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Contamination of the Dzheltulak-1 river basin under alluvial gold mining (the Amur region) 冲积金矿开采对热尔图拉克1河流域的污染(阿穆尔河地区)
Pub Date : 2021-12-28 DOI: 10.21285/2686-9993-2021-44-4-471-484
V. Radomskaya, S. Radomskiy, A. S. Segrenev, S. Kulik
The purpose of the introduced research is to study the environmental impact of placer gold mining. The object of the study is natural and natural-man-made geosystems of the Dzheltulak-1 river located in the Amur region. The content of the main cations and microelements in water samples was determined by atomic emission and mass spectral methods. The content of micro- and rock-forming elements in bottom sediments and soils was determined by X-ray fluorescence using XRF-1800 X-ray spectrometer (Shimadzu, Japan). The results of the conducted studies indicate that the contents of iron, manganese, copper, aluminum, vanadium, molybdenum, mercury and ammonium ions exceed commercial fishery standards in a significant part of the surface water samples. It is found out that settlement ponds negatively affect the water quality in the river Dzheltulak-1 downstream due to the dam drainage. The highest concentrations of dissolved forms of mercury were noted in the water of the settlement ponds. The gross content of arsenic in the samples of bottom sediments and soils exceeds sanitary and hygienic standards by 2.7–14.5 times. The distributions of mercury as the most dangerous pollutant among the biogenic components of geochemical landscape were worked out in detail. Mercury contamination of soils was classified according to the forms of mercury occurrence: free, physically sorbed, chemisorbed, sulfide and isomorphic. It has been shown that the free form is characteristic of fresh mercury contamination due to the use of prohibited technological schemes for gold-bearing sands separation by the amalgamation method.
本研究的目的是研究砂金开采对环境的影响。研究的对象是位于阿穆尔河地区的Dzheltulak-1河的自然和自然-人造地质系统。采用原子发射法和质谱法测定了水样中主要阳离子和微量元素的含量。采用XRF-1800型x射线光谱仪(日本岛津),用x射线荧光法测定了海底沉积物和土壤中微量元素和成岩元素的含量。所进行的研究结果表明,在相当一部分地表水样品中,铁、锰、铜、铝、钒、钼、汞和铵离子的含量超过商业渔业标准。研究发现,由于大坝排水,沉降池对Dzheltulak-1河下游的水质产生了负面影响。在定居池塘的水中发现了最高浓度的溶解形式的汞。底泥和土壤样品中砷的总含量超过卫生卫生标准的2.7 ~ 14.5倍。详细计算了汞作为最危险污染物在地球化学景观生物成因组分中的分布。根据汞的赋存形式对土壤汞污染进行了分类:游离汞、物理吸附汞、化学吸附汞、硫化物汞和同构汞。由于采用了禁止的工艺方案,用汞合并法分离含金砂时,自由形态具有新鲜汞污染的特征。
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引用次数: 0
Parameter substantiation of supra bit jet pump for productive formation opening 超钻头喷射泵生产井眼参数确定
Pub Date : 2021-12-28 DOI: 10.21285/2686-9993-2021-44-4-433-440
A. Melnikov, N. Buglov
The purpose of the study is to develop a supra bit jet pump taking into account the unsteadiness of low-speed drilling for crushing the cuttings injected from the annular space under productive formation opening. The article proposes a device for drill string bottom assembly intended for the initial opening of the productive formation. The device includes a supra bit jet pump and a colmatator. The jet pump creates an additional circulation loop of the drilling fluid above the well bottom, crushes the cuttings injected from the annular space in the mixing chamber and delivers it to the colmatator. An additional circulation loop above the well bottom creates a local drawdown of the formation while maintaining the hydrostatic pressure in the well. Crushing of cuttings in the mixing chamber of the jet pump occurs due to the creation of cross flows in the jet pump. The cross flows are provided due to the angular and eccentric displacement of the working nozzle of the jet pump relative to the mixing chamber. The colmatator creates an impermeable screen on the borehole wall for temporary isolation of the productive formation under initial opening. The conducted study allowed the authors to propose head characteristics of the jet pump taking into account the angular, eccentric displacement of the working nozzle. The head characteristic of the jet pump has been developed for the unsteady operation of the jet pump in the drill string bottom assembly. The head characteristics take into account the roughness of the flow path of the jet pump. Using the head characteristics, the permissible displacements of the working nozzle of the jet pump have been determined. Recommendations for the design of jet pumps for drill string bottom assemblies are proposed.
该研究的目的是开发一种考虑低速钻井不稳定性的超钻头喷射泵,用于破碎在生产地层开度下从环空空间注入的岩屑。本文提出了一种用于生产地层初开的钻柱底部组合装置。该装置包括一个超钻头喷射泵和一个准直器。喷射泵在井底上方形成一个额外的钻井液循环回路,粉碎从混合室环空注入的岩屑,并将其输送到准直器。井底上方的一个额外循环回路在保持井内静水压力的同时,产生了地层的局部下降。在喷射泵的混合室中,由于在喷射泵中产生了横流,导致岩屑破碎。由于喷射泵的工作喷嘴相对于混合室的角和偏心位移而提供交叉流。准直器在井壁上形成一个不透水的筛管,在初始开孔条件下暂时隔离生产地层。所进行的研究使作者能够提出考虑到工作喷嘴的角偏心位移的喷射泵的头部特性。针对喷油泵在钻柱底部组件中的不稳定运行,发展了喷油泵的扬程特性。扬程特性考虑了喷射泵流道的粗糙度。利用水头特性,确定了喷射泵工作喷嘴的允许位移。对钻柱底部组件喷射泵的设计提出了建议。
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引用次数: 1
Morphometric analysis for flood flow formation feature identification (on example of Ulaanbaatar agglomeration) 洪水形成特征识别的形态计量学分析(以乌兰巴托集聚为例)
Pub Date : 2021-12-28 DOI: 10.21285/2686-9993-2021-44-4-458-470
E. Kozyreva, A. A. Rybchenko, S. Demberel
Water flows with significant flow rate feature a high destructive force and can lead to catastrophic consequences. Fluvial processes caused by uneven distribution of rain precipitation over the area pose risks to the developed inland foothill territories. The purpose of this study is to carry out a quantitative morphometric analysis of the territory in order to identify the formation features of flood flows. The analysis and ranking of catchment basins are performed using a basin approach. On the basis of SRTM images and the use of stock cartographic material in the GIS program the authors have built specialized electronic maps that allow to obtain quantitative parameters reflecting the morphometry of the basins under analysis including basin geometry, drainage network and terrain relief. On example of the Ulaanbaatar agglomeration territory it is shown how initial morphometric parameters of basins and watercourses (length, width, area, perimeter, erosion dissection, drainage network density, terrain relief coefficient, Melton coefficient, etc.) form the features of flood flow. For developed territories, the initial data on the catchment basin morphometry constitute the basis for compilation of specialized maps to be used in planning and construction. The combination of morphometric indicators on the territory of the Ulaanbaatar agglomeration indicates that there is possibility of large flood formation and development of dangerous mudstone flows in some catchment basins.
大流量水流具有很高的破坏力,可能导致灾难性的后果。该地区降雨分布不均造成的河流作用对发达的内陆山麓地区构成了威胁。本研究的目的是对该地区进行定量的形态计量学分析,以确定洪水的形成特征。采用流域法对流域进行分析和排序。在SRTM图像的基础上,利用GIS程序中的原始地图资料,作者建立了专门的电子地图,可以获得反映所分析盆地形态的定量参数,包括盆地几何、流域网络和地形起伏。以乌兰巴托集聚区为例,展示了流域和水道的初始形态参数(长度、宽度、面积、周长、侵蚀分解、排水网络密度、地形起伏系数、梅尔顿系数等)是如何形成洪水流动特征的。对于发达地区,集水区形态测量学的初步数据构成了编制规划和建设中使用的专门地图的基础。结合乌兰巴托块体境内的形态计量学指标,表明在某些集水区存在大洪水形成和危险泥岩流发育的可能性。
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引用次数: 0
Development of a new empirical correlation for predicting formation volume factor of reservoir oil using artificial intelligence 基于人工智能的储层体积系数预测新经验关联方法的建立
Pub Date : 2021-12-27 DOI: 10.21285/2686-9993-2021-44-4-408-416
Венеровна Шакирова, Александр Андреевич Александров, Михаил Вячеславович Семыкин, Elvira V. Shakirova, Aleksandr A. Aleksandrov, M. V. Semykin
It is known that oil in reservoir conditions is characterized by the content of a certain amount of dissolved gas. As reservoir pressure decreases this gas is released from oil significantly changing its physical properties, primarily its density and viscosity. In addition, the oil volume also reduces, sometimes by 50–60 %. In this regard, when calculating reserves, it is necessary to justify the reduction amount of the reservoir oil volume when oil is extracted to the surface. For this purpose, the concept of formation volume factor of reservoir oil has been introduced. The formation volume factor of oil is considered one of the main characterizing parameters of crude oil. It is also required for modeling and predicting the characteristics of an oil reservoir. The purpose of the present work is to develop a new empirical correlation for predicting the formation volume factor of reservoir oil using artificial intelligence methods based on MATLAB software, such as: an artificial neural network, an adaptive neuro-fuzzy inference system, and a support vector machine. The article presents a new empirical correlation extracted from the artificial neural network based on 503 experimental data points for oils from the Eastern Siberia field, which was able to predict the formation volume factor of oil with the correlation coefficient of 0.969 and average absolute error of less than 1 %. The conducted study shows that the prediction accuracy of the desired parameter in the developed artificial intelligence model exceeds the accuracy of study results obtained by conventional statistical methods. Moreover, the model can be useful in the prospect of process optimization in field planning and development.
已知储层条件下的油以一定数量的溶解气含量为特征。随着储层压力的降低,这些气体从石油中释放出来,显著改变了石油的物理性质,主要是密度和粘度。此外,油体积也会减少,有时会减少50 - 60%。在这方面,在计算储量时,有必要证明当石油开采到地面时,储层油体积的减少量。为此,引入了储层油地层体积系数的概念。原油的地层体积系数是原油的主要表征参数之一。它也需要建模和预测油藏的特征。本工作的目的是利用基于MATLAB软件的人工智能方法,如:人工神经网络、自适应神经模糊推理系统和支持向量机,建立一种新的经验关联预测储层油的地层体积因子。本文基于东西伯利亚油田503个实验数据点,利用人工神经网络提取了一种新的经验关联,能够预测石油的地层体积因子,相关系数为0.969,平均绝对误差小于1%。研究表明,所建立的人工智能模型对所需参数的预测精度超过了传统统计方法研究结果的精度。此外,该模型可用于现场规划和开发过程优化的前景。
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引用次数: 1
Irkutsk school of mining engineers is celebrating 90th anniversary 伊尔库茨克矿业工程学院正在庆祝建校90周年
Pub Date : 2021-12-27 DOI: 10.21285/2686-9993-2021-44-4-358-368
B. Talgamer
It is in 1930 that the training of mining engineers began in Eastern Siberia on the basis of the Siberian Mining Institute (now Irkutsk National Research Technical University). In 1931 the Department of Mining Arts was organized, which later was named the Department of Mineral Deposits Development. Over the years, the Department has trained more than 7000 graduates – mining engineers, who made a huge contribution in the development of the mining industry in the Irkutsk region and neighboring territories including Mongolia. The Department has trained more than a hundred mining engineers and Masters of science for Mongolia; assisted the lecturers and professors of the Mongolian Polytechnic University (now Mongolian University of Science and Technology) in organizing the educational process for training specialists for the country's mining industry. At its different formation stages the Department of Mineral Deposits Development was headed by well-known scientists – mining engineers, who created three scientific schools for the development of coal, placer and gold deposits; the obtained scientific results were marked with two State awards of the Russian Federation, dozens of doctoral and candidate dissertations were defended and about 100 patents were received. Today, the Department super- vises the training of mining engineers in open-pit and underground mining of mineral deposits, carries out a large amount of research and design work on the orders from mining enterprises, trains academic staff, develops new technologies and technical solutions in order to improve mining operations. The Department is deeply involved in the cooperation with mining enterprises, research and design organizations, as well as with universities that train mining engineers.
1930年,在西伯利亚矿业学院(现为伊尔库茨克国立技术研究大学)的基础上,东西伯利亚开始培训采矿工程师。1931年成立了采矿艺术系,后来被命名为矿藏开发部。多年来,该部门培养了7000多名毕业生采矿工程师,他们为伊尔库茨克地区和包括蒙古在内的邻近地区的采矿业发展做出了巨大贡献。该系为蒙古培养了一百多名采矿工程师和理学硕士;协助蒙古理工大学(现为蒙古科技大学)的讲师和教授组织培训该国采矿业专家的教育过程。在其不同的形成阶段,矿藏开发部由著名的科学家——采矿工程师领导,他们创建了三个科学流派来开发煤、砂矿和金矿;所取得的科学成果获得俄罗斯联邦两项国家奖项,为数十篇博士和候选人论文辩护,获得约100项专利。今天,该系负责监督露天和地下矿床开采采矿工程师的培训,根据矿山企业的订单开展大量的研究和设计工作,培训学术人员,开发新技术和技术解决方案,以改进采矿作业。该部深入参与与采矿企业、研究和设计组织以及与培养采矿工程师的大学的合作。
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引用次数: 1
Simulation of tectonic stress field and prediction of fracture distribution in shale reservoir 页岩储层构造应力场模拟及裂缝分布预测
Pub Date : 2021-12-27 DOI: 10.21285/2686-9993-2021-44-4-397-407
W. Ding, Weite Zeng, Ruyue Wang, Kai Jiu, Zhe Wang, Yaxiong Sun, Xinghua Wang
In this paper, a finite element-based fracture prediction method for shale reservoirs was proposed using geostress field simulations, uniaxial and triaxial compression deformation tests, and acoustic emission geostress tests. Given the characteristics of tensile and shear fractures mainly developed in organic-rich shales, Griffith and Coulomb – Mohr criteria were used to calculate shale reservoirs' tensile and shear fracture rates. Furthermore, the total fracture rate of shale reservoirs was calculated based on the ratio of tension and shear fractures to the total number of fractures. This method has been effectively applied in predicting fracture distribution in the Lower Silurian Longmaxi Formation shale reservoir in southeastern Chongqing, China. This method provides a new way for shale gas sweet spot optimization. The simulation results have a significant reference value for the design of shale gas horizontal wells and fracturing reconstruction programs.
基于地应力场模拟、单轴和三轴压缩变形试验以及声发射地应力试验,提出了一种基于有限元的页岩储层裂缝预测方法。针对富有机质页岩主要发育张剪裂缝的特点,采用Griffith准则和Coulomb - Mohr准则计算页岩储层张剪裂缝速率。根据张缝和剪切缝占裂缝总数的比例计算页岩储层总裂缝率。该方法已在渝东南地区下志留统龙马溪组页岩储层裂缝分布预测中得到有效应用。该方法为页岩气甜点优选提供了新的思路。模拟结果对页岩气水平井设计和压裂改造方案具有重要的参考价值。
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引用次数: 0
Geologic and geophysical exploration of the Russian Arctic in search for new oil and gas regions 对俄罗斯北极地区进行地质和地球物理勘探,以寻找新的石油和天然气区
Pub Date : 2021-12-27 DOI: 10.21285/2686-9993-2021-44-4-382-396
A. Kharitonov
Many specialists who studied Russian Arctic and subarctic regions consider that the latter should be rich in various minerals, for example, gold, tin, coal, kimberlites and, especially in oil and gas. The purpose of the article is to show the potential of regional geological and geophysical (remote sensing) methods for the study of tectonic and morphological features of the structure of the Arctic region subsoil allowing to conduct a regional study of potential resources of oil and gas in the Arctic shelf areas as well as in the mountainous or swampy Subarctic regions of Eastern Siberia inaccessible for other exploration methods (for example, seismic surveying). This article presents the results of the conducted scientific work, which together with other geological and geophysical methods will make it possible to carry out better aerospace studies of the tectonic structure of the Arctic region. In particular, the article introduces a block diagram of a computer software package for mathematical processing and the geological and geophysical interpretation of remote sensing data obtained as a result of measurements over the Arctic and Subarctic regions. The findings obtained on morphological (concentric) structures of the central type formed as a result of the occurrence of paleo-mantle plumes are compared with independent data on geological and geophysical sections of the earth's crust constructed in the zones where these structures are located. The obtained data on the oil and gas potential of some regions of the Arctic and Subarctic are compared with the results of forecasts made by other researchers and organizations.
许多研究俄罗斯北极和亚北极地区的专家认为,后者应该富含各种矿物,例如金、锡、煤、金伯利岩,特别是石油和天然气。本文的目的是展示区域地质和地球物理(遥感)方法的潜力,用于研究北极地区底土结构的构造和形态特征,从而对北极大陆架地区以及西伯利亚东部山区或沼泽亚北极地区的潜在石油和天然气资源进行区域研究,其他勘探方法(例如,地震测量)无法到达。本文介绍了所进行的科学工作的结果,这些结果与其他地质和地球物理方法一起,将使对北极地区构造结构进行更好的航空航天研究成为可能。本文特别介绍了一个计算机软件包的框图,该软件包用于对北极和亚北极地区的测量结果所获得的遥感数据进行数学处理和地质和地球物理解释。将古地幔柱形成的中心型形态(同心)构造的发现与这些构造所在地区构造的地壳地质和地球物理剖面的独立数据进行了比较。将获得的北极和亚北极某些地区的油气潜力数据与其他研究人员和组织的预测结果进行了比较。
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引用次数: 0
Structure of the Erdenet ore district according to gravimetric data 根据重测资料的额尔登涅特矿区构造
Pub Date : 2021-12-27 DOI: 10.21285/2686-9993-2021-44-4-369-381
E. Turutanov, V. Kanaykin
The purpose of the study is construction of a model of the upper crust structure of the ore region in Mongolia and the three-dimensional mapping of intrusive bodies with which copper-porphyry mineralization is associated. An areal gravity survey was carried out with an observation density of 1 point per 6 km2 with the measurement accuracy of ±0.8 mGal. As a result, it was found that copper-molybdenum ore occurrences of the area including the Erdenet ore district are confined to local gravitational minima, which are interpreted as thickening of the body of the Selenga granitoids. The latter are confined to local depressions of this body base. The spatial proximity of supply channels of small ore-bearing intrusions and large granitoid bodies of the Selenga complex has been established. Porphyry ore intrusions are confined to rather wide (about 10 km) zones located above the depressions of the base of all intrusions of the Selenga complex (both granitoid and diorite). Since the local base depressions of the granitoid intrusions correspond to the position of magma supply channels, ore-bearing small intrusions were introduced approximately in the same places where the supply channels of granitoid intrusions of the Selenga complex existed. Therefore, it can be assumed that this case is characterized by not only tectonic inheritance (confined to the same faults and their intersection points), but also by a genetic one, since residual melts of the same foci, in which intrusion magma of the Selenga complex was generated might be the sources of small intrusions. From this point of view, the expediency of distinguishing an independent Erdenet complex seems to be controversial. Geophysical data on the spatial proximity of specified intrusion supply channels permit only to raise the question of such expediency. The solution to this issue is possible on the basis of a comprehensive analysis of petrological and geochemical data.
研究的目的是建立蒙古矿区上地壳构造模型,并对与铜斑岩成矿有关的侵入体进行三维填图。采用面形重力测量,观测密度为1点/ 6 km2,测量精度为±0.8 mGal。结果表明,包括额尔登涅特矿区在内的该区铜钼矿产状局限于局部重力极小值,解释为色楞嘎花岗岩体的增厚。后者局限于该体基部的局部洼地。建立了色楞嘎杂岩体小型含矿岩体与大型花岗岩体供给通道的空间接近性。斑岩矿侵入体局限于相当宽(约10公里)的区域,这些区域位于色楞格杂岩(花岗质和闪长岩)所有侵入体底部的凹陷之上。由于花岗岩类侵入体的局部基底凹陷与岩浆供应通道的位置相对应,因此含矿小型侵入体的引入位置与色楞嘎杂岩花岗岩类侵入体供应通道的位置大致相同。因此,可以认为本案例不仅具有构造继承的特征(局限于同一断裂及其交点),而且具有成因继承的特征,因为Selenga杂岩侵入岩浆产生的同一震源的残余熔体可能是小型侵入的来源。从这个角度来看,区分独立的额尔登特复合体的权宜之计似乎是有争议的。关于特定入侵供应通道的空间邻近的地球物理数据只允许提出这种权宜之计的问题。在对岩石学和地球化学资料进行综合分析的基础上,解决这一问题是可能的。
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引用次数: 0
Scree formation on nonmining flank of an opencast and its impact on vegetation restoration 露天矿非采掘侧翼碎石形成及其对植被恢复的影响
Pub Date : 2021-10-30 DOI: 10.21285/2686-9993-2021-44-3-323-332
K. P. Galaida, B. Talgamer
The purpose of the conducted research is to study the regularities of scree formation and assess their impact on self-vegetation of disturbed lands after mining of building stone deposits. The processes of natural formation of scree have been studied, their layering and gravitational alignment have been determined, the factors causing pit bench collapse have been identified. Simulation of the scree formation process allowed to establish the dependence of rock spreading distance on bench height, bench slope angles, as well as on the weight of individual pieces. The slope bench angles with the largest and smallest rock spread distance were found. The simulation showed the influence of the slope bench angles and parameters of the scree formed at the foot of pit benches on the range of debris spread. Three distinct formation stages of scree at the foot of the benches are identified. The angles of transition from one stage of scree formation to another are determined. Recommendations are given to improve the conditions of self-vegetation and minimize the negative factor of scree formation. To form a layer of loose sediments on horizontal bench sites it is proposed to use rocks from scree, which can dramatically reduce the cost of reclamation rather than imported man-made mixture or potentially fertile soils. In order to increase self-vegetation intensity on the flanks of opencasts, it is recommended to increase the bench height and berm width without changing the design angle of the opencast flank slope. To reduce the adverse impact of scree formation on vegetation restoration on the sides at the bench foot, it is proposed to form a trench collecting falling rocks or a rockprotecting wall.
本研究的目的是研究建筑石矿开采后碎石形成的规律,并评价其对扰动地自植被的影响。研究了矸石的自然形成过程,确定了矸石的层状和重力走向,确定了导致采场台阶坍塌的因素。通过对碎石形成过程的模拟,可以确定岩石扩散距离与台阶高度、台阶坡度以及单个石块的重量之间的关系。找到了岩石铺展距离最大和最小的斜坡台阶角。模拟结果显示了坡台角度和坑台底部形成的碎石参数对岩屑扩散范围的影响。在长凳的脚下确定了三个不同的砾石形成阶段。确定了从一个阶段到另一个阶段的过渡角度。提出了改善自植被条件,尽量减少成砂的不利因素的建议。为了在水平台阶上形成一层松散的沉积物,建议使用碎石中的岩石,这可以大大降低开垦的成本,而不是进口人造混合物或潜在的肥沃土壤。建议在不改变露天边坡坡面设计角度的情况下,增加台阶高度和护坡宽度,以增加露天边坡侧坡自植被强度。为减少梯脚两侧碎石形成对植被恢复的不利影响,建议在梯脚两侧形成落石沟或护岩墙。
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引用次数: 1
Construction and applications of knowledge graph of porphyry copper deposits 斑岩型铜矿知识图谱的构建与应用
Pub Date : 2021-10-30 DOI: 10.21285/2686-9993-2021-44-3-204-218
Yongzhang Zhou, Qianlong Zhang, Wenjie Shen, Fan Xiao, Yanlong Zhang, Shiwu Zhou, Yongjian Huang, Junjie Ji, Lei Tang, Chong Ouyang
A knowledge graph is becoming popular due to its ability to describe the real world by using a graph language that can be understood by both humans and machines using computer technologies. A case study to construct the knowledge graph of porphyry copper deposits is presented in this paper. First of all, the raw text data is collected and integrated from selected porphyry copper deposits and porphyry-skarn copper deposits in the Qinzhou Bay – Hangzhou Bay metallogenic belt, South China. Second, the text's entities, relations, and attributes are labeled and extracted with reference to the conceptual model of porphyry copper deposits in the study area. The third, a knowledge graph of porphyry copper deposits, was constructed using Neo4j 4.3. The resulted knowledge graph of porphyry copper deposit has the basic functions of an application. Furthermore, as part of a planned integrated knowledge graph from a single deposit, through an upper-geared metallogenic series, to a high-top metallogenic province, the understanding from the present study may be extended to mineral resource prospectivity and assessment beyond today. The interrelationship between the earth system, the metallogenic system, the exploration system, and the prospectivity and assessment (ES-MS-ES-PS) should be completely understood, and a knowledge graph system for ES-MS-ES-PS is needed. The key scientific and technological problems for achieving the ES-MS-ES-PS knowledge graph system are included in the progressively relative system of the domain ontology and knowledge graph of ES-MS-ES-PS, the automatic construction technology of complicated ESMS-ES-PS domain ontology and knowledge graph, the self-evolution and complementary techniques for multi-modal correlation data embedding in the ES-MS-ES-PS knowledge graph, and the knowledge graph, big data mining and artificial intelligence based on ES-resource prospectivity, and assessment theory, and methods.
知识图谱正变得越来越流行,因为它能够通过使用人类和使用计算机技术的机器都能理解的图形语言来描述现实世界。本文以斑岩型铜矿为例,介绍了构建斑岩型铜矿知识图谱的方法。首先,对钦州湾-杭州湾成矿带中选定的斑岩型铜矿床和斑岩-夕卡岩型铜矿床的原始文本数据进行了采集和整合。其次,参照研究区斑岩铜矿概念模型,对文本的实体、关系和属性进行标注和提取;第三,利用Neo4j 4.3构建斑岩型铜矿知识图谱。所得的斑岩型铜矿知识图谱具有基本的应用功能。此外,作为从单个矿床到上齿轮成矿系列,再到高顶成矿省的规划综合知识图谱的一部分,本研究的认识可以延伸到今天以后的矿产资源找矿和评价。要全面认识地球系统、成矿系统、找矿系统和找矿评价系统(ES-MS-ES-PS)之间的相互关系,建立ES-MS-ES-PS知识图谱系统。实现ES-MS-ES-PS知识图谱系统的关键科技问题包括:ES-MS-ES-PS领域本体和知识图谱的递进相对系统、复杂ESMS-ES-PS领域本体和知识图谱的自动构建技术、ES-MS-ES-PS知识图谱中多模态相关数据嵌入的自进化和互补技术、知识图谱、基于es的大数据挖掘和人工智能——资源远景、评价理论、方法。
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引用次数: 1
期刊
Earth sciences and subsoil use
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