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RELIABILITY ANALYSIS OF FULL-FACE TUNNEL BORING MACHINES WITH THE MONTE CARLO SIMULATION TECHNIQUE 全工作面隧道掘进机可靠性蒙特卡罗仿真分析
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.3.12
R. Mikaeil, Hasel Amini Khoshalan, Mohammad Hossein Nasrollahi, A. Esmaeilzadeh
The high boring capability of full-face tunnel boring machines, especially in urban tunnels, has led to their increased use in tunnel excavation in various and unfavourable geological conditions. Therefore, many efforts have been made to predict and improve the performance of these machines. In this regard, most of the previous studies have focused on the effect of geological and mechanical properties of rock or soil. However, delays due to the maintenance and repair of these machines, which contribute to a major share of unwanted and unpredicted stops at work, have not been considered. Reliability analysis is a practical method based on studying the behaviour of breakdowns and maintenance of machines and systems. This approach can be suggested as part of the appropriate planning for machine maintenance and consequently reducing downtime and costs. In this way, it is possible to identify weaknesses and critical points of a machine or system of the boring process. In the present study, the reliability of the full-face tunnelling machine was analysed with the Monte Carlo simulation method. The studied machine is divided into 5 subsystems including mechanical, electrical, hydraulic, water and compressed air subsystems. Using breakdown data of about 24 months of boring operation, the reliability of each subsystem was simulated and evaluated. Eventually, the reliability of the boring machine was simulated using the Kamat-Riley (K-R) method. The results showed that if no maintenance operation is performed on the subsystems, the overall reliability of the boring machine will decline to zero after about 38 hours of continuous boring operation. Finally, to improve the overall reliability of the boring machine, based on accomplished reliability analysis, we suggest an effective preventive maintenance and repair system for keeping the machine in optimal operating conditions for a longer period.
全工作面隧道掘进机的高掘进能力,特别是在城市隧道中,使得其在各种不利地质条件下的隧道开挖中得到越来越多的应用。因此,人们做出了许多努力来预测和提高这些机器的性能。在这方面,以往的研究大多集中在岩石或土壤的地质力学性质的影响上。然而,由于这些机器的维护和修理而造成的延误却没有被考虑在内,这些延误是造成工作中大部分不必要和意外停止的原因。可靠性分析是一种基于研究机器和系统的故障行为和维修的实用方法。这种方法可以作为适当的机器维护计划的一部分,从而减少停机时间和成本。通过这种方式,可以识别镗孔过程中机器或系统的弱点和关键点。本文采用蒙特卡罗模拟方法对全工作面掘进机的可靠性进行了分析。所研究的机器分为机械、电气、液压、水和压缩空气五个子系统。利用钻井作业24个月的故障数据,对各分系统的可靠性进行了仿真和评估。最后,采用Kamat-Riley (K-R)方法对镗床的可靠性进行了仿真。结果表明,如果不对各子系统进行维护操作,镗床在连续运行约38小时后,整体可靠性将下降到零。最后,为了提高镗床的整体可靠性,在已完成的可靠性分析的基础上,提出了一种有效的预防性维护和维修系统,以使镗床长期处于最佳运行状态。
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引用次数: 1
A STUDY OF BUILDING PERFORMANCE INSPECTION BASED ON A COMBINATION OF SITE-SPECIFIC RESPONSE ANALYSIS AND STRUCTURAL ANALYSIS (A CASE STUDY OF THE LIGHTHOUSE VIEW TOWER IN BENGKULU CITY, INDONESIA) 基于场地响应分析与结构分析相结合的建筑性能检测研究(以印尼明古鲁市灯塔观景塔为例)
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.3.14
L. Z. Mase, Recky Yundrismein, Muhammad Ali Nursalam, Surya Manggala Putra, Aza Shelina, Sahrul Hari Nugroho
This paper presents the implementation of site-specific analysis in observing the performance of a monumental building in Bengkulu City, Indonesia that is called the Lighthouse View Tower. This building was inaugurated in 2012. So far, it is still necessary to present the issue related to the performance of the building after 10 years. The objective of this study is to observe the performance of the building after the strong earthquake occurred. This study is first conducted by performing a site investigation. The information related to the soil profile; ground motion of the strong earthquake that occurred in Bengkulu City is collected. Furthermore, the site-specific response analysis is conducted on the site where the building stands. The results from site-specific response analysis, i.e. the actual spectral acceleration is obtained. The spectral acceleration is then used as the input parameter for finite element analysis to observe the performance of the building. The main goal of this study is to observe the structure health condition. The results show that during the strong earthquake, the structure of the view tower is still reliable and in good condition. Concern regarding the building maintenance should be emphasized. In general, the method implemented in this study could be used as the method to assess the performance of structures in other areas.
本文介绍了在观察印度尼西亚明古鲁市一座被称为灯塔观景塔的纪念性建筑的性能时实施的具体地点分析。这座建筑于2012年落成。到目前为止,仍然有必要在10年后提出与建筑性能相关的问题。本研究的目的是观察强震发生后建筑物的性能。本研究首先通过现场调查进行。与土壤剖面有关的信息;收集了发生在明库鲁市的强烈地震的地面运动。此外,在建筑所在的场地上进行场地特定的响应分析。得到了具体场地响应分析的结果,即实际的谱加速度。然后将谱加速度作为输入参数进行有限元分析,以观察建筑物的性能。本研究的主要目的是观察结构的健康状况。结果表明,在强震作用下,观景塔结构仍然可靠,状态良好。应该强调对建筑物维护的关注。总的来说,本研究实施的方法可以作为评估其他领域结构性能的方法。
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引用次数: 4
PREDICTION OF SHEAR WAVE VELOCITY AND MODIFICATION OF CASTAGNA AND CARROLL RELATIONSHIPS IN ONE OF THE IRANIAN OIL FIELDS 伊朗某油田横波速度预测及castagna - carroll关系修正
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.4.11
M. Mahmoudian, Y. Shiri, A. Vaezian
Shear wave velocity is one of the essential parameters for describing hydrocarbon reservoirs that have several applications in petrophysical, geophysical, and geomechanical studies. Shear wave velocity usually does not exist in all wells, especially in old oil fields. In the current study, two equations of Carroll and Castagna have been modified, and linear and nonlinear multi-regressions were used to estimate shear wave velocity in an oil reservoir in southwestern Iran. Initially, compressional wave velocity and porosity were determined as the most effective wire-line logs on shear wave velocity by comparing their correlations. Then, two equations of Carroll and Castagna were modified. In addition, new equations based on porosity and compressional wave velocity for estimating the shear wave velocity were obtained. Shear wave velocity was estimated by new exponential equations in the wells of the current oil field with excellent goodness of fit by determination coefficients of 0.80 in the whole well, 0.72 in the Ghar-Shale-1, and 0.78 in Ghar-Shale-3 in X-07 well.
横波速度是描述油气藏的重要参数之一,在岩石物理、地球物理和地质力学研究中有着广泛的应用。横波速度通常不存在于所有的油井中,特别是老油田。本文对Carroll和Castagna方程进行了修正,采用线性和非线性多元回归方法对伊朗西南部某油藏的横波速度进行了估计。最初,通过比较纵波速度和孔隙度的相关性,确定了纵波速度和孔隙度是最有效的横波速度测井曲线。然后,对Carroll和Castagna的两个方程进行了修正。此外,还建立了基于孔隙度和纵波速度估算横波速度的新方程。利用新的指数方程对现有油田井的横波速度进行了估计,X-07井全井的确定系数为0.80,Ghar-Shale-1井为0.72,Ghar-Shale-3井为0.78,拟合良好。
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引用次数: 0
INTRODUCING SUSTAINABLE DEVELOPMENT AND REVIEWING ENVIRONMENTAL SUSTAINABILITY IN THE MINING INDUSTRY 介绍可持续发展和审查采矿业的环境可持续性
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.4.8
A. N. Qarahasanlou, Dina Khanzadeh, R. Shahabi, M. Basiri
A comprehensive systemic approach is needed to make effective decisions for global sustainability. The system’s points of view introduced sustainable development (S.D.) and sustainability in prior years. Sustainable development is expressed as a desire followed by humanity to live in a better condition considering all the limits that nature could have. Social, environmental, and economic responsibilities are the wide-ranging developmental characteristics that form sustainability. In this paper, with the help of search engines like Scopus and Web of Science, several documents related to environmental sustainability in the mining industry were studied. The principal investigated problems were tailings dam failure, forestland use in mining operations, social and environmental issues in crushed stone mining industries, landfill mining challenges, climatic problems, economic problems, and fatalities in artisanal and small-scale mines. Also, a table was designed to categorise these problems and determine the solution and primary goal. This study investigates the severity of mining operation conditions and environmental issues in this industry. The common environmental problems in the mining industry include soil degradation, deforestation, land subsidence, acid mine drainage, waste production, natural landscape destruction, coal production, carbon footprint, dust pollution, greenhouse gas emissions and climatic problems. To have a more sustainable mining industry, all the mining stages, from the exploration to the post-closure stages, must minimise resource and energy consumption and waste products.
需要采取全面系统的办法,为全球可持续性作出有效的决定。该系统的观点在前几年介绍了可持续发展(S.D.)和可持续发展。可持续发展被表达为考虑到自然可能具有的所有限制,人类在更好的条件下生活的愿望。社会、环境和经济责任是构成可持续性的广泛发展特征。本文借助Scopus、Web of Science等搜索引擎,对采矿业环境可持续性相关文献进行了研究。主要调查的问题是尾矿坝的失败、采矿作业的林地使用、碎石采矿工业的社会和环境问题、填埋采矿的挑战、气候问题、经济问题以及手工和小型矿山的死亡人数。此外,还设计了一个表来对这些问题进行分类,并确定解决方案和主要目标。本研究调查了采矿作业条件和环境问题在该行业的严重性。采矿业常见的环境问题包括土壤退化、森林砍伐、地面沉降、矿山酸性排水、废物产生、自然景观破坏、煤炭生产、碳足迹、粉尘污染、温室气体排放和气候问题。为了使采矿业更具可持续性,从勘探到关闭阶段的所有采矿阶段都必须尽量减少资源和能源消耗以及废物。
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引用次数: 1
Prediction of the Height of Fracturing via Gene Expression Programming in Australian Longwall Panels: A Comparative Study 利用基因表达程序预测澳大利亚长壁板压裂高度的比较研究
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.1.9
H. Rasouli, K. Shahriar, S. H. Madani
The caving and subsidence developments above a longwall panel usually result in fractures of the overburden, which decrease the strength of the rock mass and its function. The height of fracturing (HoF) includes the caved and continuous fractured zones affected by a high degree of bending. Among the various empirical models, Ditton’s geometry and geology models are widely used in Australian coalfields. The application of genetic programming (GP) and gene expression programming (GEP) in longwall mining is entirely new and original. This work uses a GEP method in order to predict HoF. The model variables, including the panel width (W), cover depth (H), mining height (T), unit thickness (t), and its distance from the extracted seam (y), are selected via the dimensional analysis and Buckingham’s P-theorem. A dataset involving 31 longwall panels is used to present a new nonlinear regression function. The statistical estimators, including the coefficient of determination (R2), the average error (AE), the mean absolute percentage error (MAPE), and the root mean square error (RMSE), are used to compare the performance of the discussed models. The R2 value for the GEP model (99%) is considerably higher than the corresponding values of Ditton’s geometry (61%) and geology (81%) models. Moreover, the maximum values of the statistical error estimators (AE, MAPE, and RMSE) for the GEP model are 12%, 14%, and 16%, respectively, of the corresponding values of Ditton’s models.
长壁盘的崩落和沉陷通常会导致覆岩破裂,从而降低岩体的强度和功能。压裂高度(HoF)包括受高度弯曲影响的塌陷区和连续裂缝区。在各种经验模型中,Ditton的几何和地质模型在澳大利亚煤田得到了广泛的应用。遗传规划(GP)和基因表达式规划(GEP)在长壁采矿中的应用是一种全新的、具有独创性的方法。本工作使用GEP方法来预测HoF。模型变量包括面板宽度(W)、覆盖深度(H)、开采高度(T)、单位厚度(T)及其与开采煤层的距离(y),通过量纲分析和Buckingham 's p -定理进行选择。利用31个长壁板的数据集,提出了一种新的非线性回归函数。使用决定系数(R2)、平均误差(AE)、平均绝对百分比误差(MAPE)和均方根误差(RMSE)等统计估计量来比较所讨论模型的性能。GEP模型的R2值(99%)明显高于Ditton的几何模型(61%)和地质模型(81%)的相应值。此外,GEP模型的统计误差估计量(AE、MAPE和RMSE)的最大值分别为Ditton模型对应值的12%、14%和16%。
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引用次数: 2
An investigation of the effect of initial bubble diameter on the bubble trajectory in the flotation column cell using CFD simulation 利用CFD模拟研究了初始气泡直径对浮选柱池内气泡运动轨迹的影响
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.2.5
N. Khorasanizadeh, M. Karamoozian, H. Nouri-Bidgoli
The effect of initial bubble diameter on the bubble motion pattern in a flotation column has been studied by the twophase computational fluid dynamics (CFD) method. The two-phase simulations have been done using the volume of a fluid (VOF) model in ANSYS® Fluent® software. The computational field was a square cross-section column with a width of 0.1 m and a height of 1 m into which air was interred as a single bubble from the lower part of the column by an internal sparger. An experimental test has been also performed and the simulated results have been validated using the values obtained for the bubble rise velocity. A comparison of the simulation and the experimental results has confirmed that CFD can predict the bubble rise velocity profile and its value in the flotation column less than 5% relative to the experimental values. Then the simulations have been repeated with a 20% decrease and increase in the initial bubble diameter to investigate the effect of bubble diameter on the bubble flow pattern. The investigations have shown that as the bubble diameter increases, the velocity decreases and the bubble rises in a more zigzag direction as a result of two counter-rotating trailing vortices behind the bubble increasing.
采用两相计算流体力学(CFD)方法研究了初始气泡直径对浮选柱内气泡运动模式的影响。采用ANSYS®Fluent®软件中的流体体积(VOF)模型进行了两相模拟。计算场为宽0.1 m,高1 m的方形截面柱,柱内隔振器将柱下部的空气以单个气泡的形式插入柱内。本文还进行了实验测试,并利用所获得的气泡上升速度值对模拟结果进行了验证。通过与实验结果的比较,证实了CFD能够较好地预测浮选柱内气泡的上升速度分布及其数值,其相对于实验值的误差小于5%。然后在初始气泡直径减小和增大20%的情况下重复模拟,研究气泡直径对气泡流型的影响。研究表明,随着气泡直径的增大,由于气泡后面的两个反向旋尾涡的增大,气泡的速度减小,气泡的上升方向更加曲折。
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引用次数: 0
CONTROLLING GRINDING PROCESS PARAMETERS USING CENTRAL COMPOSITE DESIGN TO REDUCE SLIMES IN PHOSPHATE ORE BENEFICIATION 采用中心组合设计控制磨矿工艺参数,降低磷矿选矿中泥质含量
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.3.11
G. S. Abdelhaffez, M. S. Abd-Elwahed, M. Hefni
Ultrafine particles resulting from the grinding operations of phosphate ore cause problems of air pollution, and of the beneficiation plants particularly, flotation cells and filtration units. Particles of less than 38 μm are one of the undesirable consequences of the phosphate ore beneficiation stage, where fine or ultrafine powder accounts for 10–30 percent of phosphate quantities and is regarded as a loss. Furthermore, maintaining additional amounts of phosphate by reducing these particles will provide several benefits, including minimizing the environmental implications of slime disposal and enhancing the economic impact of the phosphate ore beneficiation process. This paper aims to maximize the useful phosphate particles and reduce the slime instead of doing even more work with traditional techniques. This goal might be attained by increasing the percent of particles of the desired size of the phosphate (Target) during the grinding process by determining the optimal operational conditions, that will reduce the amount of slime. The central composite design (CCD) is used to identify the number of experiments to be evaluated and to create a predictive model to be used for determining the optimal operation parameters. As a result of the optimization process, a maximum Target of 87.6% was obtained at grinding conditions t (5.1 min), v (42.6%), s (81.2%), and c (50.7%). Where t, v, s, and c stand for grinding time, occupied volume of ball, rotational speed percent from critical speed (%) and solid concentration by volume (%) respectively.
磷矿磨矿过程中产生的超细颗粒会造成空气污染问题,特别是对选矿厂,浮选池和过滤装置造成污染。小于38 μm的颗粒是磷矿选矿阶段的不良后果之一,其中细粉或超细粉占磷酸盐量的10 - 30%,被视为损失。此外,通过减少这些颗粒来保持额外的磷酸盐量将带来若干好处,包括尽量减少处置矿泥对环境的影响,并加强磷矿选矿过程的经济影响。本文旨在最大限度地利用有用的磷酸盐颗粒,减少泥,而不是用传统的技术做更多的工作。这一目标可以通过在研磨过程中通过确定最佳操作条件来增加所需尺寸的磷酸盐(目标)颗粒的百分比来实现,这将减少泥的数量。中心复合设计(CCD)用于确定需要评估的实验数量,并创建一个预测模型,用于确定最佳操作参数。优化结果表明,在t (5.1 min)、v(42.6%)、s(81.2%)和c(50.7%)的磨削条件下,得到的最大目标为87.6%。式中t、v、s、c分别为研磨时间、球体占用体积、转速相对临界转速的百分比(%)和固相体积浓度(%)。
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引用次数: 3
MIDDLE-LATE PERMIAN AND EARLY TRIASSIC FORAMINIFERAL ASSEMBLAGES IN THE WESTERN SALT RANGE, PAKISTAN 巴基斯坦西部盐区中晚二叠世和早三叠世有孔虫组合
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.3.13
N. Rahman, Haijun Song, B. Xian, Saif-ur- Rehman, Gohar Rehman, Abdul Majid, Javed Iqbal, Gulfam Hussain
A newly obtained foraminiferal assemblage from the Guadalupian−Lopingian, and Induan of the Western Salt Range (Pakistan) comprises 47 species (including 7 species of fusulinoideans) of 24 genera and 71 species (including 9 species of fusulinoideans) of 41 genera, in Nammal and Zaluch sections, respectively. Our results show that only 4 species went extinct during the Guadalupian−Lopingian mass extinction (GLME), suggesting the GLME was minor for smaller foraminifers in the Salt Range. Most species went extinct during the Permian-Triassic mass extinction (PTME), except the two survivor genera, Nodosinelloides and Planiinvoluta. During the end-Permian mass extinction, majorities of the species became extinct in lower part of Chhidru Formation, beacuse they are not tolerant to the terigenious-clastic input in the upper part of Chhidru Formation. The extinction process of foraminifers in the Nammal and Zaluch sections has been documented for the first time. Five foraminiferal assemblages are established in the shallow marine shelf deposits of Western Salt Range, i.e., Wordian Geinitzina araxensis assemblage in tide-influenced subaqueous delta to middle shelf environment, Capitanian Baisalina pulchra assemblage and Wuchiapingian Codonofusiella schubertellinoides assemblage in inner-outer shelf carbonate deposits, Changhsingian Colaniella pseudolepida assemblage and Induan Nodosinelloides-Planiinvoluta assemblage in mixed siliciclastic–carbonate shelf setting. The Baisalina pulchra and Codonofusiella schubertellinoides assemblages have wide geographic distribution and have been found in Transcaucasus, China, Turkey, Crimea and Oman. The other three assemblages (i.e., Geinitzina araxensis, Colaniella pseudolepida, and Nodosinelloides-Planiinvoluta assemblages) found in this study are likely local/regional assemblages. The foraminifers were observed with the standard microscopic system Leica-DM500. A total of 681 specimens of foraminifers are reported in the Zaluch Group and Mianwali Formation of Nammal and Zaluch sections. Five hundred ninety-nine smaller foraminifers specimens were recovered. Among the smaller foraminifera, Nodosinelloides, Pachyphloia, Geinitzina, Colaniella, Hemigordius, Tuberitina, and Langella are the most dominant genera. Larger foraminifera genera include Nankinella, Codonofusiella, Reichelina, Necdetina and Pisolina, represented by 82 specimens. A total of 3 classes (e.g., Nodosariata, Fusulinata, and Tubothalamea) and seven orders (i.e., Miliolida, Spirillinida, Lagenida, Parathuramminida, Endothyrida, Fusulinida, and Earlandiida) are identified in the current study. Among them, Lagenida becomes the most dominant by diversity and abundance. Shannon diversity and other indices rise progressively from Wordian to Changhsingian in the shallow marine sediments before dropping to zero in the Early Triassic mixed siliciclastic–carbonate shelf deposits.
新发现的巴基斯坦西部盐岭瓜达鲁普系-洛平系和Induan系有孔虫组合分别在Nammal和Zaluch剖面有24属47种(含7种)和41属71种(含9种)。结果表明,瓜达鲁普期-洛平期大灭绝(GLME)中只有4种物种灭绝,表明GLME对于盐岭较小的有孔虫来说是次要的。除了Nodosinelloides和Planiinvoluta这两个幸存属外,大多数物种在二叠纪-三叠纪大灭绝(PTME)期间灭绝。在二叠纪末的大灭绝中,大部分物种在Chhidru组下部灭绝,因为它们不能耐受Chhidru组上部的陆生碎屑输入。首次记录了Nammal和Zaluch剖面有孔虫的灭绝过程。在西盐岭浅海陆架沉积中建立了5个有孔虫组合,即潮汐影响下的水下三角洲-中陆架环境中的Wordian Geinitzina araxensis组合、内外陆架碳酸盐沉积中的capitian Baisalina pulchra组合和Wuchiapingian Codonofusiella schubertellinoides组合。长兴期假Colaniella pseudolepida组合和Induan Nodosinelloides-Planiinvoluta组合。白杨属(Baisalina pulchra)和舒氏蛾属(Codonofusiella schubertellinoides)分布广泛,在外高加索、中国、土耳其、克里米亚和阿曼都有发现。本研究发现的其他三个组合(Geinitzina araxensis, Colaniella pseudolepida和Nodosinelloides-Planiinvoluta组合)可能是局部/区域组合。用leka - dm500标准显微系统观察有孔虫。在Nammal和Zaluch剖面的Zaluch群和Mianwali组共报告了681个有孔虫标本。发现了599个较小的有孔虫标本。在较小的有孔虫属中,Nodosinelloides、Pachyphloia、Geinitzina、Colaniella、Hemigordius、Tuberitina和Langella是最占优势的属。较大的有孔虫属包括Nankinella、Codonofusiella、Reichelina、Necdetina和Pisolina,共82个标本。本研究共鉴定出Nodosariata、Fusulinata和Tubothalamea 3个纲和mililida、Spirillinida、Lagenida、Parathuramminida、Endothyrida、Fusulinida和earlanddiida 7个目。其中,Lagenida以多样性和丰度优势最大。浅海相沉积物香农多样性等指标从世界期到长兴期逐渐上升,在早三叠世混合硅-碳酸盐陆架沉积中降至零。
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引用次数: 5
COMPARATIVE ANALYSIS OF THE K-NEAREST-NEIGHBOUR METHOD AND K-MEANS CLUSTER ANALYSIS FOR LITHOLOGICAL INTERPRETATION OF WELL LOGS OF THE SHUSHUFINDI OILFIELD, ECUADOR 厄瓜多尔shushufindi油田测井资料岩性解释的k -最近邻法与k -均值聚类分析比较
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.4.13
Franklin Gómez, Yetzabbel G. Flores, M. Vadászi
The lithological interpretation of well logs is a fundamental task in Earth science that can be accomplished with the application of various machine learning algorithms. The current investigation attempts to evaluate the performance of the K-nearest-neighbour Density Estimate (KNN) and K-means cluster analysis methods for predicting lithology in a dataset of logs measured in the siliciclastic reservoir of the Shushufindi Oilfield of Ecuador. The comparison of lithological interpretation is assembled using classical methods, such as qualitative interpretation and density-neutron cross plot. The lithological interpretation results showed that the supervised method KNN has a higher fitting level with the comparison interpretation data (87.3%, 1145 m predicted of 1311.1 m interpreted) than the results of the K-means method (71.6%, 939.7 m predicted of 1311.1 m interpreted). The geological nature of the reservoir creates a level of a discrepancy because of the near geophysical responses between limestone and intermedia grain size rocks. The possibility of controlling this in the KNN algorithm makes it preferable for usage in these types of reservoir lithological interpretation.
测井曲线的岩性解释是地球科学的一项基本任务,可以通过应用各种机器学习算法来完成。目前的研究试图评估k -最近邻密度估计(KNN)和k -均值聚类分析方法在预测厄瓜多尔Shushufindi油田硅塑性储层测井数据集中的性能。采用定性解释和密度-中子交叉图等经典方法对岩性解释进行比较。岩性解释结果表明,监督式KNN方法与对比解释数据的拟合水平(87.3%,1311.1 m解释预测1145 m)高于K-means方法(71.6%,1311.1 m解释预测939.7 m)。储层的地质性质造成了一定程度的差异,因为石灰岩和中等粒度岩石之间的地球物理响应接近。在KNN算法中控制这种可能性使其更适合用于这些类型的油藏岩性解释。
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引用次数: 0
SORPTION OF OIL BY MECHANOCHEMICALY ACTIVATED SHUNGITE 机械化学活化顺石对石油的吸附
IF 1.3 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2022-01-01 DOI: 10.17794/rgn.2022.4.2
Y. Ongarbayev, Moldir Baigulbayeva, Y. Tileuberdi, K. Zhumakhan
In the paper the sorption capacity of shungite rocks of the Koksu field (Kazakhstan) in relation to the oil from the Karazhanbas and Tengiz fields (Kazakhstan) were studied. Oil spills occurring during production, gathering, transportation, storage and refining, and repair work on wells are an urgent environmental problem. There are effective methods of soil purification, including particular interests addressed to sorption process. The aim of this research is to study oil sorption by shungite rocks of the Koksu deposit after mechanochemical activation. The mechanochemical activation of shungite rock samples was carried out in a planetary ball mill at different speeds of rotation and ratios of ball mass to the sample. The developed sorbents based on shungite rocks of the Koksu deposit were tested for cleaning samples of oil-contaminated soils and their sorption capacities under dynamic and static conditions were determined. For the sorption of oil, the sorbent based on shungite of shale grade (TS) after mechanochemical activation is recommended, which sorption capacity under dynamic conditions is 2.57-2.85 g/g. Sorption of oil from 10 % of oil contaminated soil samples with the sorbents based on shungite after mechanochemical activation showed sorption capacity of 0.44-0.45 g/g in 60 days under static conditions. The practical significance of the research lies in the prospects of using shungite rocks to clean up oil spills.
本文研究了哈萨克斯坦Koksu油田顺石岩对哈萨克斯坦Karazhanbas油田和Tengiz油田石油的吸附能力。在油井的生产、收集、运输、储存、精炼和修复过程中发生的溢油事故是一个迫切的环境问题。有一些有效的土壤净化方法,包括对吸附过程的特别关注。本研究的目的是研究果苏矿床顺陶岩在机械化学活化后的吸油作用。在行星球磨机中,以不同的旋转速度和球质量与样品的比例对顺石岩石样品进行了机械化学活化。以果苏矿床顺辉岩为基材,对其开发的吸附剂进行了油污染土壤净化样品的测试,并对其在动态和静态条件下的吸附性能进行了测试。对于油的吸附,推荐采用机械化学活化后的页岩级顺辉石(TS)吸附剂,其动态条件下的吸附量为2.57 ~ 2.85 g/g。顺石基吸附剂经机械化学活化后对10%含油土壤样品的吸附性能在静态条件下,60 d的吸附量为0.44 ~ 0.45 g/g。该研究的现实意义在于利用顺辉岩清理溢油的前景。
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引用次数: 2
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Rudarsko-Geolosko-Naftni Zbornik
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