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Characterization and differences of acoustic signals response of semi-circular red sandstone under combined monotonous and cyclic loadings 半圆形红砂岩在单调和循环组合载荷下的声学信号响应特征和差异
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-28 DOI: 10.1007/s40948-024-00838-x
Quanle Zou, Chunmei Chen, Zihan Chen, Kang Peng, Hong Lv, Jinfei Zhan

After underground coal mining, rocks are often subjected to tensile damage by the interaction of dynamic and static loadings. The process of rock fracture development under dynamic and static loadings will be released in the form of acoustic energy to form an acoustic signal. In addition, the acoustic signals in dynamic loading differ from that in static loading. Therefore, this study conducted three-point bending experiments with continuous dynamic loading and dynamic–static coupling loading on semi-circular red sandstone specimens. The acoustic signals during red sandstone specimens’ tensile damage were monitored in real-time. The results show that red sandstone’s tensile strength and deformation are enhanced under dynamic–static coupling loading. The red sandstone has a more effective acoustic emission hit rate, energy rate, and r during tensile damage under continuous dynamic loading. In dynamic loading, macroscopic fractures are developed in red sandstone, which has few acoustic emission events but releases strong acoustic signals. In static loading, the pores inside the red sandstone are compacted, the rock particles are rearranged, and the tiny fractures are closed, and its acoustic emission events are many but low in energy. In addition, the rock particles in the front area of the static loading fracture are tightly cemented, which increases the difficulty of separating the rock particles in the front area of the fracture under dynamic loading. Then weakening the red sandstone fracture development process and suppressing its acoustic signals. The research results provide more insight into the differences in tensile damage processes in red sandstone under the interaction of dynamic and static loadings.

地下煤矿开采后,岩石往往会在动荷载和静荷载的相互作用下受到拉伸破坏。在动载和静载作用下,岩石断裂的发展过程会以声能的形式释放出来,形成声学信号。此外,动荷载下的声学信号与静荷载下的声学信号有所不同。因此,本研究对半圆形红砂岩试样进行了连续动态加载和动静耦合加载的三点弯曲实验。对红砂岩试样拉伸破坏过程中的声学信号进行了实时监测。结果表明,在动静耦合加载下,红砂岩的抗拉强度和变形都得到了增强。在连续动态加载下,红砂岩在拉伸破坏过程中的声发射命中率、能量率和 r 值都更高。在动态加载时,红砂岩中会出现宏观裂缝,其声发射事件较少,但会释放出强烈的声信号。在静态加载时,红砂岩内部的孔隙被压实,岩石颗粒重新排列,微小裂缝被封闭,其声波发射事件多但能量低。此外,静态加载断裂前端区域的岩石颗粒胶结紧密,增加了动态加载下断裂前端区域岩石颗粒分离的难度。进而削弱了红砂岩断裂发育过程,抑制了其声学信号。该研究成果为了解红砂岩在动荷载和静荷载相互作用下拉伸破坏过程的差异提供了更多启示。
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引用次数: 0
Experimental and simulation studies on damage characteristics, crack development patterns, and strength reduction mechanisms of sandstone under laser irradiation 激光照射下砂岩的损伤特征、裂纹发展模式和强度降低机制的实验和模拟研究
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-28 DOI: 10.1007/s40948-024-00866-7
Junjun Liu, Chuo Zhang, Lei Yang, Xuemin Zhou, Jing Xie, Bengao Yang, Zhiqiang He, Mingzhong Gao

In order to explore the damage characteristics and crack development laws of hard rock under laser irradiation, laser irradiation experiments on sandstone were conducted considering the interaction of three laser parameters: spot diameter, laser power, and irradiation time. Subsequently, uniaxial compression experiments were conducted on sandstone samples before and after laser irradiation. In addition, based on the maximum principal stress intensity criterion and finite element software, laser induced fracturing sandstone simulation experiments were conducted. Research has found that: Laser irradiation significantly reduces the uniaxial compressive strength of sandstone, with a maximum reduction of about 88.9%, and is also accompanied by a significant decrease in elastic modulus. The degree of sandstone damage escalates with increasing laser power and irradiation time, alongside a reduction in spot diameter. Strong correlations were observed between the strength reduction rate and crack metrics like opening, area, and depth, enabling the establishment of a high-precision regression model. Cracks originate internally within sandstone, initially extending diagonally upwards toward the specimen’s surface before propagating outward. These findings elucidate the mechanisms behind sandstone’s strength reduction and crack propagation under laser irradiation, providing some insights for the practical application of laser rock breaking technology in engineering.

为了探索激光辐照下硬质岩石的损伤特征和裂纹发展规律,考虑到光斑直径、激光功率和辐照时间三个激光参数的相互作用,对砂岩进行了激光辐照实验。随后,对激光辐照前后的砂岩样品进行了单轴压缩实验。此外,基于最大主应力强度准则和有限元软件,还进行了激光诱导砂岩破裂模拟实验。研究发现激光辐照会明显降低砂岩的单轴抗压强度,最大降低幅度约为 88.9%,同时弹性模量也会明显降低。随着激光功率和辐照时间的增加以及光斑直径的减小,砂岩的损坏程度也在增加。强度降低率与裂缝开度、面积和深度等指标之间存在很强的相关性,因此可以建立一个高精度的回归模型。裂缝起源于砂岩内部,最初斜向上延伸至试样表面,然后向外扩展。这些发现阐明了激光照射下砂岩强度降低和裂缝扩展的机理,为激光破岩技术在工程中的实际应用提供了一些启示。
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引用次数: 0
Rock dynamic strength prediction in cold regions using optimized hybrid algorithmic models 利用优化混合算法模型预测寒冷地区岩石动态强度
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-28 DOI: 10.1007/s40948-024-00857-8
You Lv, Yanjun Shen, Anlin Zhang, Li Ren, Jing Xie, Zetian Zhang, Zhilong Zhang, Lu An, Junlong Sun, Zhiwei Yan, Ou Mi

Predicting the dynamic mechanical characteristics of rocks during freeze–thaw cycles (FTC) is crucial for comprehending the damage process of FTC and averting disasters in rock engineering in cold climates. Nevertheless, the conventional mathematical regression approach has constraints in accurately forecasting the dynamic compressive strength (DCS) of rocks under these circumstances. Hence, this study presents an optimized approach by merging the Coati Optimization Algorithm (COA) with Random Forest (RF) to offer a reliable solution for nondestructive prediction of DCS of rocks in cold locations. Initially, a database of the DCS of rocks after a series of FTC was constructed, and these data were obtained by performing the Split Hopkinson Pressure Bar Test on rocks after FTC. The main influencing factors of the test can be summarized into 10, and PCA was employed to decrease the number of dimensions in the dataset, and the microtests were used to explain the mechanism of the main influencing factors. Additionally, the Backpropagation Neural Network and RF are used to construct the prediction model of DCS of rock, and six optimization techniques were employed for optimizing the hyperparameters of the model. Ultimately, the 12 hybrid prediction models underwent a thorough and unbiased evaluation utilizing a range of evaluation indicators. The outcomes of the research concluded that the COA-RF model is most recommended for application in engineering practice, and it achieved the highest score of 10 in the combined score of the training and testing phases, with the lowest RMSE (4.570,8.769), the lowest MAE (3.155,5.653), the lowest MAPE (0.028,0.050), the highest R2 (0.983,0.94).

预测岩石在冻融循环(FTC)过程中的动态力学特性,对于理解冻融循环的破坏过程和避免寒冷气候条件下岩石工程中的灾害至关重要。然而,传统的数学回归方法在准确预测这种情况下岩石的动态抗压强度(DCS)方面存在局限性。因此,本研究提出了一种优化方法,将科蒂优化算法(COA)与随机森林(RF)相结合,为寒冷地区岩石动态抗压强度的无损预测提供可靠的解决方案。最初,我们建立了一系列 FTC 后岩石 DCS 数据库,这些数据是通过对 FTC 后的岩石进行分裂霍普金森压杆试验获得的。试验的主要影响因素可归纳为 10 个,采用 PCA 方法减少了数据集的维数,并利用微试验解释了主要影响因素的机理。此外,利用反向传播神经网络和射频技术构建岩石 DCS 预测模型,并采用六种优化技术对模型的超参数进行优化。最后,利用一系列评价指标对 12 个混合预测模型进行了全面、无偏见的评价。研究结果表明,COA-RF 模型最值得推荐在工程实践中应用,它在训练和测试阶段的综合得分中获得了最高的 10 分,RMSE 最低(4.570,8.769),MAE 最低(3.155,5.653),MAPE 最低(0.028,0.050),R2 最高(0.983,0.94)。
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引用次数: 0
Creep deformation characteristics and control technology in deep mine soft rock roadway 深矿软岩巷道蠕变变形特征及控制技术
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-24 DOI: 10.1007/s40948-024-00849-8
Lianghuan Yan, Jucai Chang, Wenbao Shi, Tuo Wang, Longquan Qiao, Yijun Guo, Hongda Wang

In order to control the strong ageing creep and large deformation of deep soft rock roadway effectively, with the 61–71 track on the uphill of the mining area in Suzhou, Anhui as the research background, the triaxial creep test of mudstone was conducted using the TYJ-1500 M rock mechanics testing system. The creep deformation and failure characteristics of mudstone were analyzed. Additionally, the creep deformation characteristics of deep soft rock roadways were obtained through FLAC3D numerical simulation experiment, and the control techniques for deep soft rock roadway was proposed. The results showed that the axial strain and lateral strain of the specimen were mainly instantaneous strain and creep strain under triaxial stress conditions, and the both confining pressure and the axial pressure have a significant impact on the deformation and creep failure strength of the specimen. Under the condition of high ground stress and complex geological structure, the high stress concentration of roadway roof and floor and two bottom angles is the main cause of creep failure of soft rock roadway, and the large degree of surrounding rock fragmentation and unreasonable support mode reduce the bearing capacity of surrounding rock and aggravate the creep failure of roadway. The 'anchor net cable shotcrete + floor and two corners in floor bolt-grouting + deep and shallow hole grouting + secondary reinforcement support' combined support method was proposed and industrially tested, with average deformation of the roof, floor, and two sidewalls being 111.9 and 62.5 mm, respectively, representing 13.2 and 10.3% of the deformation under the original support scheme.

为有效控制深厚软岩巷道的强老化蠕变和大变形,以安徽宿州矿区上山61-71轨道为研究背景,利用TYJ-1500 M岩石力学测试系统对泥岩进行了三轴蠕变试验。分析了泥岩的蠕变变形和破坏特征。此外,还通过 FLAC3D 数值模拟实验获得了深部软岩巷道的蠕变变形特征,并提出了深部软岩巷道的控制技术。结果表明,在三轴应力条件下,试件的轴向应变和侧向应变主要为瞬时应变和蠕变应变,约束压力和轴向压力对试件的变形和蠕变破坏强度有显著影响。在高地应力和复杂地质构造条件下,巷道顶底板和两底角的高应力集中是软岩巷道蠕变破坏的主要原因,围岩破碎程度大、支护方式不合理降低了围岩的承载力,加剧了巷道的蠕变破坏。提出了 "锚杆网索喷射混凝土+底板及底板两角螺栓注浆+深浅孔注浆+二次加固支护 "的组合支护方式,并进行了工业试验,顶板、底板、两侧墙的平均变形量分别为111.9毫米和62.5毫米,分别是原支护方案下变形量的13.2%和10.3%。
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引用次数: 0
A B-spline material point method for deformation failure mechanism of soft–hard interbedded rock 软硬夹层岩变形破坏机理的 B-样条曲线材料点法
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-23 DOI: 10.1007/s40948-024-00865-8
Zonghuan Peng, Jianlong Sheng, Zuyang Ye, Qianfeng Yuan, Xincheng Fan

Geological hazards related to soft–hard interbedded rock are frequent in rock engineering. The material point method (MPM) is a mesh-free numerical approach specifically designed for analyzing large deformations. Notably, significant grid-crossing errors frequently arise when material points traverse the underlying grid. To investigate the failure mechanism of soft–hard interbedded rock, an enhanced MPM incorporating B-spline basis functions and Voronoi polygon discretization is developed and subsequently validated through comparisons with uniaxial compression test data and other numerical methods. The numerical results of soft–hard interbedded rock specimens associated with different soft layer dips (SLD) and confining pressures indicate that the SLD has a great effect on compressive strength and crack extension at low confining pressure. Rocks from SLD-30° to SLD-75° correspond to the “sliding failure along discontinuities” failure mode and have lower compressive strength than rocks with other SLD angles. It is also demonstrated that the propagation of cracks leads to a significant alteration in the internal stress state of the rock, and that stress concentrations at the crack tip exacerbate the development of failure surface. Furthermore, the failure mode of soft–hard interbedded rock can be categorized into four types: (1) sliding failure across multiple discontinuities, (2) tensile fracture across multiple discontinuities, (3) sliding failure along discontinuities, (4) tensile-split along discontinuities.

在岩石工程中,与软硬夹层岩石有关的地质灾害屡见不鲜。材料点法(MPM)是一种无网格数值方法,专门用于分析大变形。值得注意的是,当材料点穿越底层网格时,经常会出现明显的网格交叉误差。为了研究软硬夹层岩石的破坏机制,我们开发了一种包含 B-样条曲线基函数和 Voronoi 多边形离散化的增强型 MPM,并通过与单轴压缩试验数据和其他数值方法的比较进行了验证。与不同软弱层倾角(SLD)和约束压力相关的软硬夹层岩石试样的数值结果表明,SLD 对低约束压力下的抗压强度和裂缝扩展有很大影响。SLD-30°至SLD-75°的岩石属于 "沿不连续面滑动破坏 "破坏模式,其抗压强度低于其他SLD角的岩石。研究还证明,裂缝的扩展会导致岩石内部应力状态的显著改变,裂缝尖端的应力集中会加剧破坏面的形成。此外,软硬夹层岩石的破坏模式可分为四种:(1)跨越多个不连续面的滑动破坏;(2)跨越多个不连续面的拉伸断裂;(3)沿不连续面的滑动破坏;(4)沿不连续面的拉伸劈裂。
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引用次数: 0
Time-dependent damage characteristics of shale induced by fluid–shale interaction: a lab-scale investigation 流体与页岩相互作用诱发的页岩随时间变化的破坏特征:实验室规模的研究
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-22 DOI: 10.1007/s40948-024-00859-6
Han Cao, Jie Zhang, Pinghe Sun, Qiang Gao, Ting Bao

The shale’s multi-scale mechanical behaviors were investigated to understand the time-dependent damage characteristics induced by shale–fluid interaction. The test results indicate that, as fluid–shale interaction proceeds, the mechanical strength of shale has undergone a weakened to an enhanced process as interaction proceeds, and the size distribution of fragments tends to be more uniform, leading to a positive correlation between the mechanical strength and fractal dimension. Within 2 weeks of fluid–shale interaction show a decreasing trend for the fractal dimension of fragments in post-failure and cause less than 2 mm for the dominant size of fragments. The dominant size increases to greater than 30 mm when the fluid–shale interaction is over 2 weeks. Finally, the correlation dimension associated with ring counts of acoustic emission (AE) at each loading stage is determined in terms of the G-P algorithm to predict the damage degree of shale.

研究了页岩的多尺度力学行为,以了解页岩-流体相互作用诱发的随时间变化的损伤特征。试验结果表明,随着流体-页岩相互作用的进行,页岩的力学强度经历了从减弱到增强的过程,碎片的尺寸分布趋于均匀,力学强度与分形维数之间呈正相关。在流体与页岩相互作用的 2 周内,坍塌后碎片的断裂尺寸呈下降趋势,碎片的主要尺寸小于 2 毫米。当流体与页岩相互作用超过 2 周时,主要尺寸会增加到大于 30 毫米。最后,根据 G-P 算法确定了每个加载阶段声发射(AE)环计数的相关维度,以预测页岩的破坏程度。
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引用次数: 0
An accurate identification and spatial characterization method for the development degree of preferential flow paths in water-flooded reservoir 水淹水库优先流道发育程度的精确识别和空间表征方法
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-19 DOI: 10.1007/s40948-024-00817-2
Hongtao Fu, Kaoping Song, Zilin Ma, Yu Zhao, Lihao Liang, Hu Guo

Water flooding is one of the most important methods for oil field development, It accounts for more then 70% of China's crude oil production. However, in the progress of water flooding, preferential flow paths often formed between oil and water wells, which seriously restricts production rate. How to effectively identify the preferential flow paths has become the key to improving the effect of water flooding. In this paper, to solve the problem of difficult identification of preferential flow paths in reservoirs, through the change of core seepage law with high pore volume water flooding experiment, parameters such as multiple of water flux, change value of permeability, and water saturation were selected for analysis. The weight coefficient for each parameter was determined by the variation coefficient method of objective weight. Subsequently, a comprehensive reservoir identification index was obtained by weighting each parameter, which was used to describe the development degree of the preferential flow paths. Finally, quantitative criteria of preferential flow paths were given. The spatial characterization of preferential flow paths was realized by post processing of the Eclipse software. The new method for identifying preferential flow paths fully considers the changes in physical properties and fluid mobility of water-flooded reservoirs. The results of the new applied to a typical water-flooded reservoir in the Bohai Bay Basin show that the preferential flow paths calculated by the new method were highly consistent with the judgment results of tracers. It can accurately and quickly identify the preferential flow paths. This study provides a scientific basis for adjusting measures of water-flooded reservoirs to further enhance oil recovery. Moreover, the new method holds broader prospects for application in the field of porous media transport.

水淹法是油田开发最重要的方法之一,占中国原油产量的 70% 以上。然而,在水淹过程中,油井与水井之间往往会形成优先流道,严重制约了产量。如何有效识别优先流道成为提高水淹效果的关键。本文针对油藏优选流道识别困难的问题,通过高孔隙度水淹实验的岩心渗流变化规律,选取水通量倍数、渗透率变化值、含水饱和度等参数进行分析。通过客观权重的变化系数法确定了各参数的权重系数。然后,通过对各参数进行加权计算,得出储层综合识别指数,用于描述优选流道的发育程度。最后,给出了优选流道的定量标准。优选流动路径的空间特征是通过 Eclipse 软件的后处理实现的。新的优先流道识别方法充分考虑了水淹水库的物理性质和流体流动性的变化。将新方法应用于渤海湾盆地典型水淹水库的结果表明,新方法计算出的优选流道与示踪剂的判断结果高度一致。可以准确、快速地确定优先流道。这项研究为调整水淹油藏措施,进一步提高石油采收率提供了科学依据。此外,新方法在多孔介质运移领域具有更广阔的应用前景。
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引用次数: 0
Investigation of the mechanical behaviour of frozen fissured sandstone addressing the role of fissure ice 研究冰冻裂隙砂岩的力学行为,探讨裂隙冰的作用
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-16 DOI: 10.1007/s40948-024-00860-z
Tao Zhao, Yunfeng Feng, Hailiang Jia, Liyun Tang, Guoyu Li

Due to the existence of ice in rock fissures and the complex ice–rock interactions, the exact role of fissure ice in altering the mechanical behaviour of frozen rock mass remains unclear. In this study a series of uniaxial compression experiments were conducted on frozen sandstone samples that bearing precut fissures of different angles at both freezing and room temperatures. The failure process of samples was recorded using a high-speed camera. Besides, a particle flow code-based simulation, addressing the role of fissure ice, was performed. The results indicate that: (1) Freezing does not alter the trend of strength variation concerning the fissure angle, but it does strengthen the samples significantly. (2) At both room and subzero temperatures, the crack initiation mode of the specimens showed a changing trend of "tensile cracking → shear cracking → tensile cracking" as the fissure angle increased. (3) The change in fissure angle leads to a change in the stress state at the fracture end, while the fissure ice, through ice–rock interaction, further alters the fracture's stress state, thereby affecting the initiation and expansion mode of the fracture. Based on the simulation results, three strengthening mechanisms of fissure ice are proposed: (I) under compression, the ice acts as a filling support; (II) the fissure ice shortens the fracture length, resulting in a reduction of the stress intensity factor at the fracture ends; (III) under tensile or shear states, the ice acts as a binder. The above strengthening effects of fissure ice act simultaneously or alternatively at different fissure angles.

由于岩石裂隙中冰的存在以及冰岩之间复杂的相互作用,裂隙冰在改变冰冻岩体机械性能方面的确切作用仍不清楚。在这项研究中,我们在冰冻和室温条件下对带有不同角度预切割裂隙的冰冻砂岩样本进行了一系列单轴压缩实验。使用高速摄像机记录了样品的破坏过程。此外,还针对裂隙冰的作用进行了基于粒子流代码的模拟。结果表明(1) 冻结不会改变裂隙角度的强度变化趋势,但会显著增强样品的强度。(2) 在室温和零下温度下,随着裂隙角的增大,试样的裂纹起始模式呈现出 "拉伸开裂→剪切开裂→拉伸开裂 "的变化趋势。(3)裂隙角的变化导致断口端应力状态的变化,而裂隙冰通过冰岩相互作用,进一步改变了断口的应力状态,从而影响断口的起裂和扩展模式。根据模拟结果,提出了裂隙冰的三种加固机制:(I)在压缩状态下,裂隙冰起填充支撑作用;(II)裂隙冰缩短了断裂长度,导致断裂端应力强度因子降低;(III)在拉伸或剪切状态下,裂隙冰起粘结作用。裂隙冰的上述强化作用在不同的裂隙角度下同时或交替出现。
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引用次数: 0
Enhancing machine learning-based seismic facies classification through attribute selection: application to 3D seismic data from the Malay and Sabah Basins, offshore Malaysia 通过属性选择加强基于机器学习的地震剖面分类:应用于马来西亚近海马来盆地和沙巴盆地的三维地震数据
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-12 DOI: 10.1007/s40948-024-00846-x
Ismailalwali Babikir, Abdul Halim Abdul Latiff, Mohamed Elsaadany, Hadyan Pratama, Muhammad Sajid, Salbiah Mad Sahad, Muhammad Anwar Ishak, Carolan Laudon

Over the past few years, the use of machine learning has gained considerable momentum in many industries, including exploration seismic. While supervised machine learning is increasingly being used in seismic data analysis, some obstacles hinder its widespread application. Seismic facies classification—a crucial aspect in this field—particularly faces challenges such as the selection of appropriate input attributes. Plethora of seismic attributes have been created over the years, and new ones are still coming out. Yet, several have been deemed redundant or geologically meaningless. In the context of machine learning, it is crucial to avoid these redundant and irrelevant attributes as they can result in overfitting, building unnecessary complex models, and prolonging computational time. The current study incorporates an attribute selection approach to seismic facies classification and evaluates the importance of several available seismic attributes. Two datasets from the AN Field and the Dangerous Grounds region offshore Malaysia were utilized. Several attribute selection techniques were evaluated, with most of them yielding perfect attribute subsets for the AN dataset. However, only the wrapper and embedded methods could produce optimal subsets for the more complex Dangerous Grounds dataset. In both datasets, distinguishing the targeted seismic facies was mainly dependent on amplitude, spectral, and gray-level co-occurrence matrix attributes. Furthermore, spectral magnitude components played a significant role in classifying the facies of the Dangerous Grounds broadband data. The study demonstrated the importance of attribute selection, established a workflow, and identified significant attributes that could enhance seismic facies classification in Malaysian basins and similar geologic settings.

在过去几年中,机器学习的应用在包括地震勘探在内的许多行业中获得了相当大的发展势头。虽然监督机器学习越来越多地应用于地震数据分析,但一些障碍阻碍了其广泛应用。地震剖面分类是这一领域的关键环节,尤其面临着选择合适输入属性等挑战。多年来,地震属性层出不穷,新的地震属性也层出不穷。然而,仍有一些属性被认为是多余的或在地质学上毫无意义的。在机器学习中,避免这些冗余和无意义的属性至关重要,因为它们会导致过度拟合,建立不必要的复杂模型,并延长计算时间。当前的研究采用了一种属性选择方法来进行地震剖面分类,并评估了几个可用地震属性的重要性。研究利用了来自 AN 油田和马来西亚近海危险地区的两个数据集。对几种属性选择技术进行了评估,其中大多数技术为 AN 数据集提供了完美的属性子集。然而,对于更为复杂的危险区域数据集,只有包装方法和嵌入方法能产生最佳子集。在这两个数据集中,区分目标地震面主要取决于振幅、频谱和灰度共现矩阵属性。此外,频谱幅值成分在对 Dangerous Grounds 宽带数据进行震面分类时发挥了重要作用。该研究证明了属性选择的重要性,建立了工作流程,并确定了可加强马来西亚盆地和类似地质环境中地震面分类的重要属性。
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引用次数: 0
The influence of different diagenesis on the elastic properties of different shale lithofacies: a case study of the upper Permian Wujiaping formation in East Sichuan Basin, China 不同成因对不同页岩岩性弹性特征的影响:以中国四川盆地东部二叠系上统吴家坪地层为例的研究
IF 5 2区 工程技术 Q3 ENERGY & FUELS Pub Date : 2024-08-07 DOI: 10.1007/s40948-024-00858-7
Bing Zhang, Kai Yang, Gaoquan Cao, Jixin Deng, Zhengwei Xu, Yongjun Yao, Ning Chen, Yongchun Jiao

Understanding the impact of diagenesis on the elastic properties of organic-rich shale reservoirs is essential for evaluating unconventional hydrocarbon reservoirs and interpreting seismic data. Recent advancements in the exploration of the Permian Wujiaping Formation in the eastern Sichuan Basin indicate its potential to become a significant succession within the Sichuan Basin. However, the effect of different lithofacies in the Wujiaping Formation on shale elastic properties under varying diagenetic conditions remains unclear, hindering detailed reservoir interpretation. This study employs X-ray diffraction, thin section analysis, scanning electron microscopy, organic geochemistry, and dynamic elastic property tests to investigate the Wujiaping Formation shale. The results reveal three primary lithofacies types: argillaceous shale, mixed shale, and siliceous shale. Argillaceous shale, subjected to intense compaction, forms a dense rock framework of oriented clay minerals, characterized by low porosity (1.66%), low elastic wave velocity (4122.30 m/s), low elastic modulus (2174.59 m/s), and high Poisson's ratio (32.24 GPa). Mixed shale, dominated by carbonates and quartz, exhibits a rock framework formed through dissolution and cementation, with high elastic wave velocity (5196.54 m/s), relatively high elastic modulus (2975.86 m/s), and moderate Poisson's ratio (58.53 GPa). Siliceous shale, comprising biogenic quartz particles, shows strong resistance to compaction. During hydrocarbon generation, it develops abundant organic matter pores, resulting in the highest porosity (2.36%), high elastic wave velocity (5177.92 m/s), high elastic modulus (2975.86 m/s), and low Poisson's ratio (62.23 GPa). The significant differences in mineral composition and diagenetic processes across the lithofacies lead to distinct elastic properties. This study provides a rock physics framework for the detailed seismic prediction of "sweet spots" in the Wujiaping Formation shale reservoirs and offers new insights into characterizing the diagenesis of unconventional shale reservoirs using geophysical properties.

了解成岩作用对富有机质页岩储层弹性性质的影响对于评价非常规油气藏和解释地震数据至关重要。四川盆地东部二叠系伍家坪地层的最新勘探进展表明,该地层有可能成为四川盆地的重要演替。然而,吴家坪地层中不同岩性在不同成因条件下对页岩弹性性质的影响仍不清楚,这阻碍了对储层的详细解释。本研究采用 X 射线衍射、薄片分析、扫描电子显微镜、有机地球化学和动态弹性性质测试等方法对吴家坪地层页岩进行了研究。研究结果显示了三种主要岩性类型:霰粒页岩、混合页岩和硅质页岩。霰粒页岩受到强烈压实,形成了由定向粘土矿物组成的致密岩架,具有孔隙率低(1.66%)、弹性波速低(4122.30 m/s)、弹性模量低(2174.59 m/s)和泊松比高(32.24 GPa)的特点。混合页岩以碳酸盐和石英为主,通过溶解和胶结形成岩石框架,弹性波速高(5196.54 米/秒),弹性模量相对较高(2975.86 米/秒),泊松比适中(58.53 GPa)。硅质页岩由生物石英颗粒组成,具有很强的抗压性。在生成碳氢化合物的过程中,它形成了丰富的有机物孔隙,从而产生了最高的孔隙率(2.36%)、高弹性波速(5177.92 米/秒)、高弹性模量(2975.86 米/秒)和低泊松比(62.23 GPa)。不同岩相的矿物成分和成岩过程存在显著差异,导致了不同的弹性特性。该研究为吴家坪地层页岩储层中 "甜点 "的详细地震预测提供了岩石物理框架,并为利用地球物理特性描述非常规页岩储层的成岩过程提供了新的见解。
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Geomechanics and Geophysics for Geo-Energy and Geo-Resources
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