩展到多模态输入。该研究推进了生成式人工智能在地球科学中的应用,支持改善油藏管理和开放科学计划。
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Geoenergy Science and Engineering
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