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The Qualitative Stability Graph for Open Stope Design – Recent Developments 空场设计的定性稳定性图-最新进展
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0017
Fidelis T. Suorineni, Y. Madenova
ABSTRACT: The Stability Graph is an accepted tool for open stope design in the metalliferous underground mining community. Since its development in 1981, it has undergone several modifications and remains active research subject to date. Admittedly, while some of the suggested changes have been called into question for their practical relevance, others have gone a long way to improve the reliability of the method in minimizing dilution in open stope mining. One of the major concerns that have emerged in researching some suggested modifications to the design tool appears to be those authors behind such propositions neither understand how the method works nor the database used to develop the method. Such authors rely on the application of statistics to the database with no idea of the practical implications of the outcome of their analysis except that it is probably statistically beautiful in theory. The downside of this playing with numbers is that so much confusion has been created in the mining industry as to what is useful in using the method for open stope design. This paper cautions against the misuse of statistics in geoengineering with emphasis on the Stability Graph and provides recent developments relevant to improving the reliability of the method in reducing dilution in open stopes. Furthermore, the long outstanding question of whether the original Stability Graph number factors or the modified Stability Graph number factors should be used or not is answered.
摘要稳定性图是地下金属矿开采界公认的露天采场设计工具。自1981年发展以来,它经历了几次修改,至今仍是活跃的研究课题。诚然,虽然一些建议的变化在其实际意义上受到质疑,但其他变化在提高该方法在尽量减少露天采场开采中贫化的可靠性方面已经走了很长的路。在研究对设计工具的一些修改建议时,出现的一个主要问题似乎是,这些建议背后的作者既不了解该方法的工作原理,也不了解用于开发该方法的数据库。这些作者依赖于对数据库的统计应用,而不知道他们的分析结果的实际含义,只知道它在理论上可能是统计上美丽的。这种玩弄数字的缺点是,在采矿业中,对于使用这种方法进行露天采场设计的有用性,造成了如此多的混乱。本文对地球工程中统计数据的误用提出了警告,重点放在稳定性图上,并提供了有关提高该方法在减少露天采场贫化方面的可靠性的最新进展。此外,还回答了长期悬而未决的问题,即是使用原始的稳定性图数因子还是使用修改后的稳定性图数因子。
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引用次数: 0
A Comparison Between Field-Measured and Empirically Estimated Rock Mass Modulus Values 现场实测与经验估计岩体模量的比较
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0130
E. Lindenbach, Steve Dalton, R. Bearce, Gergo Arany
Rock mass modulus, also referred to as the deformation modulus, is an important input variable for any load-deformation analysis of a foundation, such as a finite-element analysis for a dam. As the representative volume of rock is increased the rock mass will appear weaker and more deformable due to the inclusion of more discontinuities. The rock mass modulus can be measured directly downhole with a variety of devices, such as a uniaxial or radial jacking rig, a flat jack, or more commonly, a dilatometer. Modulus values can be estimated indirectly using site-specific empirical relationships.This paper provides a comparison of field- and laboratory-derived rock mass modulus values in an effort to develop a range of likely parameters and evaluate data quality/confidence levels. The in-situ values were compared to values developed from eight commonly used empirical relationships. Results indicate that the dilatometer-measured and empirically estimated values are similar where the rock is massive and relatively intact but vary significantly where the rock is fractured or weathered. These significant variations appear to be related to how the rock deforms in unconfined/semi-confined conditions (i.e., failure occurs into open space).
岩体模量,也称为变形模量,是任何基础荷载-变形分析的重要输入变量,例如大坝的有限元分析。随着岩体代表体积的增大,由于包含更多的不连续面,岩体会显得更弱,更容易变形。岩体模量可以通过多种设备直接在井下测量,例如单轴或径向千斤顶钻机、平面千斤顶,或者更常见的膨胀仪。模数值可以使用特定地点的经验关系间接估计。本文提供了现场和实验室导出的岩体模量值的比较,以开发一系列可能的参数并评估数据质量/置信度。将原位值与从八种常用经验关系中得出的值进行比较。结果表明,膨胀计测量值和经验估计值在岩石块状和相对完整的情况下是相似的,但在岩石破碎或风化的情况下差异很大。这些显著的变化似乎与岩石在非密闭/半密闭条件下的变形有关(即,破坏发生在开放空间)。
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引用次数: 0
Geomechanics Rock Property Uncertainty Workflow using a Bayesian Machine Learning Framework 使用贝叶斯机器学习框架的地质力学岩石性质不确定性工作流
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0104
P. Ray, Shuxing Cheng, Arthur Lui, Devin Francom
Geomechanical rock properties have a broad impact on drilling, completion, production, and reservoir management decisions. Accurate quantification of measurements and correctly propagating uncertainty throughout the modeling process can improve decision quality and reduce the cost of field development. Laboratory rock property tests are generally sparse. To build a mechanical earth model for the entire field, empirical correlations are used to bridge the gap between lab data and petrophysical or geophysical measurements. Empirical correlations often rely on limited core test data from one or a few fields for a specific formation. This makes applying a correlation that is developed for a specific field to other fields difficult.A Bayesian machine learning approach is presented for modeling the rock properties. It provides a robust framework for building multivariate rock property models and evaluating uncertainties associated with the model. Core test data from many different fields with large variations of properties were used for this study. The workflow uses a hierarchical Bayesian regression, which enables the accurate learning of field-specific correlations in fields with much data and borrowing of correlation information from other fields in fields with little data.
岩石的地质力学性质对钻井、完井、生产和油藏管理决策有着广泛的影响。在整个建模过程中准确量化测量和正确传播不确定性可以提高决策质量并降低油田开发成本。实验室岩石性质测试通常是稀疏的。为了建立整个油田的力学地球模型,使用经验相关性来弥合实验室数据与岩石物理或地球物理测量之间的差距。经验相关性通常依赖于特定地层的一个或几个油田的有限岩心测试数据。这使得将为特定领域开发的相关性应用到其他领域变得困难。提出了一种贝叶斯机器学习方法来模拟岩石的性质。它为建立多变量岩石属性模型和评估与模型相关的不确定性提供了一个强大的框架。本研究使用了许多不同油田的岩心测试数据,这些数据的性质差异很大。该工作流使用分层贝叶斯回归,可以准确地学习数据多的领域中特定领域的相关性,并从数据少的领域中借鉴其他领域的相关信息。
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引用次数: 0
Prediction of mud loss type based on seismic data using machine learning 基于地震数据的机器学习泥浆损失类型预测
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0485
Hanqing Wang, H. Pang, Yan Jin, Yunhu Lu, Yongdong Fan
Mud loss is one of the most common and troublesome wellbore problems. Predictive evaluation of mud loss types not only optimizes drilling design, but also reduces potential costs before drilling. To solve mud loss problem of M formation in the H oil field, we proposed a practical solution based on machine learning in this paper, which can predict the mud loss types using seismic data. Firstly, we calculated and obtained 16 seismic attributes in 6 categories, and according to the mud loss rate and volume, we classified the mud loss into four types: seepage loss, partial loss, severe loss, and total loss. Then 10 characteristics wells were selected from 50 wells, which covered different mud loss types and depth. The seismic attributes of single well with the above characteristics were extracted, and the relationship between seismic attributes and mud loss type were obtained using machine learning. Finally, a 3D probability prediction model of potential mud loss type is obtained and analyzed with a practical case. Our model can predict the distribution of mud loss types at different depths in different regions. It can not only be used in the design of well location and well trajectory but also provide scientific suggestions for mud loss prevention and plugging.
泥浆漏失是最常见、最棘手的井筒问题之一。泥浆损失类型的预测评估不仅可以优化钻井设计,还可以降低钻井前的潜在成本。针对H油田M地层的泥浆漏失问题,本文提出了一种基于机器学习的实用解决方案,利用地震数据预测泥浆漏失类型。首先,计算得到6类16个地震属性,并根据泥浆损失速率和体积将泥浆损失分为渗漏损失、部分损失、严重损失和全部损失4种类型。然后从50口井中选择10口特征井,覆盖不同失泥类型和深度。提取具有上述特征的单井地震属性,并利用机器学习得到地震属性与失泥类型之间的关系。最后,建立了潜在失泥类型的三维概率预测模型,并结合实例进行了分析。该模型可以预测不同区域不同深度的泥浆损失类型分布。它不仅可以用于井位和井眼轨迹的设计,还可以为防漏堵漏提供科学的建议。
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引用次数: 0
Experimental Investigation to Fabricate Synthetic Laminated Rock with Different Bedding Plane Cohesive Strengths 不同层理面内聚强度合成层状岩的试验研究
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0747
Qingwen Shi, Brijes Mishra
Bedding plane properties influence the failure behavior of laminated rocks such as slate and shale. For safe and stable underground coal mine design it is imperative to understand the relationship between the bedding plane strength and the failure of laminated rock. However, it is difficult to obtain in situ laminated rocks with various bedding plane properties while keeping other properties constant. In the present research, we experimentally investigated various approaches to vary the weak plane cohesive strength (Cp). Concrete block incorporating a weak plane was casted and the Cp of the weak plane was varied experimentally using two methods. Direct shear tests along the planes validated that applying normal stress on the concrete block successfully varied the Cp. The verified method was then used to cast synthetic laminated rock (SLR) with various Cp. We then conducted Brazilian splitting tests on SLR with different orientations of bedding planes and compared the failure strength and failure modes with that of shale specimen. The results validated the second method as both failure strength and failure modes of SLR specimens matched the behavior of shale specimens. This research provided a validated method to fabricate SLR with different Cp in the laboratory.
层理面性质影响板岩、页岩等层状岩石的破坏行为。为了煤矿井下的安全稳定设计,了解层理面强度与层状岩体破坏之间的关系是十分必要的。然而,在保持其他性质不变的情况下,很难获得具有多种层理面性质的原位层状岩石。在本研究中,我们实验研究了改变弱平面内聚强度(Cp)的各种方法。采用两种方法对混凝土砌块进行浇筑试验,研究了混凝土砌块软弱面Cp的变化规律。沿平面的直剪试验验证了在混凝土块体上施加正应力成功地改变了Cp。然后,我们将验证的方法用于浇铸具有不同Cp的合成层状岩石(SLR)。然后,我们对不同层状平面方向的SLR进行了巴西劈裂试验,并将其破坏强度和破坏模式与页岩样品进行了比较。结果证实了第二种方法的有效性,SLR试样的破坏强度和破坏模式与页岩试样的行为相匹配。本研究为实验室制备不同Cp的单反提供了一种行之有效的方法。
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引用次数: 0
Pore boundary deformation and the Biot coefficient: a micromechanical analysis 孔隙边界变形与Biot系数:微观力学分析
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0692
T. M. Mueller, G. Couples, P. Sahay, Jonás D. De Basabe
Continuum poroelasticity theories provide a macroscopic description of fluid-saturated porous media so that pore-scale features only emerge in some averaged form.However, therein the specific signature of the underpinning micro-structure is not transparent in the constitutive material equations.For a regular lattice-type micromechanical model, we derive an exact formula for the Biot coefficient.As anticipated by experimental and numerical studies, the Biot coefficient embodies a nonlinear combination of the elasticity of the solid phase material and the geometry characterizing the pore space.This result allows us to exemplify the abstract concept of pore boundary deformation appearing in the continuum description of porous media including the ramifications of a geometrical self-similar deformation.Although this is certainly an oversimplified model for most porous rocks, our analysis may serve as benchmark for numerical upscaling based on digitized images to infer the poroelastic material parameters and thus to support ongoing experimental efforts to measure poroelasticity coefficients.
连续体孔隙弹性理论提供了流体饱和多孔介质的宏观描述,因此孔隙尺度特征仅以某种平均形式出现。然而,其中支撑微观结构的具体特征在本构材料方程中并不透明。对于一个规则的点阵型细观力学模型,我们导出了一个精确的比奥系数公式。正如实验和数值研究所预测的那样,Biot系数体现了固相材料的弹性和表征孔隙空间的几何结构的非线性组合。这一结果使我们能够举例说明孔隙边界变形的抽象概念出现在多孔介质的连续描述中,包括几何自相似变形的分支。虽然对于大多数多孔岩石来说,这当然是一个过于简化的模型,但我们的分析可以作为基于数字化图像的数值升级基准,以推断孔隙弹性材料参数,从而支持正在进行的孔隙弹性系数测量的实验工作。
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引用次数: 1
Stochastic Inversion of Wellbore Stability Models Calibrated With Hard and Soft Data 用硬、软数据标定井筒稳定性模型的随机反演
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0774
R. Birchwood, Evangelia Nicolaidou, A. Rodriguez-herrera, R. Prioul
Wellbore stability models are used in well-planning to determine the safe mud-weight window for drilling. More generally, calibration of wellbore stability models against observations (such as image logs, caliper measurements, and generaldrilling observations) is an essential step in constructing reliable 1D and 3D Mechanical Earth Models (MEMs) which are used to design safe drilling, completion, and production strategies. However, such calibration usually produces non-unique results, partly because most common types of calibration data impose only soft (inequality) constraints on wellbore stability models. Such nonuniqueness can be represented using probability density functions (PDFs). In this paper we show the results of stochastic inversion for stress parameters performed by drawing samples from these PDFs using a Markov Chain Monte Carlo procedure. Most types of calibration data (e.g., breakouts, drilling-induced fractures) produce a wide range of possible solutions for the stress parameters. However, the uncertainty reduces dramatically as data from an increasing number of depth locations is simultaneously inverted. The results also illustrate how including depths where breakouts and drilling-induced fractures are absent produces a powerful constraint on inferred stress parameters.
井筒稳定性模型用于井规划,以确定钻井的安全泥浆密度窗口。更一般地说,根据观测数据(如图像测井、卡尺测量和一般钻井观测数据)校准井筒稳定性模型是构建可靠的1D和3D机械地球模型(MEMs)的重要步骤,MEMs可用于设计安全的钻井、完井和生产策略。然而,这种校准通常会产生非唯一的结果,部分原因是大多数常见类型的校准数据仅对井筒稳定性模型施加软(不平等)约束。这种非唯一性可以用概率密度函数(pdf)来表示。在本文中,我们展示了应力参数随机反演的结果,通过使用马尔可夫链蒙特卡罗程序从这些pdf中绘制样本。大多数类型的校准数据(例如,突围,钻井引起的裂缝)产生了各种可能的应力参数解。然而,随着越来越多的深度位置的数据同时被反演,不确定性大大降低。结果还表明,包括没有突发性裂缝和钻井诱发裂缝的深度如何对推断的应力参数产生强大的约束。
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引用次数: 1
Numerical simulation study on creep characteristics and fracture closure of deep shale 深层页岩蠕变特性及裂缝闭合数值模拟研究
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-2073
Shiyuan Li, Hao Huang, Yiyang Pan, Jingya Zhao, L. Guo, Leyan Yang
Shale oil and gas resources are currently an important replacement resource for oil and gas in China and have huge potential development. During the mining process, the reservoir shale has creep characteristics due to its own physical properties and mineral composition, which causes the artificial fracturing network to produce a closure effect, which affects the production capacity of the reservoir. This work mainly studies the creep characteristics of reservoir shale and its influence on reservoir productivity. The shale in Chang-7 block of Yanchang formation in the Ordos Basin is selected as the research object. The triaxial creep experiment is used to determine that the shale creep law conforms to the power order. The Abaqus finite element analysis software is used to simulate the creep of the shale sample under the creep time of 1 year, 5 years, and 10 years to observe the changes of reservoir fractures under the action, evaluate the degree of fracture closure, and analyze the effect of creep on reservoir conductivity. The research results show that shale reservoir creep will cause proppant embedment and fracture closure, non-linear reduction of reservoir conductivity, and the growth rate of production gradually slowed down by the effect of time.
页岩油气资源是目前中国重要的油气替代资源,开发潜力巨大。在开采过程中,储层页岩因其自身的物理性质和矿物组成而具有蠕变特征,导致人工压裂网产生闭合效应,影响储层的生产能力。本文主要研究储层页岩的蠕变特征及其对储层产能的影响。以鄂尔多斯盆地延长组长7区块页岩为研究对象。通过三轴蠕变试验,确定了页岩的蠕变规律符合幂级数。利用Abaqus有限元分析软件,模拟页岩试样在蠕变时间为1年、5年和10年的蠕变过程,观察在蠕变作用下储层裂缝的变化,评价裂缝闭合程度,分析蠕变对储层导流能力的影响。研究结果表明,页岩储层蠕变会导致支撑剂嵌入和裂缝闭合,导致储层导电性非线性降低,受时间影响,产量增长速度逐渐放缓。
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引用次数: 2
A numerical comparison of linear elastic and cohesive fracture models for hydraulic fracturing based on assumed enhanced strain (AES) method 基于假定增强应变(AES)方法的水力压裂线弹性和内聚破裂模型的数值比较
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0416
Fushen Liu
Geomaterials are porous, and there are air, water and other liquids inside the pore space. Pore pressure fluctuation may result in the change of contact forces between the solid grains. The deformation of solid skeleton changes the size of pore and therefore the fluid flows inside the pore space. The coupled process is often described with the mixture theory in continuum mechanics. Localized deformation may lead to the displacement discontinuity or the fracture, increasing the complexity of the whole fluid-solid coupled process. Numerical simulations of the complex processes in the subsurface are essential in understanding many geoengineering systems, such as hydraulic fracturing, geological fault reactivation, waste water management, geothermal energy extraction and CO2 sequestration and so on. This paper presents an assumed enhanced strain (AES) finite element method to model the fracture evolution in porous media, where the discontinuous function enrichments are introduced into the displacement approximation to simulate fracture deformation. The enriched degrees of freedom can be removed by the standard static condensation method, which means the method does not introduce additional global system of equations. The mass and stress coupling is described by the standard Biot's poro-elasticity theory. The numerical method is verified by the mesh sensitivity studies and comparisons with analytical solutions. Particularly, with the AES framework, we have numerically compared the cohesive fracture model and linear elastic fracture mechanics model for simulating hydraulic fracture propagation in porous media.
岩土材料具有多孔性,孔隙空间内有空气、水等液体。孔隙压力的波动会引起固体颗粒间接触力的变化。固体骨架的变形改变了孔隙的大小,从而使流体在孔隙空间内流动。在连续介质力学中,耦合过程通常用混合理论来描述。局部变形可能导致位移不连续或断裂,增加了整个流固耦合过程的复杂性。地下复杂过程的数值模拟对于理解许多地球工程系统至关重要,如水力压裂、地质断层活化、废水管理、地热能提取和二氧化碳封存等。本文提出了一种假设增强应变(AES)有限元方法来模拟多孔介质中的裂缝演化,其中在位移近似中引入了不连续函数富集来模拟裂缝变形。标准的静态凝聚法可以去除富集的自由度,这意味着该方法不引入额外的全局方程组。质量和应力耦合用标准的Biot孔隙弹性理论来描述。通过网格灵敏度研究和与解析解的比较,验证了数值方法的正确性。在AES框架下,对模拟多孔介质水力裂缝扩展的内聚断裂模型和线弹性断裂力学模型进行了数值比较。
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引用次数: 0
Effect of Mineralogy, Pore Geometry, and Fluid Type on the Elastic Properties of the Bakken Formation 矿物学、孔隙几何和流体类型对巴肯地层弹性性质的影响
Pub Date : 1900-01-01 DOI: 10.56952/arma-2022-0147
M. L. Malki, V. Rasouli, M. Saberi, I. Mellal, O. Ozotta, B. Sennaoui, Hichem A. K. Chellal
The velocity-porosity relationship depends on many factors such as grain shape, sorting, chemical composition, and diagenesis processes. Fluids always occupy the pore space and pore shape plays a significant role in rock stiffness. The Bakken Petroleum System (BPS) in the Williston Basin, North Dakota, consists of the Bakken formation and three folks reservoirs. Bakken formation is divided into three members: Upper Bakken (UB), Lower Bakken (LB), and Middle Bakken (MB), while Three Forks (TF) formation divided into five different units. Although clastic formation’s pores spaces are homogeneous, carbonates present pores heterogeneity which makes their elastic properties estimation complex. This heterogeneity is represented by different pore shapes captured from thin sections, where the aspect ratio (a) defines multiple pore types such as cracks, intergranular, and moldic pores. Furthermore, the pore filling material is a mixture of gas, oil, water, and kerogen in organic-rich shale. This study aims to analyze the effect of mineral composition, pore shape, and fluid type on rock properties of the BPS using various rock physics models. Our results showed that both compressional and shear velocities decreased for all fluid types. We also observed that filling pores with different fluids affect the elastic properties differently, based on their pore geometry, porosity, and lithology.
速度-孔隙度关系取决于许多因素,如颗粒形状、分选、化学成分和成岩作用过程。流体总是占据孔隙空间,孔隙形状对岩石刚度有重要影响。北达科他州威利斯顿盆地的Bakken石油系统(BPS)由Bakken地层和三个储层组成。Bakken地层分为三个部分:Upper Bakken (UB)、Lower Bakken (LB)和Middle Bakken (MB),而three Forks (TF)地层分为五个不同的单元。碎屑岩的孔隙空间是均匀的,但碳酸盐岩的孔隙非均质性使其弹性性质的估计变得复杂。这种非均质性由薄片上捕获的不同孔隙形状来表示,其中宽高比(a)定义了多种孔隙类型,如裂缝、粒间孔隙和模态孔隙。孔隙充填物质为富有机质页岩中气、油、水、干酪根的混合体。利用多种岩石物理模型,分析了矿质组成、孔隙形态、流体类型对bp储层岩石性质的影响。结果表明,所有流体类型的压缩速度和剪切速度都有所下降。我们还观察到,基于孔隙几何形状、孔隙度和岩性,用不同流体填充孔隙会对弹性性能产生不同的影响。
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引用次数: 1
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Proceedings 56th US Rock Mechanics / Geomechanics Symposium
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