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Digital core: neural network recognition of textual geological and geophysical information 数字核心:神经网络识别文本地质和地球物理信息
Pub Date : 2023-07-14 DOI: 10.31660/0445-0108-2023-2-35-54
Yu. E. Katanov, A. I. Aristov, A. K. Yagafarov, O. D. Novruzov
The algorithm of analog-to-digital conversion of primary geological and geophysical information (on the example of identification of rock lithotypes based on the text description of the physical core) is presented.As part of the work, a combination of three types of scientific research - prospecting, interdisciplinary and applied, in the formation of the initial base of qualitative data is implemented.Common algorithms for textual information classification and mechanism of initial data preprocessing using tokenization are described.The concept of text pattern recognition is implemented using artificial intelligence methods.For creation of the neural network model of textual geological and geophysical information recognition the Python programming language is used in combination with the convolutional neural network technologies for text classification (TextCNN), bi-directional long-shortterm memory networks (BiLSTM) and bi-directional coder representation networks (BERT).The stack of these technologies and the Python programming language, after developing and testing the basic version of the neural network model of qualitative information recognition, provided an acceptable level of performance of the algorithm of digital transformation of text data.The best result (the current version of neural network model is 1.0; more than 3000 examples for training and testing) was achieved when using the algorithm of text data recognition based on BERT with an accuracy on the validation network (Validation Accuracy) ~0.830173 (25th epoch), with Validation Loss ~0.244719, with Training Loss ~0.000984 and probability of recognition of the studied rock lithotypes more than 95 %.The mechanisms of code modification for further improvement of textual prediction accuracy based on the created neural network were determined.
介绍了原始地质和地球物理信息的模数转换算法(以根据物理岩心的文字描述识别岩石岩性为例)。作为工作的一部分,结合三种类型的科学研究--勘探、跨学科和应用--形成定性数据的初始基础。为了创建地质和地球物理文本信息识别的神经网络模型,Python 编程语言与用于文本分类的卷积神经网络技术(TextCNN)、双向长短期记忆网络(BiLSTM)和双向编码器表示网络(BERT)结合使用。在开发和测试了定性信息识别神经网络模型的基本版本后,这些技术和 Python 编程语言的堆栈为文本数据数字化转换算法提供了可接受的性能水平。在使用基于 BERT 的文本数据识别算法时取得了最佳结果(当前版本的神经网络模型为 1.0;用于训练和测试的示例超过 3000 个),验证网络的准确率(验证准确率)~0.830173(第 25 个纪元),验证损失~0.244719,训练损失~0.000984,所研究岩石类型的识别概率超过 95%。
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引用次数: 0
Modeling of Permian stream-bed deposits in the Izhma-Pechora syneclise and the Upper Pechora depression conjunction zone 伊日玛-佩乔拉同步带和上佩乔拉洼地连接区二叠纪河床沉积模型
Pub Date : 2023-07-14 DOI: 10.31660/0445-0108-2023-3-55-67
I. M. Khvorost
In the Izhma-Pechora syneclise, several fields have been discovered that are limited to sand deposits deposits of stream-bed genesis. However, it is difficult to find lithological traps using seismic data due to the complex nature of the distribution of sandy deposits and many discontinuous faults in the Permian terrigenous section. The article attempts to model the continental depositional environment that existed in the Izhma-Pechora syneclise and the Upper Pechora depression conjunction zone during the Ufimsky, Kazansky and Tatar ages of the Permian period. It aims to reconstruct the history of the development of the area and to trace the distribution of alluvial and lacustrine-alluvial sand deposits. DionisosFlow's unique industrial package helps to create a 3-dimensional model of the development of the area, to simulate the process of sedimentation of the target area, and to construct predictive maps of sandstone, siltstone and clay spread. The western part of the modeled area demonstrates the existence of slightly wandering north-easterly directed beds and their small offshoots. The south-eastern part of the area, dated to the Ufimsky age, shows deltaic deposits. The method of predicting the distribution of channel deposits based on sedimentological modeling is supposed to be used for territories uninvestigated by 3D survey. The aim is to locate the source of the reservoir and plan the seismic survey.
在伊日玛-伯朝拉(Izhma-Pechora syneclise)地区,已经发现了几个仅限于溪床成因的砂质沉积物的油田。然而,由于砂质沉积分布的复杂性和二叠纪陆相断面中许多不连续的断层,很难利用地震数据找到岩性陷阱。文章试图模拟二叠纪乌菲姆斯基、卡赞斯基和鞑靼时代伊日玛-佩乔拉合流区和上佩乔拉凹陷合流区的大陆沉积环境。其目的是重建该地区的发展历史,并追溯冲积和湖积-冲积砂沉积的分布。DionisosFlow 独特的工业软件包有助于创建该地区发展的三维模型,模拟目标地区的沉积过程,并构建砂岩、粉砂岩和粘土分布的预测图。模型区域的西部显示存在略微漂移的东北向岩床及其小分支。该地区东南部的乌菲姆斯基时代显示出三角洲沉积。根据沉积学模型预测河道沉积分布的方法应用于三维勘测未勘测到的区域。其目的是确定储油层的来源并规划地震勘测。
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引用次数: 0
Current hydrogeochemical profile of groundwater in the Middle Jurassic hydrogeological complex of the Lyaminsky oil and gas field 里亚明斯基油气田中侏罗纪水文地质复合体地下水水文地质化学现状剖面图
Pub Date : 2023-07-14 DOI: 10.31660/0445-0108-2023-3-11-23
R. Abdrashitova, A. A. Prudchenko, M. A. Kadyrov, M. G. Poluyanov
The aim of the study is to identify the influence of some parameters of the geological environment on the formation of the current hydrogeochemical profile in the Middle Jurassic hydrogeological complex (layers YU2-4) of the Lyaminsky oil and gas field in Western Siberia.The factors controlling the changes in the chemical composition of the groundwater (geotemperatures, influence of neotectonics, etc.) after the process of sedimentation and water accumulation were analysed on the basis of the lithogenetic theory of the transformation of the composition of groundwater during geological evolution. In the course of the research, correlation coefficients were obtained for the value of groundwater mineralisation in the complex with the modern and paleotemperatures of the Tyumen suite, the porosity coefficient and the depth of the foundation. The obtained results allowed assuming that the current hydrogeochemical profile of the Middle Jurassic hydrogeological complex is the result of the consistent action of the whole complex of factors. The results of the analysis showed that the influence of neotectonic processes on the current hydrogeochemical profile is quite probable. The reasons for the heterogeneity of mineralisation, apart from neotectonic processes, may be different, but in any case, the identification of relationships such as "Mineralisation - a parameter of the state of the geological environment" indicates a change in the concentration of salts in groundwater after their accumulation together with sediment.
本研究的目的是确定地质环境的某些参数对西西伯利亚利亚明斯基油气田中侏罗纪水文地质综合体(YU2-4层)当前水文地质化学剖面形成的影响。根据地质演变过程中地下水成分变化的岩石成因理论,分析了沉积和积水过程后地下水化学成分变化的控制因素(地质温度、新构造的影响等)。在研究过程中,获得了综合体中地下水矿化度值与秋明岩组现代和古温度、孔隙度系数和地基深度的相关系数。分析结果表明,中侏罗纪水文地质综合体目前的水文地质化学特征是整个综合因素一致作用的结果。分析结果表明,新构造过程对当前水文地质化学剖面的影响是很有可能的。除了新构造过程之外,造成矿化异质性的原因可能各不相同,但无论如何,"矿化--地质环境状况的参数 "等关系的确定表明,地下水中的盐类在与沉积物一起积累之后,其浓度发生了变化。
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引用次数: 0
Productivity of unconventional Senon reservoirs in the north of West Siberia 西西伯利亚北部非常规塞农储层的生产力
Pub Date : 2023-07-14 DOI: 10.31660/0445-0108-2023-3-24-34
Y. Gladysheva
At the current stage of geological exploration, hydrocarbon deposits have been discovered in complex reservoirs that are "unconventional" in nature. In particular, at the Medvezhye field, according to the interpretation of seismic surveys and the drilling of exploratory wells, a gas deposit was discovered in the Senonian deposits of the Nizhneberezovskaya suite of Upper Cretaceous deposits. The gas deposit of the NB formation of the Medvezhye field is characterised by productive reservoirs, mostly represented by mudstones and opoka-like clays. These rocks are characterized by low filtration parameters. Commercial gas inflows from secondary reservoir openings indicate the presence of fractured rock, as confirmed by core testing, mechanical logging. A comprehensive analysis of hydrodynamic studies of field parameters, such as reservoir pressure, drawdown, flow rate, allows calculating the filtration characteristics of a productive formation. The performance of fractured and mixed pore-fractured reservoirs is determined using induction diagrams and pressure recovery curves, the reservoir hydrodynamic model and methods for improving development in complex "unconventional" reservoirs are refined.
在目前的地质勘探阶段,在 "非常规 "性质的复杂储层中发现了碳氢化合物矿藏。特别是在梅德韦日耶油田,根据地震勘测和钻探井的解释,在上白垩统沉积的 Nizhneberezovskaya 组的 Senonian 沉积中发现了天然气储藏。梅德韦日耶气田 NB 层天然气储藏的特点是多产储层,主要由泥岩和 opoka 类粘土构成。这些岩石的过滤参数较低。经岩心测试和机械测井证实,二级储层开口处的商业天然气流入表明存在裂缝岩石。通过对储层压力、缩径、流速等现场参数的流体力学研究进行综合分析,可以计算出高产地层的过滤特性。利用感应图和压力恢复曲线确定裂缝储层和孔隙-裂缝混合储层的性能,完善储层流体力学模型和改进复杂 "非常规 "储层开发的方法。
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引用次数: 0
Strength properties and microstructure of Portland slag cement for well casings under the influence of high temperatures 高温作用下硅酸盐矿渣水泥套管强度性能及微观结构研究
Pub Date : 2023-03-13 DOI: 10.31660/0445-0108-2023-1-60-72
V. Ovchinnikov, O. Rozhkova, D. S. Rozhkova, M. Listak
Thermobaric conditions in oil and gas wells require the use of backfill materials with special physical and chemical properties. Cement composites are subject to the requirements of fluidity (to ensure uninterrupted delivery to the cementing site), timely formation of the necessary mechanical strength (to prevent the interaction between the cement glass and reservoir fluids), corrosion resistance, impermeability and durability. Therefore, the composition of the cement slurry should be selected based on the mining and geological characteristics of the well.Wellbores wall are reinforced with protective pipes, which are attached to the well with cement or cement slurry. It is needed to protect wellbores wall from rock falls, gas, oil and water shows and to isolate productive formations. If this operation is carried out qualitatively, then the outer part of the casing string will be protected from the impact of the formation fluid. Otherwise, pipe corrosion may occur, which can lead to the destruction of the cement stone and, as a result, to accidents.
油气井的温压条件要求使用具有特殊物理和化学性质的回填材料。水泥复合材料的要求包括流动性(确保不间断地输送到固井现场)、及时形成必要的机械强度(防止水泥玻璃与储层流体相互作用)、耐腐蚀性、抗渗性和耐久性。因此,应根据井的开采和地质特征选择水泥浆的组成。井壁用保护管加固,保护管用水泥或水泥浆固定在井内。它可以保护井壁免受岩石坠落、天然气、石油和水的影响,并隔离生产地层。如果该操作是定性的,那么套管柱的外部部分将不受地层流体的影响。否则,可能会发生管道腐蚀,从而导致水泥石的破坏,从而发生事故。
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引用次数: 0
Application of geoinformation systems in sounding the ecological and economic network of the urban environment in the northern territories 地理信息系统在探测北部地区城市环境生态和经济网络中的应用
Pub Date : 2023-03-13 DOI: 10.31660/0445-0108-2023-1-97-107
N. Mamaeva, S. A. Petrov
Global climate change and its impact on the environment is one of the main problems of the 21st century. In the Arctic zone, where considerable oil and gas reserves are located, warming is 2-3 times faster than the world average. Against the backdrop of increased Arctic warming, thermal pollution has created permanent urban heat islands, where urban temperatures are  1-2 degrees Celsius higher than in surrounding areas. The aim of the article was a geoinformation assessment of climatic and anthropogenic characteristics in various zones of Tyumen (recreational zones (parks and reservoirs) and the zone of urban highways) in the summer of 2021. The Earth program was used in the studies, statistical processing of the results was carried out using the IBM SPSS Statistics 21 software.  It has been found that a circadian diurnal rhythm is observed both in recreational areas (parks and reservoirs) and in the area of urban highways (wind speed, temperature and relative humidity, concentration of CO, CO2, SO2, NO2) in the summer of 2021. The revealed correlation relationships between climatic characteristics and anthropogenic pollutants and aerosols indicate that global climate change is associated with the deterioration of the ecological situation in the urban environment and doesn't depend on the landscape features of the city. 
全球气候变化及其对环境的影响是21世纪的主要问题之一。在拥有大量石油和天然气储量的北极地区,变暖的速度比世界平均速度快2-3倍。在北极变暖加剧的背景下,热污染造成了永久性的城市热岛,城市温度比周围地区高1-2摄氏度。本文的目的是在2021年夏季对秋明各个区域(休闲区(公园和水库)和城市高速公路区域)的气候和人为特征进行地理信息评估。研究采用Earth程序,采用IBM SPSS Statistics 21软件对结果进行统计处理。研究发现,在2021年夏季,休闲区(公园和水库)和城市高速公路区域(风速、温度和相对湿度、CO、CO2、SO2、NO2浓度)均存在昼夜节律。揭示了气候特征与人为污染物和气溶胶的相关关系,表明全球气候变化与城市环境生态状况的恶化有关,而不依赖于城市景观特征。
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引用次数: 0
Factors of influence on the development of self-induced hydraulic fracturing cracks 影响水力压裂自致裂缝发展的因素
Pub Date : 2023-03-13 DOI: 10.31660/0445-0108-2023-1-73-84
A. V. Syundyukov, D. K. Sagitov
The article is devoted to the regularities of the propagation of self-induced hydraulic fracturing cracks in the process of injection of the displacement agent into the formation in order to maintain reservoir pressure. Technogenic and petrological factors have a significant impact on the processes of initiation, propagation and degradation of self-induced hydraulic fracturing cracks. In modern oil and gas field practice, we are just beginning to use geomechanical simulators for private calculations and have not yet used them in integrated calculations of field development options, nevertheless, the influence of geomechanical processes of the spread of man-made cracks makes a significant contribution to the field development indicators. The aim of the study is a complex of factors that prevent and contribute to the development of self-induced hydraulic fracturing cracks. The study uses the author's methodology for estimating the crack length of a selfinduced hydraulic fracturing depending on the downhole pressure in the injection well. The results of the work have developed a classification of factors influencing the development of self-induced hydraulic fracturing cracks, a quantitative analysis of the differences in the characteristics of the spread of man-made cracks for two deposits with different geomechanical and hydrodynamic properties. The work makes a significant contribution to the understanding of the laws of the development of man-made cracks and has broad prospects for development, allowing us to significantly improve the current 3D digital models and analytical filtration models, which will improve the production of field reserves and increase the value of the oil recovery factor. 
本文研究了驱替剂注入储层以保持储层压力过程中水力压裂自生裂缝的扩展规律。工艺因素和岩石学因素对水力压裂自致裂缝的起裂、扩展和退化过程有重要影响。在现代油气田实践中,我们刚刚开始使用地质力学模拟器进行私人计算,尚未将其用于油田开发方案的综合计算,然而,人为裂缝扩展的地质力学过程的影响对油田开发指标做出了重大贡献。研究的目的是防止和促进自致水力压裂裂缝发展的复杂因素。该研究使用了作者的方法,根据注入井的井下压力来估计自导水力压裂的裂缝长度。研究结果对影响水力压裂裂缝发育的因素进行了分类,定量分析了具有不同地质力学和水动力性质的两种矿床人工裂缝扩展特征的差异。该工作对理解人工裂缝发育规律有重要贡献,具有广阔的开发前景,使我们能够显著改进现有的三维数字模型和解析过滤模型,从而提高油田储量的产量,提高采收率。
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引用次数: 0
Features of compaction of sedimentary rocks of oil and gas deposits 油气矿床沉积岩压实特征
Pub Date : 2023-03-13 DOI: 10.31660/0445-0108-2023-1-45-59
V. G. Mamyashev, A. M. Kuznetsova
The process of compaction of sediments determines the patterns of changes in the properties of rocks of oil and gas bearing sections, primarily their porosity. The porosity of rocks of different lithology varies depending on their depth. The study of the regularities of changes in the porosity of rocks is important for the identification of geological sections, for substantiating the intervals of the existence of reservoirs with intergranular porosity type, for forecasting the properties of support layers by section and for methodological support for the geological interpretation of the materials of geophysical studies of wells. The existing concept of gravitational compaction of sediments doesn't reflect a number of features of this process of rocks in real conditions. The article substantiates the conditions of precipitation formation corresponding to their transition to an initial relatively stable state. The features of precipitation formation in the initial marine and continental conditions, as well as the features of their formation in permafrost strata are substantiated.The general patterns and features of the compaction curves of typical sandstones and clays are considered according to the data of reference wells drilled within the West Siberian oil and gas basin. 
沉积物的压实过程决定了含油气剖面岩石性质的变化模式,主要是它们的孔隙度。不同岩性岩石的孔隙度随其深度的不同而不同。岩石孔隙度变化规律的研究,对于地质剖面的识别、粒间孔隙型储层存在间隔的确定、支撑层性质的剖面预测以及对井物探资料的地质解释提供方法学上的支持具有重要意义。现有的沉积物重力压实的概念并不能反映实际条件下岩石这一过程的许多特征。本文证实了它们向初始相对稳定状态过渡所对应的降水形成条件。证实了海相和陆相初始条件下降水的形成特征,以及多年冻土地层中降水的形成特征。根据西西伯利亚油气盆地内的参考井资料,探讨了典型砂岩和粘土压实曲线的一般规律和特征。
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引用次数: 0
An analysis of the influence of the technological mode of the gathering system of the oil field on the efficiency of geological and technical actions 油田集采系统工艺模式对地质技术行动效率的影响分析
Pub Date : 2023-03-13 DOI: 10.31660/0445-0108-2023-1-85-96
E. R. Shakirov
Field development at a late stage is characterized by high water-cut and considerable volumes of produced water that causes field pipeline congestion. An increase in the volume of produced water entails an increase in hydraulic resistance in pipeline sections, which may limit the effect of ongoing geological and technical actions to intensify oil production. As a result, the production rates decrease at neighboring wells, but at the same time, the hydraulic resistance in the sections of overloaded pipelines increases. In this regard, it makes sense to determine the boundary, which allows you to observe the balance between the increase in amount of geological and technical actions and the current field pipeline congestion. 
油田开发后期的特点是含水高,采出水量大,导致油田管道堵塞。采出水量的增加会增加管道段的水力阻力,这可能会限制正在进行的地质和技术行动的效果,以提高石油产量。这不仅使相邻井的产量下降,同时也使管线过载段的水力阻力增大。在这方面,确定边界是有意义的,这使您可以观察到地质和技术行动数量增加与当前油田管道堵塞之间的平衡。
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引用次数: 0
Petroleum potential of Achimov deposits in the north of Western Siberia 西西伯利亚北部阿奇莫夫矿床的石油潜力
Pub Date : 2023-03-13 DOI: 10.31660/0445-0108-2023-1-13-28
Y. Gladysheva
Western Siberia has oil and gas potential that is very important for the development of the oil and gas industry in Russia. The north of Western Siberia has special significance for the industry, that's where the maximum aggregate deposit of hydrocarbon reserves is located in fields, such as Urengoy, Yamburgskoye and Medvezhye. Over the last decade, a tendency to reduce the efficiency of geological exploration has appeared, therefore, it is necessary to conduct a comprehensive analysis of the actual material and to select priority areas. The Lower Cretaceous complex of the Cretaceous oil and gas megalithic complex located in the north of Western Siberia is the most lucrative. The Neocomian clinoform Achimov deposits of this complex are the main object of study. Achimov deposits are trapped almost throughout the Nadym-Pur interfluve area and are having a complex structure. The formation of Achimov rocks mostly took place in the deep-water part of the paleosea that affected their heterogeneity. An analysis of the geological and field parameters of the Achimov deposits determined the maximum aggregate of hydrocarbon deposits in the eastern and northern parts of the study area, as well as zones of active rifting. Geological exploration should be carried out in such zones initially. 
西西伯利亚有石油和天然气的潜力,这对俄罗斯石油和天然气工业的发展非常重要。西西伯利亚北部对该行业具有特殊的意义,那里是油气储量最大的油田,如Urengoy、Yamburgskoye和Medvezhye。在过去十年中,出现了降低地质勘探效率的趋势,因此,有必要对实际材料进行全面分析并选择优先地区。位于西伯利亚西部北部的白垩纪巨型油气杂岩中的下白垩统杂岩是最有利可图的。该杂岩的新第三纪斜形阿奇莫夫矿床是研究的主要对象。阿奇莫夫矿床几乎遍布nadim - pur断裂带,构造复杂。阿奇莫夫岩主要形成于古海深水区,影响了其非均质性。通过对阿奇莫夫矿床地质参数和野外参数的分析,确定了研究区东部和北部以及活动裂谷带的最大油气聚集。这些地区应先进行地质勘探。
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引用次数: 0
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Oil and Gas Studies
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