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Stochastic Reconstruction of 3D Heterogeneous Microstructure Using a Column-Oriented Multiple-Point Statistics Program 使用列导向多点统计程序随机重建三维异质微观结构
IF 2.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-12 DOI: 10.2113/2024/lithosphere_2023_233
Chen Zuo, Chen Guo, Shi Dong, Longhai Yang, Haoyue Zhang
Three-dimensional (3D) microstructure reconstruction is a key approach to exploring the relationship between pore characteristics and physical properties. Viewing the training image as a prior model, multiple-point statistics (MPS) focus on reproducing spatial patterns in the simulation grid. However, it is challenging to efficiently generate 3D nonstationary models with varying microstructures. In this work, we propose column-oriented simulation (ColSIM) to achieve the stochastic reconstruction of 3D porous media. A heterogeneous system is understood as a spatially evolving process that consists of frequent transitions of small magnitude and abrupt changes of large magnitude. First, a training image selection step is suggested to find representative microstructures. Our program applies modified Hausdorff distance, t-distributed stochastic neighboring embedding, and spectral clustering to organize two-dimensional (2D) candidate images. The medoid of each group is applied to guide the following programs. Second, we introduce column-oriented searching into MPS. To save simulation time, a subset of conditioning points is checked to find desired instances. Our program suggests an early stopping strategy to address complex microstructures. Third, a contrastive loss term is designed to create 3D models from 2D slice. To automatically calibrate the volume fraction and simplify parameter specification, the computer consistently monitors the difference between the present model and the target. The performance of ColSIM is examined by 3D multiphase material modeling and 3D heterogeneous shale simulation. To achieve quantitative evaluation, we compute various statistical functions and physical descriptors on simulated realizations. The proposed ColSIM exhibits competitive performance in terms of calculation efficiency, microstructure reproduction, and spatial uncertainty.Microstructure models are increasingly recognized as a fundamental component in various geological and geophysical applications. Recent research in computational mineral physics has highlighted the need for high-quality realizations to express the microstructure of interest [1]. Compared with the traditional experiment analysis, computational methods provide a low-cost way to build the bridge between spatial structure and physical property [2]. In petroleum exploration, three-dimensional (3D) digital rock becomes an essential tool to study the pore connectivity and permeability [3]. With the development of imaging devices, computed tomography (CT), magnetic resonance imaging (MRI), and focused ion beam have become important sources for directly presenting 3D microstructure of porous media [4, 5]. However, randomness and uncertainty are key concepts in the subsurface system. Only a few accurate models cannot completely represent the variability during microstructure synthesis and evolution. Therefore, stochastic microstructure reconstruction is gaining popularity [6]. Based on a prior image,
在页岩重建过程中,在指定的子区域内再现形态特征。例如,第一组包括 Z 坐标范围为 0 至 6 的二维切片。我们选择 TI2 作为代表。因此,我们的程序会从 TI2 提取微观结构,并将合适的图案粘贴到 SG 的前七层。值得注意的是,我们坚持根据二维 TI 预测三维域中的未知点。为了节省运行时间,我们采用了列导向搜索和对比损失项。其他参数包括大小为 5 × 5 的模板、G=4 的多网格策略和 0.005 的温度系数。所提出的异质 MPS 方法创建了 10 个页岩模型。图 13(b)显示了第一次实现的结果。此外,我们还进行了未选择拟议 TI 的三维 MPS 建模。在本节中,我们将这种方法命名为静态 MPS。首先,程序尝试从二维切片生成三维模型。为了控制模式数据集的大小并提高效率,我们从 128 个候选切片中随机抽取一个 TI。根据同质假设,计算机通过面向列搜索和概率聚合框架生成三维实景。其次,将所有 128 个切片都用作 TI。MPS 程序可在三维域中均匀再现微观结构。然而,多个 TI 的参与会导致模式数据集的急剧增长。前两个程序分别用于创建十个模型。参数与异质 MPS 程序相同。第三,三维 TI 成为先验知识。使用大小为 5 × 5 × 5 像素3 的模板从 CT 模型中提取三维模式。计算机根据三维微观结构合成十个页岩模型。重建后的模型如图 13(c)-13(e) 所示。在进行定量分析之前,我们先手动检查页岩系统的不均匀性和形态演变。分别显示 Z 坐标为 0、32、64、96 和 127 的二维切片。如图 14 所示,我们的异质 MPS 模型与 CT 模型相吻合。对于指数为 0 的切片,ColSIM 模型再现了大孔隙。相比之下,小孔隙出现在 z = 32 处。此外,我们的方法还能重建[64, 127]范围内中等大小的孔隙。然而,在静态 MPS 实现中没有明显的变化。页岩模型内部的异质性通过统计函数得到了进一步研究。在这种情况下,我们将三维模型视为二维图像的堆叠。根据每个二维切片测量两点相关函数和线性路径函数。因此,我们创建了两个多元函数 S2(r,z) 和 L(r,z)。其中,z 表示所研究的二维图像的 Z 坐标,r 表示两点之间的距离。计算机将孔隙指定为目标相位。图 15 和图 16 显示了第一个 MPS 模型的计算结果。有两个方面的现象。一方面,CT 样品和异质 MPS 创建的模型中出现了几个波峰和波谷。这种波动表明统计特征存在明显的非平稳性。另一方面,图 15 和图 16 中的后三个模型存在大面积平坦区域。此外,我们还对短距离相关性和长距离连通性进行了独立检验。图 17 分别显示了 S2(r=3,z)、S2(r=12,z)、L(r=3,z) 和 L(r=12,z)。我们显示了十个三维模型的平均行为。紫色曲线与红色曲线一致。相比之下,青色、蓝色和绿色的曲线则表现不同。为了研究形态变化,我们计算了异质性方向的统计函数。图 18 提供了计算结果。为避免混淆,图中显示的是两点相关函数和线性路径函数的平均值。此外,我们还计算了 TI 与实现函数之间的平均距离。很明显,用我们的方法创建的实现函数与 TI 的距离最小。接下来,我们应用物理描述符来检验我们的方法。在石油工程中,孔径分布对储层渗透率和运移能力有重要影响。在这项工作中,我们采用最大球算法将微观结构分为两类:孔隙和喉管。孔隙主要储存流体,而孔喉则连接两个孔隙体。图 19 显示了孔隙体积直方图。
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引用次数: 0
Study on the Impact of Flow Dynamic Allocation Mechanism on the Balanced Propagation of Multicluster Fractures in Horizontal Wells 流动动态分配机制对水平井多簇裂缝均衡扩展的影响研究
IF 2.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-12-22 DOI: 10.2113/2023/lithosphere_2023_167
Qi Chen, Hao Huang, Xiangwei Kong, Bing Liu, Fubin Xin
The implementation of the multicluster fracturing technique in horizontal wells is crucial to the economic development of shale gas reservoirs. The stress shadow area generated by them suppresses the effective expansion of fractures, leading to lower construction quality. Numerous well logging and production data indicate that dynamic flow allocation is also an important mechanism restricting oil and gas production. To reveal the mechanism of multifracture synchronous competitive expansion, a multifracture expansion finite element model considering fluid-solid coupling in porous media was established. A wellbore model was built to characterize the fluid pressure drop, incorporating pipe flow and fluid connection elements to emulate fluid flow within the wellbore, and the influence of various factors on the balanced expansion of fractures was investigated. The results show that high porosity, uniform perforation, and high elastic modulus of sweet spots are favorable for the balanced expansion of multiple fractures when using high-volume and low-viscosity fracturing fluids. When the spacing is small and the porosity is low with nonuniform perforation, the threshold generated by perforation friction will dominate the balanced fluid injection and expansion of each fracture. The horizontal well fracturing plan in a certain area of southwest China was optimized using this model. After optimization, when the spacing is less than 15 m, the total number of perforations is 32, and the average injection rate per cluster will be increased by 0.125 m3/min, with a coefficient of variation of 3.9% among clusters. When the perforations are nonuniformly distributed, the average injection rate per cluster will be increased by 0.101 m3/min, the fluid inflow difference coefficient of each cluster is 4.1%, and multiclusters will have a uniformly developed fracture network. This study has certain guiding significance and reference value for the balanced expansion of multifractures in horizontal wells.
在水平井中实施多簇压裂技术对页岩气藏的经济开发至关重要。其产生的应力阴影区抑制了裂缝的有效扩张,导致施工质量下降。大量测井和生产数据表明,动态流量分配也是制约油气生产的重要机制。为了揭示多裂缝同步竞争扩张的机理,建立了考虑多孔介质中流固耦合的多裂缝扩张有限元模型。建立了一个井筒模型来描述流体压降,并结合管道流动和流体连接元素来模拟井筒内的流体流动,研究了各种因素对裂缝平衡扩张的影响。结果表明,当使用高容量、低粘度压裂液时,高孔隙度、均匀射孔和甜点的高弹性模量有利于多条裂缝的平衡扩张。当射孔间距较小、孔隙度较低且射孔不均匀时,射孔摩擦产生的阈值将主导每条裂缝的均衡注液和扩张。利用该模型对中国西南某地区的水平井压裂方案进行了优化。优化后,当射孔间距小于 15 m 时,射孔总数为 32 个,每簇平均注入率提高 0.125 m3/min,簇间变异系数为 3.9%。当射孔分布不均匀时,每簇平均注入率将增加 0.101 m3/min,各簇流体流入量差异系数为 4.1%,多簇将形成均匀发育的断裂网。该研究对水平井多裂缝均衡扩张具有一定的指导意义和参考价值。
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引用次数: 0
Petrogenesis and Tectonic Implications of the Qulihai Pluton in the Northern Margin of the Yili Block, NW China 中国西北部伊犁块体北缘曲里海岩浆岩的成岩作用和构造影响
IF 2.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-12-22 DOI: 10.2113/2023/lithosphere_2023_206
Ming Cao, Meng Wang, Youxin Chen, Xianzhi Pei, Zuochen Li, Jinjiang Zhang, Bo Zhang, Zhian Bao, Da Xu
Despite extensive research work that has been done, whether the northern margin of the Yili Block (YB) is still an active continental margin during the early Carboniferous period is still in debate. Herein, we conducted zircon U–Pb geochronology, geochemistry, and zircon Lu–Hf isotope studies on the Qulihai pluton in the northern margin of the YB to constrain the petrogenesis and dynamic process. The Qulihai pluton is a granitoid complex that is composed of quartz diorite, quartz monzonite, and syenogranite. The zircon U–Pb dating results revealed that the pluton was formed and emplaced between 346 and 342 Ma. The three different Qulihai pluton rock types had comparable εHf(t) values, ranging from +3 to +8. The corresponding two-stage model ages of 817–1182 Ma indicated their potential derivation from the Meso-Neoproterozoic juvenile crust. The Qulihai pluton typically features medium-to-high SiO2, K2O, and Al2O3 contents and low MgO and Fe2O3T contents. The quartz diorite and quartz monzonite samples had Mg# values of 43–47, indicating the input of mantle-derived melts in the source area. In contrast, the source region of syenogranite was purely crustal material. The Qulihai pluton is mainly characterized as strong metaluminous moderate-to-high-K cal-alkaline rocks of the I-type granite series, which are enriched in large-ion lithophile elements and depleted in high field strength elements while exhibiting active continental margin island arc magmatism. Our findings, combined with the comprehensive analysis of previous studies, suggest that the Qulihai pluton formation resulted from the subduction of the North Tianshan oceanic crust beneath the YB during the early Carboniferous period, contemporary with the tectonic regime transition from subduction advance to subduction retreat.
尽管已经开展了大量的研究工作,但伊犁块体(YB)北缘是否仍是石炭纪早期的活动大陆边缘仍存在争议。在此,我们对伊犁块体北缘的曲里海岩体进行了锆石U-Pb地质年代、地球化学和锆石Lu-Hf同位素研究,以制约其岩石成因和动力过程。曲里海岩体是一个花岗岩复合体,由石英闪长岩、石英单长岩和正长岩组成。锆石U-Pb年代测定结果表明,该岩体形成和喷出的时间介于346至342Ma之间。三种不同的瞿里海岩浆岩的εHf(t)值在+3至+8之间,具有可比性。相应的两阶段模型年龄为817-1182Ma,表明它们可能来自中新生代幼壳。瞿里海岩浆岩的典型特征是 SiO2、K2O 和 Al2O3 含量中高,而 MgO 和 Fe2O3T 含量较低。石英闪长岩和石英单斜岩样品的 Mg# 值为 43-47,表明源区有地幔源熔体输入。相比之下,正长花岗岩的源区则纯粹是地壳物质。瞿理海岩体的主要特征是I型花岗岩系列的强金属铝质中-高-K热碱岩,富含大离子亲岩元素,贫乏高场强元素,同时表现出活跃的大陆边缘岛弧岩浆活动。结合以往研究的综合分析,我们的研究结果表明:曲里海岩体的形成是石炭纪早期天山北麓大洋地壳在YB之下俯冲作用的结果,与俯冲前进向俯冲后退的构造体系转换同时发生。
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引用次数: 0
Melting of Subducted Continental Crust in the Cimmerian Collisional Orogenic Belt, NE Iran 伊朗东北部锡梅利亚碰撞造山带的俯冲大陆地壳熔融现象
IF 2.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-12-22 DOI: 10.2113/2023/lithosphere_2023_254
Zong-Yong Yang, X. Bi, Jing-Jing Zhu, Ruizhong Hu, P. Hollings, Ali Sholeh, Li-Chuan Pan, Mingliang Huang
The subduction of continental crust in orogenic belts that are not associated with high-pressure metamorphism is still poorly understood. The Late Triassic postcollisional granitic rocks of NE Iran are related to the convergence between the Central Iran terrane and the Turan terrane on the southern margin of the Eurasian continent. They intruded into the Paleo-Tethyan suture between the Central Iran and Turan terranes. Granitoids of the Torbat-e-Jam pluton were emplaced at ca. 217 Ma, and their moderately high SiO2 (>64 wt. %), low MgO contents (mostly <2 wt. %), slightly depleted Sr-Nd, and zircon Hf isotopes suggest partial melting of a juvenile crust. Granodiorites from NW and SE Mashhad were emplaced at ca. 217 and 200 Ma, and their geochemical features and enriched Sr-Nd and zircon Hf isotopes suggest melting of continental crust. Inherited zircon cores in both the NW and SE Mashhad intrusions have dominant age peaks of ca. 540 and 770 Ma, similar to the age spectrum of adjacent Paleozoic sediments derived from the Central Iran terrane, but distinct from Triassic sediments sourced from the Turan terrane. The inherited zircon cores cannot be explained by crustal contamination during magma ascent, rather the age pattern of inherited zircon cores coincides with major magmatic events in the Central Iran terrane and fingerprint their source, suggesting partial melting of the subducted Central Iran continental crust. This study suggests that the melting of subducted continental crust can occur in simple collisional belts, rather than being confined to ultrahigh-pressure metamorphic orogenic belts.
人们对造山带中与高压变质作用无关的大陆地壳俯冲现象还知之甚少。伊朗东北部的晚三叠世碰撞后花岗岩岩与欧亚大陆南缘的伊朗中部陆相和都兰陆相之间的汇聚有关。它们侵入了伊朗中部陆相和都兰陆相之间的古泰西期缝合线。Torbat-e-Jam岩体的花岗岩形成于约217Ma,其二氧化硅含量中等偏高(>64 wt.%),氧化镁含量偏低(大部分<2 wt.%),Sr-Nd和锆石Hf同位素略有贫化,表明其部分熔化于幼年地壳。马什哈德西北部和东南部的花岗闪长岩分别形成于约 217 和 200 Ma,其地球化学特征以及富集的 Sr-Nd 和锆石 Hf 同位素表明其为大陆地壳熔融。马什哈德西北部和东南部侵入体中的继承锆石岩芯的主要年龄峰值分别约为 540 和 770 Ma,与邻近来自伊朗中部陆相的古生代沉积物的年龄谱相似,但与来自都兰陆相的三叠纪沉积物不同。继承的锆石岩芯不能用岩浆上升过程中的地壳污染来解释,相反,继承的锆石岩芯的年龄模式与伊朗中部陆相的主要岩浆事件相吻合,并显示了岩浆的来源,表明伊朗中部大陆地壳在俯冲过程中发生了部分熔融。这项研究表明,俯冲大陆地壳的熔融可能发生在简单的碰撞带,而不是局限于超高压变质造山带。
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引用次数: 0
Method for Predicting Transverse Wave Velocity Using a Gated Recurrent Unit Based on Spatiotemporal Attention Mechanism 基于时空注意机制的门控循环单元横波速度预测方法
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-14 DOI: 10.2113/2023/lithosphere_2023_227
Jiaxin Huang, Gang Gao, Xiaoming Li, Yonggen Li, Zhixian Gui
Abstract Transverse wave velocity plays an important role in seismic exploration and reservoir assessment in the oil and gas industry. Due to the lack of transverse wave velocity data from actual production activities, it is necessary to predict transverse wave velocity based on longitudinal wave velocity and other reservoir parameters. This paper proposes a fusion network based on spatiotemporal attention mechanism and gated recurrent unit (STAGRU) due to the significant correlation between the transverse wave velocity and reservoir parameters in the spatiotemporal domain. In the case of tight sandstone reservoirs in the Junggar Basin, the intersection plot technique is used to select four well logging parameters that are sensitive to transverse wave velocity: longitudinal wave velocity, density, natural gamma, and neutron porosity. The autocorrelation technique is employed to analyze the depth-related correlation of well logging curves. The relationship between the spatiotemporal characteristics of these well logging data and the network attention weights is also examined to validate the rationale behind incorporating the spatiotemporal attention mechanism. Finally, the actual measurement data from multiple wells are utilized to analyze the performance of the training set and test set separately. The results indicate that the predictive accuracy and generalization ability of the proposed STAGRU method are superior to the single-parameter fitting method, multiparameter fitting method, Xu-White model method, GRU network, and 2DCNN-GRU hybrid network. This demonstrates the feasibility of the transverse wave velocity prediction method based on the spatiotemporal attention mechanism in the study of rock physics modeling for tight sandstone reservoirs.
横波速度在油气工业的地震勘探和储层评价中起着重要的作用。由于缺乏实际生产活动的横波速度数据,有必要根据纵波速度等储层参数进行横波速度预测。针对横波速度与储层参数在时空域具有显著相关性的特点,提出了一种基于时空注意机制和门控循环单元(STAGRU)的融合网络。以准噶尔盆地致密砂岩储层为例,采用交会图技术选取了对横波速度敏感的4个测井参数:纵波速度、密度、自然伽马和中子孔隙度。利用自相关技术分析了测井曲线的深度相关性。研究了这些测井数据的时空特征与网络注意权值之间的关系,以验证纳入时空注意机制的基本原理。最后,利用多口井的实测数据,分别对训练集和测试集的性能进行分析。结果表明,该方法的预测精度和泛化能力均优于单参数拟合方法、多参数拟合方法、Xu-White模型方法、GRU网络和2DCNN-GRU混合网络。这证明了基于时空注意机制的横波速度预测方法在致密砂岩储层岩石物理建模研究中的可行性。
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引用次数: 0
A Long-Lived Accretionary Process during the Amalgamation of the North China Craton: Insights from Neoarchean–Paleoproterozoic Polyphase Magmatism in the Lüliang Complex 华北克拉通合并过程中的长周期增生过程:新太古代-古元古代多相岩浆作用的启示
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-14 DOI: 10.2113/2023/lithosphere_2023_229
Xinyuan Yu, Jian Zhang, Jin Liu, Changqing Yin, Ying Chen, Minjie Guo, Jiahui Qian, Peng Gao, Changquan Cheng
Abstract There has been a long debate regarding the timing of the final amalgamation of the North China Craton, which is considered to have occurred either during the Neoarchean or Paleoproterozoic era. One major point of contention is whether there existed a long-lived subduction lasting through the Neoarchean to Paleoproterozoic. The Lüliang Complex contains multiphases of magmatism and thus represents the most viable region to address this controversy. In this study, we carried geochronological and geochemical analysis on the representative granitoids. Secondary ion mass spectrometry U–Pb dating revealed four distinct granitoid groups emplaced at 2531 ± 4, 2189–2173, 2027 ± 25, and 1852 ± 41 Ma, respectively. Notably, the 2531 Ma granitic gneiss was identified for the first time in this region. Based on the geochemical characteristics, the granitoids can be divided into two types. The 2531 and 2027 Ma groups display I-type features, while the 2189–2173 and 1852 Ma groups exhibit A-type geochemical affinities. Both I-type groups exhibit enrichment in Rb, depletion in Nb, Ta, and Ti, moderate fractionated REE patterns, substantial negative Eu anomalies, low Sr/Y ratios, and positive εHf(t) (+3.51 to +5.53 and +5.59 to +7.32, respectively), indicating that they were generated from partial melting of the juvenile mafic crust. In contrast, the 2189–2173 Ma granitoids belong to A2-type and were most likely generated by the partial melting of felsic rocks in the back-arc region, while the 1852 Ma granitoids belong to A1-type and were most possibly the result of partial melting of mafic-intermediate rocks during the post-collisional stage. Based on the records of A-type granitic magmatism and the ~1950 Ma peak metamorphism throughout the Trans-North China Orogen, we propose that a long-lived subduction process (2531–1950 Ma) can mostly explain the existing geological phenomena. It is likely that the subduction between the Eastern and Western Blocks should have commenced at ~2531 Ma, followed by a long-lived subduction. The two blocks ultimately collided with each other to form the North China Craton at ~1950 Ma, which triggered post-collisional exhumation and partial melting at ~1852 Ma.
华北克拉通最终合并的时间一直争论不休,人们认为华北克拉通最终合并发生在新太古代或古元古代。一个主要的争论点是是否存在从新太古代到古元古代的长期俯冲作用。梁杂岩包含多期岩浆活动,因此是解决这一争议最可行的区域。本文对具有代表性的花岗岩类进行了年代学和地球化学分析。二次离子质谱U-Pb测年显示,在2531±4 Ma、2189-2173 Ma、2027±25 Ma和1852±41 Ma的位置发现了4个不同的花岗岩群。值得注意的是,该区首次发现2531 Ma花岗质片麻岩。根据地球化学特征,花岗岩类可分为两类。2531和2027 Ma群表现为i型特征,2189 ~ 2173和1852 Ma群表现为a型地球化学亲和。这两个i型组Rb富集,Nb、Ta、Ti亏缺,REE分选模式适中,Eu负异常明显,Sr/Y比值较低,εHf(t)正(分别为+3.51 ~ +5.53和+5.59 ~ +7.32),表明它们是由幼年基性地壳部分熔融形成的。2189 ~ 2173 Ma花岗岩类为a2型,极有可能是弧后地区长英质岩石部分熔融作用的产物;1852 Ma花岗岩类为a1型,极有可能是碰撞后阶段镁质-中间岩部分熔融作用的产物。根据横贯华北造山带的a型花岗质岩浆活动记录和~1950 Ma的峰值变质作用,认为2531-1950 Ma的长周期俯冲作用可以解释现有的地质现象。东、西地块之间的俯冲可能开始于~2531 Ma,随后是一个长期的俯冲。两块板块最终在~1950 Ma碰撞形成华北克拉通,并在~1852 Ma引发了碰撞后的挖掘和部分熔融。
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引用次数: 0
A Method for Evaluating Reservoir Permeability Based on Machine Learning Flow Unit Index 基于机器学习流单元指数的储层渗透率评价方法
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-14 DOI: 10.2113/2022/5505516
Xincai Cheng, Bin Zhao, Chuqiao Gao, Ying Gao
Abstract The H formation of the Y gas field in the X depression belongs to a low-permeability tight sandstone reservoir affected by sedimentation, diagenesis, and cementation. The lithology and pore structure of the target layer are complex, with strong physical heterogeneity and complex pore-permeability relationships. Conventional core pore permeability regression and nuclear magnetic resonance software-defined radio methods do not satisfy the requirements for precise evaluation in terms of permeability calculation accuracy. Based on the principle of the flow zone index (FZI) method, this study analyzed the influence of pore structure on permeability and extracted three pore structure characterization parameters, namely, the maximum pore throat radius (Rmax), displacement pressure (Pd), and average throat radius (R), from the mercury injection capillary pressure curve. The relationship between the FZI and pore structure is clarified. Therefore, the FZI in this area can characterize the permeability differences within different flow units. Based on the flow unit theory, a refined evaluation model for three types of reservoirs was established in the study area. By analyzing the response characteristics and correlation of conventional logging curves using machine learning, three optimization combination curves were selected, and a multiparameter fitting equation for the FZI was established, which was applied to predict the permeability of new wells. The results showed that the calculated permeability was highly consistent with the core analysis results, thereby providing a theoretical basis for the precise evaluation of low-permeability tight reservoirs.
X坳陷Y气田H组属于受沉积、成岩、胶结作用影响的低渗透致密砂岩储层。目标层岩性、孔隙结构复杂,具有较强的物理非均质性和复杂的孔渗关系。传统的岩心孔隙渗透率回归和核磁共振软件定义射电方法在渗透率计算精度上不能满足精确评价的要求。本研究基于流动区指数法(FZI)原理,分析了孔隙结构对渗透率的影响,并从压汞毛细管压力曲线中提取了最大孔喉半径(Rmax)、驱油压力(Pd)和平均喉半径(R)三个孔隙结构表征参数。澄清了FZI与孔隙结构的关系。因此,该区域的FZI可以表征不同流动单元内渗透率的差异。基于流动单元理论,建立了研究区三种类型储层的精细化评价模型。利用机器学习技术对常规测井曲线的响应特征和相关性进行分析,选择了3条优化组合曲线,建立了FZI的多参数拟合方程,并将其应用于新井渗透率预测。结果表明,计算渗透率与岩心分析结果高度吻合,为低渗透致密储层的精确评价提供了理论依据。
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引用次数: 0
3D Plotting of Gold Solubility and Gold Fineness: Quantitative Analysis of Ore-Forming Conditions in Hydrothermal Gold Deposits 金溶解度和金细度三维标绘——热液金矿成矿条件定量分析
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-08 DOI: 10.2113/2023/lithosphere_2023_208
Yi Liang, Hangfei Ge, Qiuming Pei, Haonan Huang, Kenichi Hoshino
Abstract The 3D plotting of gold solubility and gold fineness aims to illustrate how to quantify their correlations with ore-forming conditions in hydrothermal gold deposits. The thermodynamic calculation of the Au-Ag solid solutions in Mathematica and the 3D plotting in MATLAB are used to build isopleths of gold solubility and gold fineness at different temperatures (200℃, 400℃), pressures (0.1, 5 kbar), salinities (1, 40 wt% NaCl eq.), and sulfur concentrations (0.01, 0.5 mol/kg). The plot indicates that the ore-forming conditions have different correlations with gold solubility and gold fineness. Average rates of change for the correlations are quantified, showing distinct values in the four pH-logfO2 fields of (I) HSO4−, (II) SO42−, (III) H2S, and (IV) HS−, where dominant gold and silver complexes have different dependencies on the conditions. The quantification of the plots illustrates that a decrease in gold solubility by one order of magnitude is possibly caused by a decrease in temperature of ≥40℃, the salinity of ≥9.6 wt% NaCl eq. or sulfur concentration of ≥0.14 mol/kg, or an increase in pressure of ≥3 kbar, while a decrease in gold fineness by 100 units is possibly caused by a decrease in temperature of ≥14 ℃, pressure of ≥1.4 kbar, or salinity of ≥4 wt% NaCl eq., or an increase in sulfur concentration of ≥0.07 mol/kg. Quantification results suggest that a sharp decrease in temperature may result in large-scale gold mineralization and a great variation in gold fineness. In addition, the quantification reveals that the correlation between gold solubility and gold fineness can be expressed by a function, providing a rapid method for 3D plotting.
摘要热液金矿床中金溶解度和金细度的三维标绘旨在说明如何量化它们与成矿条件的相关性。利用Mathematica软件对Au-Ag固溶体进行热力学计算,并用MATLAB软件进行三维绘图,建立了不同温度(200℃、400℃)、压力(0.1、5 kbar)、盐度(1.40 wt% NaCl eq.)和硫浓度(0.01、0.5 mol/kg)下的金溶解度和金细度等层。该图显示成矿条件与金溶解度、金细度有不同的相关性。相关性的平均变化率被量化,在(I) HSO4−,(II) SO42−,(III) H2S和(IV) HS−的四个pH-logfO2场中显示出不同的值,其中主要的金和银配合物对条件有不同的依赖性。情节的量化说明黄金溶解度下降一个数量级可能是由于温度下降≥40℃、≥9.6 wt %的盐度氯化钠eq.或硫浓度≥0.14摩尔/公斤,或≥3千巴压力的增加,同时减少黄金细度在100年单位可能是由于温度下降≥14℃,压力≥1.4千巴,或盐度≥4 wt %氯化钠eq。,或增加硫浓度≥0.07摩尔/公斤。定量结果表明,温度的急剧下降可能导致大规模的金矿化和金细度的巨大变化。此外,定量分析表明,金溶解度与金细度之间的相关性可以用函数表示,为三维绘图提供了一种快速的方法。
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引用次数: 0
Estimation of Fracture Size and Probability Density Function by Setting Scanlines in Rectangular Sampling Window 矩形采样窗口中设置扫描线的断口尺寸和概率密度函数估计
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-08 DOI: 10.2113/2023/4448590
Feifan Gu, Jianping Chen, Qi Zhang, Chun Tan, Yansong Zhang, Qing Wang
Abstract Rock masses are very important materials in geotechnical engineering. In engineering rock mass, fracture is the relatively weak part of mechanical strength in rock mass and is the most important factor controlling the deformation, damage, and permeability of rock mass. Therefore, investigating fractures is very important for characterizing rock mass. This paper proposed a new approach by using uniformly equidistant orthogonal scanlines. Within the study context, the solution formula of fracture size is derived by establishing the space intersection model of arbitrary fracture and scanline, rectangular window, and a rectangular box with a rectangular window. Then, fractures were randomly generated in a certain size cube and compared with the traditional Kulatilake trace length integral evaluation method. The study results have shown that the proposed method is more reasonable and accurate. Then, this method was applied to an adit of Songta Hydropower Station. Finally, a new fracture diameter probability density estimation method was proposed, the fracture diameter of the normal distribution was verified, and the parameters of the probability density function obtained by the scanlines method were in agreement with the initial set parameters. In summary, the proposed scanlines method can well estimate the mean value of the fracture diameter and the probability density function of the fracture size.
岩体是岩土工程中非常重要的材料。在工程岩体中,裂隙是岩体力学强度中相对较弱的部分,是控制岩体变形、破坏和渗透性的最重要因素。因此,对裂隙的研究对岩体的表征具有十分重要的意义。本文提出了一种采用均匀等距正交扫描线的新方法。在本研究中,通过建立任意裂缝与扫描线、矩形窗口、矩形框带矩形窗口的空间相交模型,推导出裂缝尺寸的求解公式。然后在一定尺寸的立方体中随机生成裂缝,并与传统的Kulatilake道长度积分评价方法进行比较。研究结果表明,该方法更加合理、准确。并将该方法应用于松塔水电站某坑道。最后,提出了一种新的裂缝直径概率密度估计方法,验证了裂缝直径呈正态分布,扫描线法得到的概率密度函数参数与初始设定参数一致。综上所述,所提出的扫描线方法可以很好地估计出断裂直径的平均值和断裂尺寸的概率密度函数。
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引用次数: 0
Mantle Metasomatism and REE Enrichment in the Genetic Source of the Dalucao Carbonatite Complex (Sichuan, China): Insights from Elemental Geochemistry and In-Situ Sr Isotopes of Two Calcite Types 四川大路桥碳酸盐岩杂岩成因中的地幔交代作用与稀土富集——来自两种方解石类型元素地球化学和原位Sr同位素的启示
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-08 DOI: 10.2113/2023/lithosphere_2023_122
Xiaochao Shu, Fanwei Meng, Rui Tao, Kun Wang
Abstract Carbonatites possess the highest rare earth element (REE) concentrations among all magmatic rocks, yet the mechanisms governing the enrichment of REEs in carbonatites remain enigmatic. Carbonatite-hosted calcites provide crucial mineralogical and geochemical insights into addressing this matter. In this study, we present a dataset comprising major and trace elemental geochemistry, as well as in-situ Sr isotopic data, for two types of calcites from the Dalucao carbonatite complex in Sichuan Province, China. Our primary objective is to shed light on the origin of fertile carbonatites. These calcites are believed to have originated at different stages of carbonatitic evolution. Type I calcites, characterized by a euhedral granular texture and a homogeneous surface, crystallized at the early stage of carbonatite magmatism. In contrast, type II calcites, closely associated with bastnäsite in a paragenesis, formed within a fluid setting of hydrothermal overprinting. Both calcite types exhibit highly radiogenic (87Sr/86Sr)i ratios, ranging from 0.7059 to 0.7060 for type I calcites and 0.7059 to 0.7068 for type II calcites. The high Sr concentrations (3646–7315 µg/g for type I calcites and 6566–13,427 µg/g for type II calcites) and uniform Pb isotopic compositions (206Pb/204Pb ratios of 18.23–18.27) in the Dalucao calcites refute the hypothesis of crustal assimilation as their genetic source. Instead, the radiogenic Sr isotopic compositions suggest that subducted marine sediments have contaminated the lithospheric mantle that generated the carbonatitic magma. Mineralogical evidence indicating the presence of abundant silicate minerals in the Dalucao carbonatites, combined with a compilation of published C-O isotopic data, suggests that these carbonatites may have resulted from low-degree partial melting (melting proportion &lt;1%) of a metasomatized lithospheric mantle. Finally, we propose a comprehensive model for REE enrichment in the Dalucao carbonatite complex and explore the significance of tectonism in the genesis of fertile carbonatites.
在所有岩浆岩中,碳酸盐岩具有最高的稀土元素(REE)含量,但碳酸盐岩富集稀土元素的机制仍然是一个谜。碳酸盐岩方解石为解决这一问题提供了重要的矿物学和地球化学见解。本文研究了四川大路桥碳酸盐岩杂岩中两种方解石的主微量元素地球化学数据和原位Sr同位素数据。我们的主要目标是阐明肥沃碳酸盐的起源。这些方解石被认为起源于不同的碳酸盐演化阶段。ⅰ型方解石在碳酸盐岩岩浆作用早期结晶,具有自面体粒状结构,表面均质。II型方解石形成于热液叠印流体环境中,与共生共生中的bastnäsite密切相关。两种方解石类型均表现出高放射性成因(87Sr/86Sr)i比值,ⅰ型方解石为0.7059 ~ 0.7060,ⅱ型方解石为0.7059 ~ 0.7068。大陆沟方解石的高锶(I型方解石为3646 ~ 7315µg/g, II型方解石为6566 ~ 13427µg/g)和均匀的Pb同位素组成(206Pb/204Pb比值为18.23 ~ 18.27)驳斥了地壳同化成因假说。相反,放射性成因的Sr同位素组成表明,俯冲的海相沉积物污染了产生碳酸岩浆的岩石圈地幔。矿物学证据表明,大路桥碳酸盐岩中存在丰富的硅酸盐矿物,结合已发表的C-O同位素数据汇编表明,这些碳酸盐岩可能是由交代岩石圈地幔的低程度部分熔融(熔融比例<1%)造成的。最后,提出了大鹿漕碳酸盐岩杂岩稀土富集的综合模式,并探讨了构造作用在肥沃碳酸盐岩成因中的意义。
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引用次数: 0
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Lithosphere
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