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Review of hydrate-bearing sediment permeability for natural gas hydrate exploitation: Measurement and application development 天然气水合物开采含水沉积物渗透率研究进展:测量与应用进展
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111217
Guangjun Gong , Guojun Zhao , Weixin Pang , Mingjun Yang , Bingbing Chen , Jia-nan Zheng

Natural gas hydrate-bearing sediment permeability, which influences the flow behavior of fluids, is a key physical parameter used to determine the exploitation efficiency of hydrate. However, no comprehensive overview of existing research related to its measurement and application development has been conducted to date. In this review, the related advances in sediment permeability are systematically summarized in terms of experiments, models, numerical simulations, and its influence on hydrate exploitation. The sediment permeability measurement and their influencing factors have been comprehensively analyzed. In particular, the effects of hydrate phase transition on sediment permeability are discussed in detail. In addition, the normalized models of sediment permeability and numerical simulations of sediment structure are investigated. However, no universal normalized models of sediment permeability and numerical simulation of hydrate phase transition are available. The mechanism by which sediment permeability magnitude and anisotropy influence the hydrate exploitation efficiency has also been discussed. Finally, future efforts should focus on dynamic evolution, high-precision measurement, multifactor coupling effect, generalization of models, and optimization of numerical simulations, which are beneficial to improve guidance for the commercial exploitation of hydrate.

天然气水合物沉积物渗透率是决定水合物开采效率的一个关键物理参数,它影响着流体的流动行为。然而,迄今为止,尚未对与其测量和应用开发相关的现有研究进行全面概述。本文从实验、模型、数值模拟及其对水合物开发的影响等方面,系统总结了沉积物渗透率的相关研究进展。对泥沙渗透性测量及其影响因素进行了综合分析。特别详细讨论了水合物相变对沉积物渗透性的影响。此外,还研究了泥沙渗透性的归一化模型和泥沙结构的数值模拟。然而,目前还没有普遍的沉积物渗透率归一化模型和水合物相变的数值模拟。还讨论了沉积物渗透率大小和各向异性影响水合物开采效率的机理。最后,未来的工作应侧重于动态演化、高精度测量、多因素耦合效应、模型推广和数值模拟优化,这有利于提高水合物商业开发的指导作用。
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引用次数: 5
Low salinity water and polymer flooding in sandstone reservoirs: Upscaling from nano-to macro-scale using the maximum energy barrier 砂岩储层的低盐度水和聚合物驱:利用最大能垒从纳米尺度升级到宏观尺度
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111247
Prashant Jadhawar, Motaz Saeed

In this work, the flooding processes of low salinity waterflooding and low salinity polymer flooding (LSWF and LSP) in sandstone reservoirs were mechanistically modelled at nano-and macro-scales. Triple-layer surface complexation models were utilised to simulate interactions at the oil-brine and sandstone-brine interfaces. The Derjaguin-Landau-Verwey-Overbeek (DLVO) theory was applied to describe the stability of interfacial films in crude oil-brine-sandstone rock systems. The novel application of the maximum energy barrier (MEB), calculated from the interaction potential of the DLVO theory, as an upscaling and interpolant parameter to adjust relative permeability curves as a function of reservoir properties is proposed in this work. Numerical simulations using the commercial simulator CMG-STARS were used in tandem with the surface complexation models and film analysis to evaluate the performance of LSWF and LSP in sandstone reservoirs.

Results of the numerical simulations showed that the LSP gave significantly higher oil recovery compared to standard polymer flooding because of its utilisation of wettability alteration due to LSWF and the improved mobility control due to LSP. A comparison between studied injection processes i.e. low and high salinity waterflooding, and low and high salinity polymer flooding, revealed that oil recovery as a result of wettability alteration is significantly higher than that of mobility control. Further analysis indicated that temperature affects the wettability alteration favourably, and the polymer slug viscosity unfavourably. However, the temperature effect on the wettability was found to be more pronounced. The workflow presented in this study provides valuable guidelines in screening the appropriate sandstone reservoirs for LSWF and LSP applications using the numerical simulation techniques through the upscaling from nano-to-macro-to-field scale.

本文对砂岩储层低矿化度水驱和低矿化度聚合物驱(LSWF和LSP)的驱油过程进行了纳米尺度和宏观尺度的机理模拟。采用三层表面络合模型模拟了油-盐水和砂岩-盐水界面的相互作用。应用Derjaguin-Landau-Verwey-Overbeek (DLVO)理论描述了原油-盐水-砂岩体系界面膜的稳定性。本文提出了利用DLVO理论的相互作用势计算的最大能垒(MEB)作为上标和插值参数来调整相对渗透率曲线作为储层性质函数的新应用。利用商用模拟器CMG-STARS进行数值模拟,结合表面络合模型和成膜分析,对砂岩储层中LSWF和LSP的性能进行了评价。数值模拟结果表明,与标准聚合物驱相比,LSP的采收率明显更高,因为它利用了LSWF引起的润湿性改变和LSP改善的流动性控制。通过对低、高矿化度水驱和低、高矿化度聚合物驱的对比研究,发现润湿性改变的采收率明显高于流动性控制的采收率。进一步分析表明,温度对润湿性变化的影响较大,对聚合物段塞粘度的影响较小。然而,温度对润湿性的影响更为明显。本研究中提出的工作流程为利用数值模拟技术筛选适合LSWF和LSP应用的砂岩储层提供了有价值的指导,通过从纳米尺度到宏观尺度再到油田尺度的升级。
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引用次数: 6
Flow diagnosis in variable bottom hole pressure multi-well horizontal pad with well interference using rate/pressure transient analysis 基于速率/压力瞬态分析的变井底压力多井水平井干扰流诊断
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111216
Hongyang Chu , Tianbi Ma , Weiyao Zhu , W. John Lee

Horizontal multi-well pads are frequently used in unconventional reservoirs. Along with infill wells and hydraulic fracturing, interference between multiple multi-fractured horizontal wells (MFHWs) has become a major concern. The current rate transient analysis (RTA) makes the assumption that the unconventional formation contains a single MFHW. This study introduces a novel multi-MFHW solution and associated analysis methodology for analyzing the performance of targeted well rates in a multi-MFHW system.

The constant bottom-hole pressure (BHP) condition and the Laplace transform can be used to obtain multi-MFHW solutions for transient flow. We investigated interference between various fractures and MFHWs using the superposition of various constant BHP solutions. The variable BHP of the targeted well is calculated using a variable dimensionless BHP function in the Laplace domain without performing any convolution or deconvolution. The proposed method is rigorously validated using a commercial numerical simulator for cases involving offset MFHWs and multi-MFHW with variable BHP. With this multi-MFHW analysis, we can analyze a target well in the pad using the total material balance of the multi-MFHW system. Offset well interference frequently occurs following the onset of infinite-acting radial flow (IARF) in the target well's hydraulic fracture. It results in an increase in the pressure derivative curves for elliptical flow and IARF, as well as the rate-normalized pressure (RNP) derivative. Inverse semi-log derivatives exhibit the inverse trend. The proposed deviation pressure integral and RNP can be used to diagnose the flow region caused by the offset well's flow rate in a unique manner, displaying the horizontal line, V-shaped dip, and unit slope, respectively, during IARF, cross flow, and boundary-dominated flow (BDF). Sensitivity analysis of well spacing demonstrates that as well spacing increases, the “transition flow” between wells transitions from elliptical to formation linear flow and can exhibit transitional flow characteristics in more common cases.

水平多井场是非常规油藏中常用的井场。随着加密井和水力压裂,多个多裂缝水平井之间的干扰已成为一个主要问题。电流速率瞬态分析(RTA)假设非常规地层包含单个MFHW。本研究介绍了一种新的多MFHW解决方案和相关分析方法,用于分析多MFHWs系统中目标井率的性能。恒定井底压力(BHP)条件和拉普拉斯变换可用于获得瞬态流的多MFHW解。我们使用各种常数BHP解的叠加来研究各种裂缝和MFHWs之间的干扰。使用拉普拉斯域中的可变无量纲BHP函数计算目标井的可变BHP,而不执行任何卷积或反褶积。对于涉及偏移MFHW和具有可变BHP的多MFHW的情况,使用商业数值模拟器对所提出的方法进行了严格验证。通过这种多MFHW分析,我们可以使用多MFHWs系统的总材料平衡来分析井场中的目标井。偏移井干扰经常发生在目标井水力裂缝中无限作用径向流(IARF)开始之后。这导致椭圆流和IARF的压力导数曲线以及速率归一化压力(RNP)导数增加。逆半对数导数呈现相反的趋势。所提出的偏差压力积分和RNP可用于以独特的方式诊断偏移井流速引起的流动区域,分别显示IARF、横流和边界主导流(BDF)期间的水平线、V形倾角和单位斜率。井距敏感性分析表明,随着井距的增加,井间的“过渡流”从椭圆流过渡到地层线性流,在更常见的情况下可以表现出过渡流特征。
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引用次数: 0
Hydrocarbon accumulation mechanism in the far-source reservoirs of Dongsha Uplift of the Pearl River Mouth Basin, northern South China Sea 南海北部珠江口盆地东沙隆起远源油气藏成藏机制
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111145
Wei Duan , Lin Shi , Cheng-Fei Luo , Sanzhong Li

There are a lot of exploration examples of far-source reservoirs, but the description of the connotation and accumulation mechanism is very rare. The Dongsha Uplift is one of the major oil-producing areas in the eastern Pearl River Mouth Basin in the northern South China Sea. The uplift lacks generally hydrocarbon source rock and is far from the generative kitchen, making it a typical far-source oil and gas reservoir. The accumulation mechanism of crude oil in the reservoirs are still unknown. By systematically comparing biomarkers, nitrogenous compounds and isotopic characteristics of the crude oil and source rocks with those in the neighboring depressions, and combining with fracture, sand body, unconformity migration conduits and barrier conditions, this paper simulates oil and gas migration paths and formation time with Pathway and IES software, and analyzes oil and gas accumulation process from a dynamic perspective. We found that the deep lacustrine hydrocarbon source rocks of the Wenchang Formation in the H26 Sag of the Huizhou Depression reached peak oil production at the end of the Hanjiang Formation deposition. Influenced by the strong tectonic activities at the final deposition of the Hanjiang and Yuehai formations, two episodes of hydrocarbon charging occurred at the top of the Dongsha Uplift. The accumulation of hydrocarbons far from the source rocks in the Dongsha uplift is mainly controlled by the efficient carrier system at hydrocarbon generation period. The oil is mainly accumulated in L4-1 and L11-1 oil fields through the long-distance stepped migration mode. The spatial and temporal relationship between hydrocarbon generation of source rock and episode of fault activity are mainly responsible for accumulation in the far-source reservoirs of the Dongsha Uplift.

远源储层的勘探实例很多,但对其内涵和成藏机理的描述却很少。东沙隆起是南海北部珠江口盆地东部的主要产油区之一。凸起普遍缺乏烃源岩,远离生灶,是典型的远源油气藏。原油在储层中的成藏机理尚不清楚。通过与邻近凹陷原油和烃源岩生物标志物、氮化合物和同位素特征的系统比较,结合裂缝、砂体、不整合运移通道和屏障条件,利用Pathway和IES软件模拟油气运移路径和形成时间,从动态角度分析油气成藏过程。研究发现,惠州坳陷H26凹陷文昌组深湖相烃源岩在汉江组沉积末期达到产油高峰。受汉江组和粤海组末期强烈的构造活动影响,东沙隆起顶部发生了两期油气充注。东沙隆起远离烃源岩的油气聚集主要受生烃期高效载体体系控制。原油主要聚集在L4-1和L11-1油田,采用长距离阶梯运移方式。烃源岩生烃与断裂活动的时空关系是东沙隆起远源储层成藏的主要原因。
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引用次数: 1
Late Ordovician-Early Silurian extension of the northern margin of the Upper Yangtze Platform (South China) and its impact on organic matter accumulation 上扬子地台北缘晚奥陶世—早志留世伸展及其对有机质聚集的影响
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111238
Bin Xiao , Li Xiong , Zhongying Zhao , Xiang Fu , Zhonghai Zhao , Haihai Hou , Shugen Liu

Breakthroughs in shale gas exploration in the Upper Ordovician-Lower Silurian strata of the Upper Yangtze Platform have attracted interest in its sedimentary-tectonic evolution, but the tectonic background of the northern margin of the Upper Yangtze Platform remains unclear. In this paper, the Wufeng-Longmaxi formations on the northern margin of the Upper Yangtze Platform were investigated. Based on geochemical and mineralogical analyses of the tuffs/K-bentonites of the Wufeng Formation and the barite in the Longmaxi Formation, as well as previous research results, it was concluded that the northern margin of the Upper Yangtze Platform was in an extensional tectonic background during the Late Ordovician-Early Silurian. Detailed analysis revealed that, (1) the U–Pb zircon age of the tuff in the Bajiaokou section in South Qinling is 443.91 ± 0.92 Ma. The Zr/TiO2–Nb/Y diagram of the tuffs/K-bentonites indicates that their protoliths were alkaline-subalkaline basalt and andesite series rock. Based on the Th–Hf/3-Ta, Th–Tb*3-Ta*2, and TiO2–Nb/3-Th diagrams, there are undiscovered intraplate tension calc-alkaline basalts in the northern Yangtze Platform or the southern Qinling region, which provided volcanic clastic materials to the Ziyang, Lan'gao, Chengkou, Yichang and other regions. (2) Scanning electron microscopy revealed that the barite crystals in the Longmaxi Formation exhibit dissolution features and have a large particle size. Energy spectrum analysis of these barite crystals revealed that they have C, O, S, and Ba contents of 8.48 wt%, 22.98 wt%, 13.09 wt% and 55.44 wt%, so they are speculated to have been formed via cold methane seep genesis in a weak extensional tectonic setting. The 87Sr/86Sr ratios of the barite revealed that different types of barite were simultaneously formed in this area under the influences of hydrothermal and cold methane seeps. (3) The analysis of the heavy minerals in the Lower Silurian strata in the Bajiaokou section revealed that the provenance in the South Qinling area changed significantly during the late Early Silurian. Based on the above analyses, the northern margin of the Upper Yangtze Platform was in an extensional tectonic setting during the Late Ordovician-Early Silurian. The distribution of the total organic carbon content indicated that the extensional tectonic background provided good conditions for the enrichment and preservation of organic matter. The results of this study provide an understanding of the regional sedimentary-tectonic pattern and evolution of the Yangtze Platform during this period, as well as a reference for future shale gas exploration in this region.

上扬子地台上奥陶统—下志留统页岩气勘探的突破引起了人们对其沉积构造演化的关注,但上扬子地台北缘的构造背景尚不清楚。本文以上扬子地台北缘五峰组-龙马溪组为研究对象。通过对五峰组凝灰岩/钾质膨润土和龙马溪组重晶石的地球化学和矿物学分析,结合前人的研究成果,认为上扬子地台北缘在晚奥陶世—早志留世时期处于伸展构造背景。详细分析表明,(1)南秦岭八角口剖面凝灰岩U-Pb锆石年龄为443.91±0.92 Ma。凝灰岩/ k -膨润土的Zr/ TiO2-Nb /Y图表明其原岩为碱性-亚碱性玄武岩和安山岩系列岩石。(2)扫描电镜显示,龙马溪组重晶石晶体具有溶蚀特征,粒度较大。能谱分析表明,这些重晶石晶体的C、O、S、Ba含量分别为8.48 wt%、22.98 wt%、13.09 wt%和55.44 wt%,推测其形成于弱伸展构造环境下的甲烷冷渗成因。重晶石87Sr/86Sr比值表明,在热液和低温甲烷渗流作用下,该区同时形成了不同类型的重晶石。(3)对八角口剖面下志留统重矿物分析表明,早志留世晚期南秦岭地区物源发生了明显变化。综上所述,上扬子地台北缘在晚奥陶世—早志留世时期处于伸展构造环境。总有机碳的分布表明,伸展构造背景为有机质的富集和保存提供了良好的条件。研究结果为认识这一时期扬子地台的区域沉积构造格局和演化提供了依据,为今后该区页岩气勘探提供了参考。
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引用次数: 2
Carbonate excess permeability in pressure transient analysis: A catalog of diagnostic signatures from the Brazil Pre-Salt 压力瞬变分析中的碳酸盐超渗透率:巴西盐下层诊断特征目录
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111173
Jordan G. Mimoun , Fermín Fernández-Ibáñez

Dynamic appraisal in carbonates with excess permeability is critical to successful reservoir modeling and depletion planning. Accurate recognition and characterization of a dual-porosity system may translate to improved project performance. We present a catalog of diagnostic signatures that elevate pressure transient analysis beyond the traditional V shape, to aid in identifying non-matrix features’ presence, extent, and contribution to reservoir performance. We reviewed 152 well tests from the Brazil Pre-Salt, integrated with multi-scale static and dynamic data (conventional core, borehole image logs, seismic, and drilling losses). A recurring set of eight signatures with characteristic slopes and shapes stood out, which we reconciled with geologic concepts and tested with numerical modeling. These signatures reveal key insights into excess-permeability architecture and non-matrix types, from touching vugs to caves, from natural fractures to fault damage zones. They will assist subsurface teams to optimally frame well test objectives and maximize value of information during early appraisal and field development. They will help enhance reservoir performance prediction, by enabling a comprehensive use of well test data in geologic and reservoir simulation models.

超渗透碳酸盐岩的动态评价是油藏成功建模和开发规划的关键。对双重孔隙度体系的准确识别和表征可能会改善项目绩效。我们提出了一个诊断特征目录,将压力瞬态分析提升到传统的V型分析之外,以帮助识别非基质特征的存在、程度及其对油藏动态的贡献。我们回顾了巴西盐下油藏的152口试井,整合了多尺度静态和动态数据(常规岩心、井眼图像测井、地震和钻井损失)。具有特征坡度和形状的八个特征反复出现,我们将其与地质概念相协调,并通过数值模拟进行测试。这些特征揭示了对超渗透结构和非基质类型的关键见解,从接触洞穴到洞穴,从天然裂缝到断层破坏带。它们将帮助地下团队优化试井目标,并在早期评估和油田开发过程中最大化信息价值。通过在地质和储层模拟模型中全面使用试井数据,它们将有助于提高储层动态预测。
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引用次数: 0
Reasons for low flowback behaviors of water-based fluids in tight sandstone gas reservoirs 致密砂岩气藏水基流体低返排特性的原因分析
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111152
Jian Tian , Chaozhong Qin , Yili Kang , Lijun You , Na Jia , Jinghan Song

Water-based working fluids are widely applied in the development of tight gas formations. However, these fluids’ flowback rate is generally low than 50%, resulting in a large amount of water retention to dramatically decline the gas delivery. Typical tight sandstone core samples are selected in this study to perform the gas-driven water displacement experiment to investigate the underlying mechanisms for the low water flowback behaviors in tight gas reservoirs. Results show that the average water flowback rate for 15 tight sandstone samples by gas-driven water displacement is obtained to be only 31.31%, which in turn causes an average gas permeability damage rate of 58.94%. Analysis suggests that multiscale pore structures, ultra-low connate water saturation phenomenon, filling of hydrophilic clay minerals, and insufficient pressure drop contribute to the congenitally unfavorable geological factors of low water flowback capacity. On the other hand, irreversible formation damages like water phase trapping, salting out issues, and residual water film effect caused by water retention are the main elements that restrict water removal during a gas-flow drying process. The findings of this study provide useful insights into the control mechanisms of low water flowback behaviors and the formation damages induced by water invasion in tight sandstone gas reservoirs.

水基工作液在致密气藏开发中有着广泛的应用。然而,这些流体的返排率通常低于50%,导致大量的水潴留,从而大大降低了天然气的输送。选取典型致密砂岩岩心样品,进行气驱水驱实验,探讨致密气藏低水返排行为的深层机制。结果表明:15个致密砂岩样品气驱水驱平均返排率仅为31.31%,导致平均渗透率损害率为58.94%;分析认为,多尺度孔隙结构、超低原生水饱和度现象、亲水性粘土矿物充填、压降不足等因素是造成水返排能力低的先天不利地质因素。另一方面,不可逆的地层损害,如水相圈闭、盐析问题以及由水潴留引起的残余水膜效应,是限制气流干燥过程中除水的主要因素。研究结果为致密砂岩气藏低水返排行为的控制机制和水侵对地层的损害提供了有益的认识。
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引用次数: 0
Theoretical study on fatigue damage of sonic standing wave resonant drill-string 声波驻波共振钻柱疲劳损伤的理论研究
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111160
Changgen Bu , Jing Xiao , Shengyu He , Marian Wiercigroch

To achieve high-speed and undisturbed core drilling, the standing wave vibration of the drill string in a sonic drill is excited by a high-frequency inertial vibrator; the resulting high alternating stress cycle in the drill string can easily cause fatigue damage. In order to minimize the fatigue failure of drill-string at the stage of its design, it is necessary to assess the fatigue damage caused by alternating stress to guide engineering practice. In this paper, based on one-dimensional wave theory, we analyse the standing wave vibration in a drill-string excited by a sonic vibrator, and theoretically prove that the dynamic resonant stress of a drill-string is the key factor influencing the fatigue damage. By using the Palmgren–Miner fatigue damage rule, we establish a theoretical formula for the cumulative fatigue damage of a variable-length standing wave vibration drill string and reveal the fatigue damage mechanism of the variable-length resonant drill string. Furthermore, the effects of sonic drill systems and process parameters on the damage are quantified. It was found that by an appropriate choice of a drill-pipe length, the fatigue damage can be reduced whilst the axial stress concentration factor (aSCF) kσ on threaded connections can significantly increase it. At the fundamental frequency of the resonant sonic drilling, the maximum fatigue damage point, xf, is located approximately la/2 above the drill bit, not exceeding the theoretical sonic standing wave starting length, la, and unrelated to the hole depth. This study promotes the theoretical understanding and exploration of variable-length standing wave oscillators.

为了实现高速、无扰动取芯,声波钻机中钻柱的驻波振动由高频惯性振动器激发;在钻柱中产生的高交变应力循环容易引起疲劳损伤。为了最大限度地减少钻柱在设计阶段的疲劳失效,有必要评估交变应力引起的疲劳损伤,以指导工程实践。本文基于一维波动理论,分析了声波振动器激励下钻柱的驻波振动,从理论上证明了钻柱的动态共振应力是影响疲劳损伤的关键因素。利用Palmgren–Miner疲劳损伤规律,建立了变长驻波振动钻柱累积疲劳损伤的理论公式,揭示了变长共振钻柱的疲劳损伤机理。此外,还量化了声波钻机系统和工艺参数对损伤的影响。研究发现,通过适当选择钻杆长度,可以减少疲劳损伤,而螺纹连接上的轴向应力集中因子(aSCF)kσ可以显著增加疲劳损伤。在共振声波钻井的基频下,最大疲劳损伤点xf位于钻头上方约la/2处,不超过理论声波驻波起始长度la,且与孔深无关。这项研究促进了对变长驻波振荡器的理论理解和探索。
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引用次数: 0
Interwell Stratigraphic Correlation Detection based on knowledge-enhanced few-shot learning 基于知识增强少次学习的井间地层对比检测
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111187
Bingyang Chen , Xingjie Zeng , Shaohua Cao , Weishan Zhang , Siyuan Xu , Baoyu Zhang , Zhaoxiang Hou

Interwell Stratigraphic Correlations Detection (ISCD) guides reservoir modeling and oil development. Many existing AI (artificial intelligence) methods have been proposed for ISCD. However, it is difficult to generate labels for large-scale geological data, which leads to the problem of small samples. In this paper, we propose a few-shot learning-based approach to detect stratigraphic correlations for overcoming this challenge. Specifically, we design a Knowledge Enhanced Few-shot Transformer ISCD model (KEFT-ISCD) to enhance reservoir sample features. We design a dynamically balanced marginal softmax (dbm-softmax) to further optimize the model loss for identifying edge features, which improves the stratigraphic matching effects. In addition, we design a bi-window co-sliding approach to address the cross-matching problem in practical stratigraphic matching. To the best of our knowledge, this is the first work to use few-shot learning for the ISCD. We evaluate the proposed method with different well sections in a pair of adjacent wells from a real-world well logging dataset. Experimental results indicate that the proposed KEFT-ISCD performs well and achieves a detection accuracy of 91.12%. We also conduct experiments on different wells and blocks. The results further demonstrate the generalizability of the proposed approach.

井间地层对比检测(ISCD)指导储层建模和石油开发。针对ISCD,已经提出了许多现有的AI(人工智能)方法。然而,很难为大规模地质数据生成标签,这导致了小样本的问题。在本文中,我们提出了一种基于少量镜头学习的方法来检测地层对比,以克服这一挑战。具体而言,我们设计了一个知识增强的少炮变换器ISCD模型(KEFT-ISCD)来增强储层样本特征。我们设计了一个动态平衡的边缘softmax(dbm-softmax)来进一步优化识别边缘特征的模型损失,从而提高了地层匹配效果。此外,我们设计了一种双窗口共滑动方法来解决实际地层匹配中的交叉匹配问题。据我们所知,这是第一部将少镜头学习用于ISCD的作品。我们从真实世界的测井数据集中评估了所提出的方法,该方法在一对相邻井中具有不同的井段。实验结果表明,所提出的KEFT-ISCD性能良好,检测准确率达到91.12%。我们还对不同的井和区块进行了实验。结果进一步证明了该方法的可推广性。
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引用次数: 0
Design and performance study of a two-stage inline gas-liquid cyclone separator with large range of inlet gas volume fraction 大入口气体体积分数两级直列式气液旋流分离器的设计与性能研究
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111218
Qiang-qiang Wang , Jia-qing Chen , Chun-sheng Wang , Yi-peng Ji , Chao Shang , Ming Zhang , Yi Shi , Guo-dong Ding

With the advantages of high separation efficiency and less footprint, the inline gas-liquid cyclone separator has gained wide attention in the fields of petroleum, chemical industry, nuclear energy and aerospace. However, single-stage gas-liquid cyclone separator usually cannot accommodate a large range of inlet gas volume fractions. For gas-liquid cyclone separator operating in series with the same structure, it is difficult to operate the second stage efficiently. Therefore, a new two-stage inline gas-liquid cyclone separator is designed in this study considering the bubble size and the variation of inlet gas volume fraction. It integrates the advantages of horizontal and vertical inline gas-liquid cyclone separator, so as to meet the separation requirement for both gas and liquid. The tangential velocity, gas volume fraction and pressure distribution inside the separator are studied by numerical simulation using Computational Fluid Dynamics. The experimental results show that the optimal standardized flow split is about 1.0. When the inlet gas volume fraction varies from 10% to 90%, the degassing efficiency gradually increased with a maximum value of 8.88%. Meanwhile, the dehydration efficiency gradually decreases, with a maximum value of 4.24%. In addition, the maximum pressure drop of the two-stage inline gas-liquid cyclone separator is only 140 kPa during the process of experimental test. This research can provide efficient solution to the working condition with wide range of inlet gas volume fraction and to meet the requirement of high compactness as well.

在线气液旋流分离器以其分离效率高、占地面积小的优点,在石油、化工、核能和航空航天等领域受到广泛关注。然而,单级气液旋风分离器通常不能容纳大范围的入口气体体积分数。对于以相同结构串联操作的气液旋风分离器,很难有效地操作第二级。因此,考虑到气泡尺寸和入口气体体积分数的变化,本研究设计了一种新的两级在线气液旋流分离器。它集成了水平和垂直在线气液旋流分离器的优点,以满足气体和液体的分离要求。利用计算流体力学对分离器内的切向速度、气体体积分数和压力分布进行了数值模拟研究。实验结果表明,最佳标准化分流约为1.0。当入口气体体积分数在10%至90%之间变化时,脱气效率逐渐提高,最大值为8.88%。同时,脱水效率逐渐降低,最大值4.24%。此外,在实验测试过程中,两级内联气液旋风分离器的最大压降仅为140kPa。该研究可以有效地解决进气体积分数范围较宽的工况,同时满足高致密性的要求。
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Journal of Petroleum Science and Engineering
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