首页 > 最新文献

Journal of Petroleum Science and Engineering最新文献

英文 中文
Comprehensive review of high frequency torsional oscillations (HFTOs) while drilling 钻井时高频扭转振荡(HFTOs)的综合研究
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111161
Y. Zhang , H. Zhang , D. Chen , P. Ashok , E. van Oort

The advancement of downhole sensor technology in the past twenty years has led to the discovery of the phenomenon of high frequency torsional oscillations (HFTOs), which has received increasing attention in the well construction industry in recent years. HFTOs are attributed to self-excited torsional resonance, often encountered while drilling harder rock formations, and are observed to be localized in the lower bottom-hole assembly (BHA) or lower part of the drillstring only. Downhole tangential acceleration and its frequency spectrum are usually used to identify the occurrence of HFTOs, which are believed to be responsible for downhole tool failures such as electronic component failure, cracks on drill collars in the BHA, and loose connections. Various insights into the HFTO mechanism have been gained in the literature through field experiments and observations, data analysis, numerical simulation, and laboratory tests.

In this paper, a comprehensive review is presented on recent advancements in understanding HFTOs, with discussion of their typical propagation patterns, dynamic models describing their behavior, laboratory tests investigating their characteristics, field data indicating their presence, and their harmful consequences during drilling operations. On this basis, we discuss several remaining issues to better understand, detect, and attenuate/eliminate HFTOs.

在过去的二十年里,井下传感器技术的进步导致了高频扭转振荡(HFTO)现象的发现,近年来,高频扭转振荡在钻井行业越来越受到关注。HFTO归因于自激扭转共振,通常在钻探较硬的岩层时遇到,并且被观察到仅局限于底部钻具组合(BHA)或钻柱的下部。井下切向加速度及其频谱通常用于识别HFTO的发生,HFTO被认为是井下工具故障的原因,如电子部件故障、BHA中钻铤上的裂纹和连接松动。通过现场实验和观测、数据分析、数值模拟和实验室测试,文献中对HFTO机制有了各种见解。在本文中,全面回顾了在理解HFTO方面的最新进展,讨论了它们的典型传播模式、描述它们行为的动态模型、调查它们特性的实验室测试、表明它们存在的现场数据以及它们在钻井作业中的有害后果。在此基础上,我们讨论了几个遗留问题,以更好地理解、检测和衰减/消除HFTO。
{"title":"Comprehensive review of high frequency torsional oscillations (HFTOs) while drilling","authors":"Y. Zhang ,&nbsp;H. Zhang ,&nbsp;D. Chen ,&nbsp;P. Ashok ,&nbsp;E. van Oort","doi":"10.1016/j.petrol.2022.111161","DOIUrl":"10.1016/j.petrol.2022.111161","url":null,"abstract":"<div><p><span><span>The advancement of downhole sensor technology in the past twenty years has led to the discovery of the phenomenon of high frequency torsional oscillations (HFTOs), which has received increasing attention in the well construction industry in recent years. HFTOs are attributed to self-excited torsional resonance, often encountered while drilling </span>harder rock formations, and are observed to be localized in the lower bottom-hole assembly (BHA) or lower part of the drillstring only. Downhole tangential acceleration and its frequency spectrum are usually used to identify the occurrence of HFTOs, which are believed to be responsible for </span>downhole tool failures such as electronic component failure, cracks on drill collars in the BHA, and loose connections. Various insights into the HFTO mechanism have been gained in the literature through field experiments and observations, data analysis, numerical simulation, and laboratory tests.</p><p>In this paper, a comprehensive review is presented on recent advancements in understanding HFTOs, with discussion of their typical propagation patterns, dynamic models describing their behavior, laboratory tests investigating their characteristics, field data indicating their presence, and their harmful consequences during drilling operations. On this basis, we discuss several remaining issues to better understand, detect, and attenuate/eliminate HFTOs.</p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48088805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Shale oil occurrence and slit medium coupling based on a molecular dynamics simulation 页岩油产状与裂隙介质耦合的分子动力学模拟
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111151
Jingling Xu , Ruotao Wang , Ling Zan

Although the state of occurrence and characteristics of shale oil form the basis for studying the mobility of shale oil, studies on the state of occurrence and characteristics of shale oil, as well as factors affecting its mobility, are presently lacking. Molecular dynamics simulation is a very effective method for studying the state of occurrence of shale oil and the factors affecting its mobility. We used molecular dynamics (MD) simulation to study the adsorption behavior and distribution of shale oil within a nanoscale slit medium. Results show that fluid density is not uniform throughout the slit and that its oscillation from the solid wall surface to the central plane is attenuated, indicating distinct adsorbed layers and bulk-phase fluid. We studied the effects of slit aperture, temperature, pressure, oil composition, and slit medium on the volumes and densities of the adsorbed layers. We found that (a) there were multiple adsorbed layers of liquid hydrocarbons, (b) the number of adsorbed layers depended largely on the slit medium, slit size, and oil composition, (c) the adsorption propensity of heavier hydrocarbons were more pronounced, and (d) the adsorption capacity of the slit medium differed for different types of hydrocarbon molecules.

虽然页岩油的赋存状态和特征是研究页岩油流动性的基础,但目前对页岩油赋存状态和特征以及影响页岩油流动性的因素的研究还很缺乏。分子动力学模拟是研究页岩油赋存状态及影响其流动性因素的有效方法。采用分子动力学(MD)模拟研究了页岩油在纳米尺度狭缝介质中的吸附行为和分布。结果表明,流体密度在整个狭缝中并不均匀,其从固体壁面到中心平面的振荡减弱,表明存在明显的吸附层和体相流体。研究了狭缝孔径、温度、压力、油成分和狭缝介质对吸附层体积和密度的影响。研究发现:(1)液态烃存在多层吸附层;(2)吸附层数主要取决于狭缝介质、狭缝大小和油品组成;(3)较重的烃类吸附倾向更为明显;(4)狭缝介质对不同类型烃类分子的吸附能力不同。
{"title":"Shale oil occurrence and slit medium coupling based on a molecular dynamics simulation","authors":"Jingling Xu ,&nbsp;Ruotao Wang ,&nbsp;Ling Zan","doi":"10.1016/j.petrol.2022.111151","DOIUrl":"10.1016/j.petrol.2022.111151","url":null,"abstract":"<div><p><span>Although the state of occurrence and characteristics of shale oil form the basis for studying the mobility of shale oil, studies on the state of occurrence and characteristics of shale oil, as well as factors affecting its mobility, are presently lacking. Molecular dynamics simulation is a very effective method for studying the state of occurrence of shale oil and the factors affecting its mobility. We used molecular dynamics (MD) simulation to study the </span>adsorption behavior<span><span> and distribution of shale oil within a nanoscale slit medium. Results show that fluid density is not uniform throughout the slit and that its oscillation from the solid wall surface to the central plane is attenuated, indicating distinct </span>adsorbed layers<span><span> and bulk-phase fluid. We studied the effects of slit aperture, temperature, pressure, oil composition, and slit medium on the volumes and densities of the adsorbed layers. We found that (a) there were multiple adsorbed layers of liquid hydrocarbons, (b) the number of adsorbed layers depended largely on the slit medium, slit size, and oil composition, (c) the adsorption propensity of heavier hydrocarbons were more pronounced, and (d) the </span>adsorption capacity of the slit medium differed for different types of hydrocarbon molecules.</span></span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45201851","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
A pressure pulse recognition method based on flow-adaptive double threshold for pressure pulse telemetry 基于流量自适应双阈值的压力脉冲遥测识别方法
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111158
Chenquan Hua , Bingxuan Wu , Bin Li , Xuanye Hua , Yanfeng Geng

Pressure pulse telemetry as a novel and effective method of communication has received more and more attention in the field of separate layer water injection for the intelligent oilfield, and identification of the effective pulses and their positions is one of the key technologies. For the logging while drilling process, the fixed threshold method is widely used to identify the pressure pulse. However, in the process of water injection, the amplitude of pressure pulse changes with the change of flowrate controlled by process, which will lead to low recognition rate of traditional fixed threshold pressure pulse. Therefore, a pressure pulse recognition method based on flow-adaptive double threshold with fixed time window is proposed. The packet length of instructions and responses is designed to be short and fixed in order to reduce communication time and failure cost, and the fixed time window method is adopted to improve the decoding efficiency of for a frame of data. The pressure pulse recognition method based on flow-adaptive double threshold is used to identify the effective pulses and their positions to adapt to the change of pressure pulse amplitude induced by different flowrates. The first threshold which is set to fixed and lower than the pulse peak with minimum possible flowrate, is used to filter the most of noise and catch the effective pulses with little noise pulses. The second threshold which is adaptive to changes of the flowrates, is determined by average of three maximum peaks of caught pulses from the first threshold, and is used to identify the effective pulses and their positions. In the experimental well with 2000 m deep, the test results show that the error rate of pulse recognition reduce to 0.003% and communication success rate significantly increase from 50% to more than 96.5%. It means that the proposed double threshold method can be adaptive to identify effective pressure pulse under different flowrates, and then can significantly reduce the error rate of pulse recognition and improve two-way communication performance between the wellhead controller and downhole distributors.

压力脉冲遥测作为一种新颖有效的通信方法,在智能油田分层注水领域受到越来越多的关注,有效脉冲及其位置的识别是关键技术之一。对于随钻测井过程,固定阈值法被广泛用于识别压力脉冲。然而,在注水过程中,压力脉冲的幅度会随着过程控制流量的变化而变化,这将导致传统的固定阈值压力脉冲识别率较低。因此,提出了一种基于固定时间窗流量自适应双阈值的压力脉冲识别方法。为了减少通信时间和故障成本,指令和响应的分组长度被设计为短而固定,并且采用固定时间窗口的方法来提高对一帧数据的解码效率。采用基于流量自适应双阈值的压力脉冲识别方法来识别有效脉冲及其位置,以适应不同流量引起的压力脉冲幅度的变化。第一阈值被设置为固定的并且低于具有最小可能流量的脉冲峰值,用于过滤大部分噪声并且捕获具有小噪声脉冲的有效脉冲。第二阈值自适应于流速的变化,通过从第一阈值捕获的脉冲的三个最大峰值的平均值来确定,并且用于识别有效脉冲及其位置。在2000m深的实验井中,测试结果表明,脉冲识别的错误率降低到0.003%,通信成功率从50%显著提高到96.5%以上。这意味着所提出的双阈值方法可以自适应地识别不同流量下的有效压力脉冲,从而可以显著降低脉冲识别的错误率,提高井口控制器与井下分配器之间的双向通信性能。
{"title":"A pressure pulse recognition method based on flow-adaptive double threshold for pressure pulse telemetry","authors":"Chenquan Hua ,&nbsp;Bingxuan Wu ,&nbsp;Bin Li ,&nbsp;Xuanye Hua ,&nbsp;Yanfeng Geng","doi":"10.1016/j.petrol.2022.111158","DOIUrl":"https://doi.org/10.1016/j.petrol.2022.111158","url":null,"abstract":"<div><p><span>Pressure pulse telemetry<span><span><span> as a novel and effective method of communication has received more and more attention in the field of separate layer water injection for the intelligent oilfield, and identification of the effective pulses and their positions is one of the key </span>technologies. For the </span>logging while drilling process, the fixed threshold method is widely used to identify the pressure pulse. However, in the process of water injection, the amplitude of pressure pulse changes with the change of </span></span>flowrate<span><span> controlled by process, which will lead to low recognition rate of traditional fixed threshold pressure pulse. Therefore, a pressure pulse recognition method based on flow-adaptive double threshold with fixed time window is proposed. The packet length of instructions and responses is designed to be short and fixed in order to reduce communication time and failure cost, and the fixed time window method is adopted to improve the decoding efficiency of for a frame of data. The pressure pulse recognition method based on flow-adaptive double threshold is used to identify the effective pulses and their positions to adapt to the change of pressure pulse amplitude induced by different flowrates. The first threshold which is set to fixed and lower than the pulse peak with minimum possible flowrate, is used to filter the most of noise and catch the effective pulses with little noise pulses. The second threshold which is adaptive to changes of the flowrates, is determined by average of three maximum peaks of caught pulses from the first threshold, and is used to identify the effective pulses and their positions. In the experimental well with 2000 m deep, the test results show that the error rate of pulse recognition reduce to 0.003% and communication success rate significantly increase from 50% to more than 96.5%. It means that the proposed double threshold method can be adaptive to identify effective pressure pulse under different flowrates, and then can significantly reduce the error rate of pulse recognition and improve two-way communication performance between the </span>wellhead controller and downhole distributors.</span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49902769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fracture growth and acoustic emission response in natural coal-rock blocks with different stress, fracturing medium and injection rates 不同应力、压裂介质和注入速率下天然煤岩块体裂缝发育及声发射响应
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111228
Yulong Jiang , Weiguo Liang , Tingting Cai , Xiaoqiang Zhang , Jianbing Yan , Shaofei Yue

Parameters optimization during fracturing to form fracture networks is important to improve the permeability of reservoirs. In this paper, fracture growth in natural coal-rock blocks under different stresses with different fracturing medium and injection rates was studied, and the injection pressure evolution and acoustic emission dynamic response were further analyzed. The results indicate that the stress state, fracturing medium and injection flow rate significantly affected the fracture propagation behavior. When the stress difference was greater than or equal to 7 MPa (Δσ7MPa), the fracture could penetrate the coal-rock interface. In the same stress state (σv=12MPa,σH=8MPa,σv=5MPa), the fracture geometry and injection pressure evolution significantly differed when using different fracturing media (SC–CO2 and H2O). When supercritical CO2 (SC–CO2) was used as the fracturing medium, secondary fractures were created with small residual fracture widths. When H2O fracturing was adopted, single and straight fractures were obtained with a large residual fracture width, penetrating the coal-rock interface straightly. There existed significant differences in the critical stress difference, injection pressure evolution and the acoustic emission dynamic response between natural and artificial coal-rock block fracture during interface penetration. The results could provide important references for fracturing parameter optimization in the efficient exploitation of coalbed methane.

优化压裂过程参数,形成裂缝网,对提高储层渗透率具有重要意义。本文研究了天然煤岩块体在不同应力、不同压裂介质和注入速率下的裂缝发育情况,并进一步分析了注入压力演化和声发射动态响应。结果表明,应力状态、压裂介质和注入流量对裂缝扩展行为有显著影响。当应力差大于等于7MPa (Δσ≥7MPa)时,裂缝可穿透煤岩界面。在相同应力状态下(σv=12MPa,σH=8MPa,σv=5MPa),不同压裂介质(SC-CO2和H2O)的裂缝几何形态和注入压力演化有显著差异。当使用超临界CO2 (SC-CO2)作为压裂介质时,产生的次生裂缝具有较小的残余裂缝宽度。采用H2O压裂时,获得单条和直条裂缝,残余裂缝宽度较大,直穿煤岩界面。在界面穿透过程中,天然和人工煤岩块裂缝的临界应力差、注入压力演化和声发射动态响应存在显著差异。研究结果可为煤层气高效开采中压裂参数优化提供重要参考。
{"title":"Fracture growth and acoustic emission response in natural coal-rock blocks with different stress, fracturing medium and injection rates","authors":"Yulong Jiang ,&nbsp;Weiguo Liang ,&nbsp;Tingting Cai ,&nbsp;Xiaoqiang Zhang ,&nbsp;Jianbing Yan ,&nbsp;Shaofei Yue","doi":"10.1016/j.petrol.2022.111228","DOIUrl":"10.1016/j.petrol.2022.111228","url":null,"abstract":"<div><p><span><span><span>Parameters optimization during fracturing to form fracture networks is important to improve the permeability of reservoirs. In this paper, fracture growth in natural coal-rock blocks under different stresses with different fracturing medium and </span>injection rates was studied, and the </span>injection pressure<span><span> evolution and acoustic emission dynamic response were further analyzed. The results indicate that the stress state, fracturing medium and injection flow rate significantly affected the </span>fracture propagation behavior. When the stress difference was greater than or equal to 7 MPa (</span></span><span><math><mrow><mo>Δ</mo><mi>σ</mi><mo>≥</mo><mn>7</mn><mtext>MPa</mtext></mrow></math></span>), the fracture could penetrate the coal-rock interface. In the same stress state (<span><math><mrow><msub><mi>σ</mi><mi>v</mi></msub><mo>=</mo><mn>12</mn><mi>M</mi><mi>P</mi><mi>a</mi><mo>,</mo><msub><mi>σ</mi><mi>H</mi></msub><mo>=</mo><mn>8</mn><mi>M</mi><mi>P</mi><mi>a</mi><mo>,</mo><msub><mi>σ</mi><mi>v</mi></msub><mo>=</mo><mn>5</mn><mi>M</mi><mi>P</mi><mi>a</mi></mrow></math></span><span>), the fracture geometry and injection pressure evolution significantly differed when using different fracturing media (SC–CO</span><sub>2</sub> and H<sub>2</sub><span>O). When supercritical CO</span><sub>2</sub> (SC–CO<sub>2</sub><span>) was used as the fracturing medium, secondary fractures were created with small residual fracture widths. When H</span><sub>2</sub><span>O fracturing was adopted, single and straight fractures were obtained with a large residual fracture width, penetrating the coal-rock interface straightly. There existed significant differences in the critical stress difference, injection pressure evolution and the acoustic emission dynamic response between natural and artificial coal-rock block fracture during interface penetration. The results could provide important references for fracturing parameter optimization in the efficient exploitation of coalbed methane.</span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41601007","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Lithofacies analysis and paleosedimentary evolution of Taiyuan Formation in Southern North China Basin 华北盆地南部太原组岩相分析与古沉积演化
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111127
Yanxia Peng , Shaobin Guo

The Permian Taiyuan Formation contains alternate shale and coal lithologies which are vital for the exploration of shale gas reservoirs. However, previous studies have neglected the influence of paleosedimentary environment on the formation and distribution of marine-continental shale. A better understanding of the evolution characteristics of the paleosedimentary environment of the marine-continental strata is particularly critical to the accurate prediction of high-quality shale reservoirs. In this study, the geochemical and mineralogical characteristics of Taiyuan Formation, marine-continental strata in the Southern North China Basin, were carried out using lithology identification, element analysis, and X-ray diffraction analysis. These interpretations were helpful to develop a sedimentary depositional model by principles of sedimentology and sequence stratigraphy. The evolution of the paleosedimentary environment and the control of the paleosedimentary environment on the organic matter abundance, mineral composition, lithofacies, and gas enrichment of shale were analyzed. The results show that the vertical variation of the paleosedimentary environment had obvious stages during the Taiyuan Stage of the Early Permian. Based on sequence identification and division, a multi-stage superimposed marine-continental sedimentary model of transgressive and regressive assemblages was established. From tidal flat facies to lagoon facies and then to restricted platform facies, the contents of felsic and clay minerals decreased, while the contents of TOC and carbonate minerals increased sequentially. The lithofacies types of limited platform shale and tidal flat shale were different and relatively single, while the lagoon contained the shale lithofacies types of the above two sedimentary microfacies due to its sedimentary microfacies development location. The lagoon facies shale of highstand system tract had high-quality paleo-productivity, and was distributed in a stretch on the plane and superimposed in multiple stages vertically of the basin, which could be selected as a favorable facies belt of marine-continental facies shale gas.

二叠纪太原组含有交替的页岩和煤岩,这对页岩气藏的勘探至关重要。然而,以往的研究忽略了古沉积环境对海相陆相页岩形成和分布的影响。更好地了解海相陆相地层古沉积环境的演化特征,对于准确预测优质页岩油气藏尤为重要。本研究采用岩性识别、元素分析和X射线衍射分析等方法,对华北盆地南部海相陆相地层太原组进行了地球化学和矿物学特征研究。这些解释有助于利用沉积学和层序地层学原理建立沉积沉积模式。分析了古沉积环境的演化和古沉积环境对页岩有机质丰度、矿物组成、岩相和气体富集的控制。结果表明,早二叠世太原期古沉积环境的垂直变化具有明显的阶段性。在层序识别和划分的基础上,建立了海进-海退组合的多级叠合海陆沉积模型。从潮坪相到泻湖相,再到限制平台相,长英质和粘土矿物含量下降,TOC和碳酸盐矿物含量依次上升。有限平台页岩和潮坪页岩的岩相类型不同且相对单一,而泻湖由于其沉积微相发育位置,含有上述两种沉积微相的页岩岩相类型。高位体系域泻湖相页岩具有较高的古产能,在盆地平面上呈伸展分布,在盆地垂直方向上呈多阶段叠加,可作为海相陆相页岩气的有利相带。
{"title":"Lithofacies analysis and paleosedimentary evolution of Taiyuan Formation in Southern North China Basin","authors":"Yanxia Peng ,&nbsp;Shaobin Guo","doi":"10.1016/j.petrol.2022.111127","DOIUrl":"10.1016/j.petrol.2022.111127","url":null,"abstract":"<div><p><span><span><span><span>The Permian Taiyuan Formation contains alternate shale and coal lithologies which are vital for the exploration of </span>shale gas reservoirs. However, previous studies have neglected the influence of paleosedimentary environment on the formation and distribution of marine-continental shale. A better understanding of the evolution characteristics of the paleosedimentary environment of the marine-continental strata is particularly critical to the accurate prediction of high-quality shale reservoirs. In this study, the geochemical and mineralogical characteristics of Taiyuan Formation, marine-continental strata in the Southern North China Basin, were carried out using lithology identification, element analysis, and X-ray diffraction analysis. These interpretations were helpful to develop a sedimentary depositional model by principles of </span>sedimentology and </span>sequence stratigraphy<span>. The evolution of the paleosedimentary environment and the control of the paleosedimentary environment on the organic matter abundance, mineral composition, lithofacies<span>, and gas enrichment of shale were analyzed. The results show that the vertical variation of the paleosedimentary environment had obvious stages during the Taiyuan Stage of the Early Permian. Based on sequence identification and division, a multi-stage superimposed marine-continental sedimentary model of transgressive and regressive assemblages was established. From tidal flat facies to lagoon facies and then to restricted platform facies, the contents of felsic and clay minerals decreased, while the contents of TOC and </span></span></span>carbonate minerals<span> increased sequentially. The lithofacies types of limited platform shale and tidal flat shale were different and relatively single, while the lagoon contained the shale lithofacies types of the above two sedimentary microfacies due to its sedimentary microfacies development location. The lagoon facies shale of highstand system tract had high-quality paleo-productivity, and was distributed in a stretch on the plane and superimposed in multiple stages vertically of the basin, which could be selected as a favorable facies belt of marine-continental facies shale gas.</span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49487745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Characteristics and genesis of deeply buried under-compacted sandstone and its comparison with normal Sandstone-A case in the lenghu tectonic belt, northern Qaidam Basin 深埋压实砂岩的特征、成因及其与普通砂岩的比较——以柴北缘冷湖构造带为例
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111225
Jiajia Guo , Jiangong Wang , Yajun Shi , Haipeng Li , Jian Zhao , Zhaobin Wang , Ruiliang Guo

Based on recovered core observations and thin section identifications combined with scanning electron microscopy images and statistics for physical properties, XRD analysis, and data for trace elements and carbon and oxygen isotopes, the genesis of under-compacted sandstone in the Lower Ganchaigou Formation of the Paleogene in the Lenghu VII structure in the northern Qaidam Basin has been confirmed through a detailed comparison with normal intervals for petrology, sedimentary environments and diagenetic characteristics. The results showed that under-compacted sandstone, developing in underwater distributary channels, was characterized by abnormal high porosity and large amount of intergranular pores. The genesis of intergranular pores is the intrusion of organic acid fluids, dissolution of calcite cements and restoration of primary pores. Conclusions could be drawn from the comprehensive comparison with normal interval. First, honeycomb-like chlorite grain coatings were much abundant (33%–58% in total clays) in the under-compacted sandstone comparing to it in normal interval and sandstone in adjacent area (<30%), indicating an intrusion of Mg-rich fluid leading to transformation from I/S to chlorite. Second, the carbonate cements content of the under-compacted sandstone (5.7%–17.3%) and the normal range (4.1%–20.3%) were both dominated by micrite calcite, and large amounts of early calcite residues resulting from dissolution were only found in the under-compacted sandstone. The δ18O value (17.36‰ ∼ −10.54‰) and the δ13C values (−5.12 to −3.51‰) indicated inorganic carbon dominated in carbonate cements; however, the small negative bias for δ13C in the under-compacted sandstone indicated that more organic carbon was contained than is typical. Third, the minor changes in the V/Zr, Ni/Zr, Co/Zr, Sr/Zr and Mo/Zr values suggested similar and stable paleoenvironments in both intervals. The weaker correlations among U/Zr, Ni/Zr and V/Zr indicated that U/Zr was affected by both the environment and fluid intrusion in the under-compacted sandstone. However, U/Zr was much larger (3.6–23.9) in the under-compacted sandstone than it is in normal sandstones (0.83–3.69), which indicated the invasion of acidic fluids originating from source rock.

基于回收的岩心观察和薄片鉴定,结合扫描电子显微镜图像和物理性质统计、XRD分析以及微量元素和碳氧同位素数据,通过与常规层段岩石学、沉积环境和成岩特征的详细对比,证实了柴达木盆地北部冷湖Ⅶ构造古近系下干柴沟组欠压实砂岩的成因。结果表明,水下分流河道发育的欠压实砂岩具有异常高孔隙度和大量粒间孔隙的特征。粒间孔隙的成因是有机酸性流体的侵入、方解石胶结物的溶解和原生孔隙的恢复。通过与正常区间的综合比较可以得出结论。首先,与正常层段和邻近区域的砂岩(<;30%)相比,欠压实砂岩中的蜂窝状绿泥石颗粒涂层非常丰富(占粘土总量的33%-58%),这表明富镁流体的侵入导致I/S转变为绿泥石。其次,欠压实砂岩的碳酸盐胶结物含量(5.7%-17.3%)和正常范围(4.1%-20.3%)均以泥晶方解石为主,仅在欠压实砂岩中发现大量溶解产生的早期方解石残留物。δ18O值(17.36‰~−10.54‰)和δ13C值(−5.12~−3.51‰)表明无机碳在碳酸盐胶结物中占主导地位;然而,欠压实砂岩中δ13C的小负偏差表明,所含的有机碳比典型的有机碳多。第三,V/Zr、Ni/Zr、Co/Zr、Sr/Zr和Mo/Zr值的微小变化表明两个层段的古环境相似且稳定。U/Zr、Ni/Zr和V/Zr之间较弱的相关性表明,欠压实砂岩中的U/Zr受到环境和流体侵入的双重影响。然而,欠压实砂岩中的U/Zr(3.6–23.9)比正常砂岩中的大得多(0.83–3.69),这表明源岩酸性流体的侵入。
{"title":"Characteristics and genesis of deeply buried under-compacted sandstone and its comparison with normal Sandstone-A case in the lenghu tectonic belt, northern Qaidam Basin","authors":"Jiajia Guo ,&nbsp;Jiangong Wang ,&nbsp;Yajun Shi ,&nbsp;Haipeng Li ,&nbsp;Jian Zhao ,&nbsp;Zhaobin Wang ,&nbsp;Ruiliang Guo","doi":"10.1016/j.petrol.2022.111225","DOIUrl":"10.1016/j.petrol.2022.111225","url":null,"abstract":"<div><p>Based on recovered core observations and thin section identifications combined with scanning electron microscopy images and statistics for physical properties, XRD analysis, and data for trace elements and carbon and oxygen isotopes, the genesis of under-compacted sandstone in the Lower Ganchaigou Formation of the Paleogene in the Lenghu VII structure in the northern Qaidam Basin has been confirmed through a detailed comparison with normal intervals for petrology, sedimentary environments and diagenetic characteristics. The results showed that under-compacted sandstone, developing in underwater distributary channels, was characterized by abnormal high porosity and large amount of intergranular pores. The genesis of intergranular pores is the intrusion of organic acid fluids, dissolution of calcite cements and restoration of primary pores. Conclusions could be drawn from the comprehensive comparison with normal interval. First, honeycomb-like chlorite grain coatings were much abundant (33%–58% in total clays) in the under-compacted sandstone comparing to it in normal interval and sandstone in adjacent area (&lt;30%), indicating an intrusion of Mg-rich fluid leading to transformation from I/S to chlorite. Second, the carbonate cements content of the under-compacted sandstone (5.7%–17.3%) and the normal range (4.1%–20.3%) were both dominated by micrite calcite, and large amounts of early calcite residues resulting from dissolution were only found in the under-compacted sandstone. The δ<sup>18</sup>O value (17.36‰ ∼ −10.54‰) and the δ<sup>13</sup>C values (−5.12 to −3.51‰) indicated inorganic carbon dominated in carbonate cements; however, the small negative bias for δ13C in the under-compacted sandstone indicated that more organic carbon was contained than is typical. Third, the minor changes in the V/Zr, Ni/Zr, Co/Zr, Sr/Zr and Mo/Zr values suggested similar and stable paleoenvironments in both intervals. The weaker correlations among U/Zr, Ni/Zr and V/Zr indicated that U/Zr was affected by both the environment and fluid intrusion in the under-compacted sandstone. However, U/Zr was much larger (3.6–23.9) in the under-compacted sandstone than it is in normal sandstones (0.83–3.69), which indicated the invasion of acidic fluids originating from source rock.</p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49536494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on the scheduling scheme of resource storage locations in deep-sea oil and gas exploitation 深海油气开采资源库位调度方案研究
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111214
Yajie Wang , Jianchun Fan , Shengnan Wu

Crucial components of the exploration and exploitation of deep-sea oil and gas resources include the identification of pre-disaster emergency resource storage locations and the appropriate scheduling of emergency resources. Frequently, integer linear programming or integer nonlinear programming is used to investigate them. Both techniques may result in optimization, but it is difficult to determine the global optimal solution. Consequently, this study presents a two-stage optimization model of emergency resource storage location-scheduling that not only surpasses the limitations of independent research but also applies an intelligent optimization algorithm to discover the global optimal solution. In the first phase of the model, the objective of optimization is to decrease the emergency response time. Uncertainty and unpredictability are incorporated as marine environmental components in the goal function. Using the analytic hierarchy method, the effect of resource storage and location is evaluated, and the genetic algorithm (GA) and immune algorithm (IA) are used to determine the goal model's optimal solution. The objective of the second stage is to optimize resource scheduling satisfaction, and the resource storage locations determined in the first stage are assigned using a fuzzy trigonometric function formula and mathematical programming algorithm. The two-stage optimization methodology is shown using the deep-sea fire explosion incidence as an example. The results suggest that the transit time of resources from the resource storage site selection points to the operation points calculated by GA is 50% less than that obtained by IA, and the 4 time of IA is at least 5 times that of GA. The overall resource scheduling time is lowered by 41.1% compared to conventional shore-based terminals, the economic cost of an accident is minimized, and the life safety of on-site operators is improved. Throughout 1000 different seasons, the objective ideal value and average value of GA and IA are compared. GA has a slower convergence rate than IA, but its convergence quality is much higher. The quantity of emergency supplies given by each resource storage site may meet the resource need of the operational point. We believe that the model proposed in this study can guarantee the accuracy of prediction results in situations of small sample sizes, and its validity and applicability have been validated.

深海石油和天然气资源勘探和开采的关键组成部分包括确定灾前应急资源储存地点和适当安排应急资源。通常使用整数线性规划或整数非线性规划来研究它们。这两种技术都可能导致优化,但很难确定全局最优解。因此,本研究提出了一个应急资源存储位置调度的两阶段优化模型,该模型不仅超越了独立研究的局限性,而且应用智能优化算法来发现全局最优解。在模型的第一阶段,优化的目标是减少应急响应时间。不确定性和不可预测性作为海洋环境的组成部分纳入目标函数。利用层次分析法对资源存储和定位的效果进行了评价,并利用遗传算法和免疫算法确定了目标模型的最优解。第二阶段的目标是优化资源调度满意度,并使用模糊三角函数公式和数学规划算法分配第一阶段确定的资源存储位置。以深海火灾爆炸发生率为例,给出了两阶段优化方法。结果表明,GA计算的资源从资源储存选址点到作业点的运输时间比IA少50%,IA的4次运输时间至少是GA的5倍。与传统岸基码头相比,总体资源调度时间降低了41.1%,事故经济成本降至最低,提高了现场作业人员的生命安全。在1000个不同季节,比较了GA和IA的客观理想值和平均值。GA的收敛速度比IA慢,但其收敛质量要高得多。每个资源储存点提供的应急物资数量可以满足作战点的资源需求。我们相信,本研究提出的模型能够保证小样本情况下预测结果的准确性,其有效性和适用性已经得到验证。
{"title":"Research on the scheduling scheme of resource storage locations in deep-sea oil and gas exploitation","authors":"Yajie Wang ,&nbsp;Jianchun Fan ,&nbsp;Shengnan Wu","doi":"10.1016/j.petrol.2022.111214","DOIUrl":"https://doi.org/10.1016/j.petrol.2022.111214","url":null,"abstract":"<div><p>Crucial components of the exploration and exploitation of deep-sea oil and gas resources include the identification of pre-disaster emergency resource storage locations and the appropriate scheduling of emergency resources. Frequently, integer linear programming or integer nonlinear programming<span><span> is used to investigate them. Both techniques may result in optimization, but it is difficult to determine the global optimal solution. Consequently, this study presents a two-stage optimization model of emergency resource storage location-scheduling that not only surpasses the limitations of independent research but also applies an intelligent optimization algorithm to discover the global optimal solution. In the first phase of the model, the objective of optimization is to decrease the emergency response time. Uncertainty and unpredictability are incorporated as marine environmental components in the goal function. Using the analytic hierarchy method, the effect of resource storage and location is evaluated, and the genetic algorithm (GA) and immune algorithm (IA) are used to determine the goal model's optimal solution. The objective of the second stage is to optimize resource scheduling satisfaction, and the resource storage locations determined in the first stage are assigned using a fuzzy trigonometric function formula and </span>mathematical programming algorithm. The two-stage optimization methodology is shown using the deep-sea fire explosion incidence as an example. The results suggest that the transit time of resources from the resource storage site selection points to the operation points calculated by GA is 50% less than that obtained by IA, and the 4 time of IA is at least 5 times that of GA. The overall resource scheduling time is lowered by 41.1% compared to conventional shore-based terminals, the economic cost of an accident is minimized, and the life safety of on-site operators is improved. Throughout 1000 different seasons, the objective ideal value and average value of GA and IA are compared. GA has a slower convergence rate than IA, but its convergence quality is much higher. The quantity of emergency supplies given by each resource storage site may meet the resource need of the operational point. We believe that the model proposed in this study can guarantee the accuracy of prediction results in situations of small sample sizes, and its validity and applicability have been validated.</span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50185902","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental comparisons of different cryogenic fracturing methods on coals 不同煤层低温压裂方法的实验比较
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111250
Haitao Wen, Ruiyue Yang, Meiquan Lu, Zhongwei Huang, Chunyang Hong, Richao Cong, Xiaozhou Qin

Hydraulic fracturing using water-based fracturing fluids is widely used in coalbed methane (CBM) reservoir development. However, the stimulation efficiency of conventional hydraulic fracturing in CBM reservoir is low. Liquid nitrogen (LN2) cryogenic fracturing is one possible method to improve the stimulation efficiency. To test the feasibility of the LN2 cryogenic fracturing, laboratory fracturing tests were conducted to investigate the performances of different LN2 cryogenic fracturing methods in this paper. The breakdown pressure and fracture morphology of water fracturing, LN2 direct fracturing, LN2 freeze fracturing, LN2 freeze-thaw fracturing and LN2 compound fracturing were compared. And the mechanisms of different cryogenic fracturing techniques are revealed. The results demonstrate that thermal damage caused by LN2 freezing is the main reason for the complicated fracture pattern in cryogenic fracturing. LN2 freeze-thaw fracturing has the lowest breakdown pressure and can create the most complex fractures among these cryogenic fracturing methods due to the huge thermal damage. LN2 freeze fracturing has the highest breakdown pressure. Because the thermal damage cracks and natural fractures in frozen rock are in freezing shrinkage, which activation are difficult. LN2 compound fracturing is the most potential technologies, which can produce more complex fracture networks than water fracturing and LN2 fracturing.

水基压裂液水力压裂在煤层气储层开发中应用广泛。然而,煤层气储层常规水力压裂增产效率较低。液氮(LN2)低温压裂是提高增产效率的一种可行方法。为验证LN2低温压裂的可行性,开展了室内压裂试验,研究了不同LN2低温压裂方法的性能。对比了水压裂、LN2直接压裂、LN2冷冻压裂、LN2冻融压裂和LN2复合压裂的破裂压力和裂缝形态。揭示了不同低温压裂技术的作用机理。结果表明,LN2冻结引起的热损伤是造成低温压裂裂缝形态复杂的主要原因。LN2冻融压裂由于其巨大的热损伤,是低温压裂中破裂压力最低、裂缝最复杂的压裂方式。LN2冻结压裂的破裂压力最高。由于冻土岩中的热损伤裂缝和天然裂缝处于冻缩状态,激活难度较大。LN2复合压裂是最具潜力的压裂技术,它可以产生比水压裂和LN2压裂更复杂的裂缝网络。
{"title":"Experimental comparisons of different cryogenic fracturing methods on coals","authors":"Haitao Wen,&nbsp;Ruiyue Yang,&nbsp;Meiquan Lu,&nbsp;Zhongwei Huang,&nbsp;Chunyang Hong,&nbsp;Richao Cong,&nbsp;Xiaozhou Qin","doi":"10.1016/j.petrol.2022.111250","DOIUrl":"https://doi.org/10.1016/j.petrol.2022.111250","url":null,"abstract":"<div><p><span><span>Hydraulic fracturing using water-based fracturing fluids is widely used in </span>coalbed methane<span> (CBM) reservoir development. However, the stimulation efficiency of conventional hydraulic fracturing in CBM reservoir is low. Liquid nitrogen<span> (LN2) cryogenic fracturing is one possible method to improve the stimulation efficiency. To test the feasibility of the LN2 cryogenic fracturing, laboratory fracturing tests were conducted to investigate the performances of different LN2 cryogenic fracturing methods in this paper. The breakdown pressure and </span></span></span>fracture morphology<span><span> of water fracturing, LN2 direct fracturing, LN2 freeze fracturing, LN2 freeze-thaw fracturing and LN2 compound fracturing were compared. And the mechanisms of different cryogenic fracturing techniques are revealed. The results demonstrate that thermal damage caused by LN2 freezing is the main reason for the complicated fracture pattern in cryogenic fracturing. LN2 freeze-thaw fracturing has the lowest breakdown pressure and can create the most complex fractures among these cryogenic fracturing methods due to the huge thermal damage. LN2 freeze fracturing has the highest breakdown pressure. Because the thermal damage cracks and natural fractures in frozen rock are in freezing shrinkage, which activation are difficult. LN2 compound fracturing is the most potential </span>technologies<span>, which can produce more complex fracture networks than water fracturing and LN2 fracturing.</span></span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49873387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An accelerated process-based method for the accurate computation of relative permeability from direct simulations of two-phase flow on micro-computed tomography images of porous media 基于加速过程的多孔介质微计算机断层扫描图像两相流直接模拟相对渗透率精确计算方法
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111095
Faruk O. Alpak, Nishank Saxena

Pore-scale forces have significant effects on the macroscopic behavior of multi-phase flow through porous media. We develop a robust and accurate accelerated process-based method for the computation of relative permeability from direct simulations of pore-scale two-phase flow on micro-computed tomography images. In the pressure drop calculation, we take advantage of an existing analysis that establishes a relationship between pore-scale forces and Darcy-scale pressure drops using an energy-conservation approach. We establish a thermodynamically consistent approximation of Darcy-scale viscous pressure drops as the rate of energy dissipation per unit flow rate of each flowing phase for the first time within the context of a free-energy lattice Boltzmann method (LBM). In addition, we propose and test a new computationally efficient partial-mirror periodic boundary condition for a fully coupled visco-capillary pore-scale flow simulator based on a free-energy LBM. The new boundary condition is imposed only in the main flow direction and significantly reduces the computational cost of the process-based relative-permeability computation protocol at a small compromise on accuracy.

We first compute primary-drainage and subsequent imbibition relative permeability curves for a reservoir sandstone rock sample. We use this real-reservoir dataset to validate the pressure drop computation method and the partial-mirror periodic boundary condition. We then simulate the entire drainage and imbibition cycle using an extensively studied Berea sandstone dataset. We quantitatively demonstrate that pore-scale direct numerical simulation-based relative permeability curves computed with our novel process-based method agree well with experimental steady-state relative permeability measurements. We also quantitatively demonstrate that the new partial-mirror periodic boundary condition accelerates the relative permeability computations 4 to 13 times.

孔隙尺度力对多孔介质中多相流的宏观行为有重要影响。我们开发了一种鲁棒和精确的基于加速过程的方法来计算相对渗透率,从微观计算机断层扫描图像上直接模拟孔隙尺度的两相流。在压降计算中,我们利用了现有的分析,该分析利用节能方法建立了孔隙尺度力和达西尺度压降之间的关系。在自由能晶格玻尔兹曼方法(LBM)的背景下,首次建立了达西尺度粘性压降的热力学一致近似,即每个流动相单位流速的能量耗散率。此外,我们提出并测试了一种新的计算效率高的部分镜像周期边界条件,用于基于自由能LBM的完全耦合粘-毛细孔尺度流动模拟器。新的边界条件只施加在主流方向上,在很小的精度上降低了基于过程的相对渗透率计算协议的计算成本。我们首先计算了储层砂岩样品的初次排水和随后的渗吸相对渗透率曲线。利用实际油藏数据集验证了压降计算方法和部分镜像周期边界条件。然后,我们使用广泛研究的Berea砂岩数据集模拟整个排水和渗吸循环。我们定量地证明了用我们的新方法计算的基于孔隙尺度直接数值模拟的相对渗透率曲线与实验稳态相对渗透率测量值吻合得很好。我们还定量地证明了新的部分镜像周期边界条件使相对渗透率的计算速度提高了4 ~ 13倍。
{"title":"An accelerated process-based method for the accurate computation of relative permeability from direct simulations of two-phase flow on micro-computed tomography images of porous media","authors":"Faruk O. Alpak,&nbsp;Nishank Saxena","doi":"10.1016/j.petrol.2022.111095","DOIUrl":"10.1016/j.petrol.2022.111095","url":null,"abstract":"<div><p><span><span><span><span>Pore-scale forces have significant effects on the macroscopic behavior of multi-phase flow through </span>porous media. We develop a robust and accurate accelerated process-based method for the computation of </span>relative permeability<span> from direct simulations of pore-scale two-phase flow on micro-computed tomography images. In the pressure drop calculation, we take advantage of an existing analysis that establishes a relationship between pore-scale forces and Darcy-scale pressure drops using an energy-conservation approach. We establish a thermodynamically consistent approximation of Darcy-scale viscous pressure drops as the rate of </span></span>energy dissipation per unit flow rate of each flowing phase for the first time within the context of a free-energy </span>lattice Boltzmann method (LBM). In addition, we propose and test a new computationally efficient partial-mirror periodic boundary condition for a fully coupled visco-capillary pore-scale flow simulator based on a free-energy LBM. The new boundary condition is imposed only in the main flow direction and significantly reduces the computational cost of the process-based relative-permeability computation protocol at a small compromise on accuracy.</p><p>We first compute primary-drainage and subsequent imbibition<span> relative permeability curves for a reservoir sandstone rock sample. We use this real-reservoir dataset to validate the pressure drop computation method and the partial-mirror periodic boundary condition. We then simulate the entire drainage and imbibition cycle using an extensively studied Berea sandstone dataset. We quantitatively demonstrate that pore-scale direct numerical simulation-based relative permeability curves computed with our novel process-based method agree well with experimental steady-state relative permeability measurements. We also quantitatively demonstrate that the new partial-mirror periodic boundary condition accelerates the relative permeability computations 4 to 13 times.</span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43037685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Effect of lithological variations on the performance of artificial intelligence techniques for estimating total organic carbon through well logs 岩性变化对人工智能测井估算总有机碳性能的影响
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111213
Khaled Maroufi , Iman Zahmatkesh

By the expansion of production from source-related unconventional petroleum resources, accurate approximation of Total Organic Carbon (TOC) through well logs has become progressively important. Accordingly, recent studies have mainly focused on increasing the precision of TOC estimation by using different types of AI techniques and/or optimizing algorithms. Along with utilizing these approaches, this study emphasized on removing an unaddressed source of error inherited from lithological heterogeneity with the same goal. Like organic matter quantity, lithological variations within a source interval also induce well log responses, which may interfere with the training process of Artificial Intelligence (AI) techniques. In the present research, the effect of lithological variations on the performance of TOC estimators was evaluated by employing Adaptive Neuro Fuzzy Inference System (ANFIS) and Multilayer Perceptron network (MLP). Firstly, ANFIS and MLP models were constructed and trained using a database containing different lithologies (original models). Then, a new methodology was developed based on modeling the relationship between log data and TOC values for each type of lithology (litho-based method). The result showed that the litho-based method estimates more reliable and accurate TOC values, proving the adverse effect of lithological variations on the original models. Furthermore, the litho-based ANFIS models provide the most promising results. Since metaheuristic algorithms are usually employed to optimize AI techniques, Genetic Algorithm (GA) and Particle Swarm Optimization (PSO) were also implemented into the original models (hybrid models). Accuracy of TOC values estimated by the hybrid models is slightly higher than those derived from the original models. However, these hybrid approaches are not as efficient as the litho-based method. Applicability of the proposed approach was guaranteed by performing it over Pabdeh source rocks in a well of SW Iran. Based on its high efficiency, the newly developed litho-based method can be used as a powerful tool to reliably evaluate unconventional hydrocarbon resources, as well as the potential of the conventional petroleum sources. Moreover, it can be utilized, instead of/along with traditional optimization approaches, to approximate other geochemical factors as well as petrophysical parameters from log data.

随着与来源相关的非常规石油资源产量的扩大,通过测井记录准确近似总有机碳(TOC)变得越来越重要。因此,最近的研究主要集中在通过使用不同类型的人工智能技术和/或优化算法来提高TOC估计的精度。在利用这些方法的同时,本研究强调以相同的目标消除从岩性非均质性中继承的未处理的误差源。与有机质量一样,源层段内的岩性变化也会引起测井响应,这可能会干扰人工智能(AI)技术的训练过程。在本研究中,采用自适应神经模糊推理系统(ANFIS)和多层感知器网络(MLP)来评估岩性变化对TOC估计器性能的影响。首先,使用包含不同岩性的数据库(原始模型)构建和训练ANFIS和MLP模型。然后,在对每种岩性的测井数据和TOC值之间的关系进行建模的基础上,开发了一种新的方法(基于岩性的方法)。结果表明,基于岩性的方法估计出更可靠、更准确的TOC值,证明了岩性变化对原始模型的不利影响。此外,基于岩性的ANFIS模型提供了最有希望的结果。由于元启发式算法通常用于优化人工智能技术,遗传算法(GA)和粒子群优化(PSO)也被实现到原始模型(混合模型)中。混合模型估计的TOC值的准确性略高于原始模型得出的TOC值。然而,这些混合方法不如基于岩性的方法有效。通过在伊朗西南部一口井中的Pabdeh烃源岩上执行该方法,保证了所提出方法的适用性。基于其高效性,新开发的岩性方法可以作为可靠评估非常规油气资源以及常规油气资源潜力的有力工具。此外,它可以代替传统的优化方法,从测井数据中近似其他地球化学因素以及岩石物理参数。
{"title":"Effect of lithological variations on the performance of artificial intelligence techniques for estimating total organic carbon through well logs","authors":"Khaled Maroufi ,&nbsp;Iman Zahmatkesh","doi":"10.1016/j.petrol.2022.111213","DOIUrl":"10.1016/j.petrol.2022.111213","url":null,"abstract":"<div><p><span>By the expansion of production from source-related unconventional petroleum resources<span>, accurate approximation of Total Organic Carbon<span> (TOC) through well logs has become progressively important. Accordingly, recent studies have mainly focused on increasing the precision of TOC estimation by using different types of AI techniques<span> and/or optimizing algorithms. Along with utilizing these approaches, this study emphasized on removing an unaddressed source of error inherited from lithological heterogeneity with the same goal. Like organic matter quantity, lithological variations within a source interval also induce well log responses, which may interfere with the training process of Artificial Intelligence (AI) techniques. In the present research, the effect of lithological variations on the performance of TOC estimators was evaluated by employing Adaptive Neuro Fuzzy Inference System (ANFIS) and Multilayer </span></span></span></span>Perceptron<span><span> network (MLP). Firstly, ANFIS and MLP models were constructed and trained using a database containing different lithologies (original models). Then, a new methodology was developed based on modeling the relationship between log data and TOC values for each type of lithology (litho-based method). The result showed that the litho-based method estimates more reliable and accurate TOC values, proving the adverse effect of lithological variations on the original models. Furthermore, the litho-based ANFIS models provide the most promising results. Since metaheuristic algorithms are usually employed to optimize AI techniques, Genetic Algorithm (GA) and </span>Particle Swarm Optimization<span> (PSO) were also implemented into the original models (hybrid models). Accuracy of TOC values estimated by the hybrid models is slightly higher than those derived from the original models. However, these hybrid approaches are not as efficient as the litho-based method. Applicability of the proposed approach was guaranteed by performing it over Pabdeh source rocks in a well of SW Iran. Based on its high efficiency, the newly developed litho-based method can be used as a powerful tool to reliably evaluate unconventional hydrocarbon resources, as well as the potential of the conventional petroleum sources. Moreover, it can be utilized, instead of/along with traditional optimization approaches, to approximate other geochemical factors as well as petrophysical parameters from log data.</span></span></p></div>","PeriodicalId":16717,"journal":{"name":"Journal of Petroleum Science and Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42541341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
期刊
Journal of Petroleum Science and Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1