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Assessment of the potential for restoration of the environmental state of the natural ecosystems disturbed by development of geo-resources based on satellite data 根据卫星数据评估受地质资源开发影响的自然生态系统的环境恢复潜力
Pub Date : 2023-12-20 DOI: 10.30686/1609-9192-2023-5s-80-86
S. Ostapenko, S. Mesyats
The factors of environmental state restoration of the natural ecosystems disturbed as the result of mining mineral deposits were investigated using the case study of the phytocenosis formed on the enclosing dam of the apatite-nepheline ore processing waste storage in the Khibiny group of deposits according to the technology developed in the Mining Institute of the Kola Scientific Center of the Russian Academy of Sciences for the restoration of disturbed lands through creation of a biologically active environment without deposition of a fertile layer. Based on the data of satellite observations of the monitoring sites during the vegetation period, the impact of relief as well as the heat and moisture availability on the state of the emerging vegetation cover was studied using gradient transects of different exposures along the height of the enclosing dam slope. The spatial resolution of the satellite images was harmonized using the enhanced pan-sharpening procedure with the minimum characteristic size of the dam slope elements and the representativeness of the data obtained when assessing the vegetation cover condition using the vegetation index and the moisture stress index was ensured. Generalization was made of the relationship between the parameters characterizing the vegetation cover state and abiotic factors of its formation using a neural network model. Two artificial neural networks were trained to predict the vegetation and the plant moisture stress indices using the data set obtained from processing of visible, infrared and thermal spectral channels of satellite images of the monitoring sites. The neural network model shows that the vegetation index of the emerging vegetation cover is antibate to the plant moisture stress index - the dominant factor in restoration of the environmental state of the investigated site, and to the surface temperature of the enclosing dam of the tailing dump. Dependence of the predicted moisture stress of the phytocenosis formed ontop the enclosing dam slope on the elevation and exposure was used to assess the potential of its restoration to the forest succession stage corresponding to the phytocenosis of the surrounding natural environment. Zoning of the tailing dump according to the potential for restoration of the environmental state was performed in order to support the decision-making process when planning environmental protection measures.
根据俄罗斯科学院科拉科学中心矿业研究所开发的技术,通过在不沉积肥沃层的情况下创造生 物活性环境来恢复受干扰土地,通过对 Khibiny 矿床群磷灰石-霞石矿石加工废料贮存围坝上 形成的植物群落进行案例研究,对因开采矿床而受干扰的自然生态系统的环境状态恢复因素 进行了调查。根据植被期对监测点的卫星观测数据,利用沿围坝斜坡高度的不同暴露程度的梯度横断面,研究了地势以及热量和水分供应对新植被覆盖状况的影响。卫星图像的空间分辨率通过增强的平移锐化程序与坝坡要素的最小特征尺寸进行了协调,在使用植被指数和水分压力指数评估植被覆盖状况时,确保了所获数据的代表性。利用神经网络模型对表征植被覆盖状态的参数与其形成的非生物因素之间的关系进行了归纳。利用对监测点卫星图像的可见光、红外和热光谱通道进行处理后获得的数据集,对两个人工神经网络进行了训练,以预测植被指数和植物水分胁迫指数。神经网络模型显示,新植被覆盖的植被指数与植物水分胁迫指数(恢复调查地点环境状况的主要因素)以及尾矿堆场围坝的表面温度相关。围坝斜坡上形成的植物群落的预测湿度压力与海拔和暴露程度的关系被用来评估其恢复到与周围自然环境植物群落相应的森林演替阶段的潜力。根据环境状态的恢复潜力对尾矿堆进行分区,以便在规划环境保护措施时为决策过程提供支持。
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引用次数: 0
A tool for optimizing mining units for surface block mining models 优化地表块状采矿模型采矿单元的工具
Pub Date : 2023-12-20 DOI: 10.30686/1609-9192-2023-5s-113-118
A. Bilin, A.V. Kornienko
The MINEFRAME mining and geological information system features an algorithm and a software module to create bench-wise mining units for surface mining operations, which optimizes losses and dilution with due account for the spatial variability of the ore and gangue rock composition. The software module is based on both wireframe and pure block models, and takes into account a given development direction. The algorithm defines the mineable reserves of the deposit as a set of mining unit models. The module determines the expected levels of rational loss and dilution for each mining units of the bench, for each ore body, for the bench and for the open pit in general. The mining units also become the reference points for the design of blasting operations and the basis for the development of special measures to modify the parameters of the mining system locally. The obtained mineable reserves can be used in defining the pit boundaries and planning mining operations, and the contours of mining units will guide the design of the blast blocks. The algorithm can also be used to clarify the pit boundaries in the footwall of a sloping deposit and for economic comparison of the development options.
MINEFRAME 采矿和地质信息系统采用一种算法和一个软件模块,为露天采矿作业创建台阶式采矿单元,在充分考虑矿石和煤矸石成分的空间变化的情况下,优化损失和稀释。软件模块基于线框模型和纯块模型,并考虑到给定的开发方向。该算法将矿床的可开采储量定义为一组采矿单元模型。该模块为台阶的每个采矿单元、每个矿体、台阶和整个露天矿确定合理损失和稀释的预期水平。采矿单元也是设计爆破作业的参考点和制定特别措施以局部修改采矿系统参数的基础。获得的可开采储量可用于确定矿坑边界和规划采矿作业,而采矿单元的轮廓将指导爆破块的设计。该算法还可用于明确倾斜矿床底壁的矿坑边界,并对开发方案进行经济比较。
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引用次数: 0
Predictive assessment of pit wall stability in a tectonically stressed rock mass 构造应力岩体坑壁稳定性的预测评估
Pub Date : 2023-12-20 DOI: 10.30686/1609-9192-2023-5s-93-99
I. Semenova, I. Avetisyan
The article presents an approach to determining the stability of the pit walls and benches using a set of methods. The results of numerical modeling of the stress-and-strain state are presented for the rock mass in vicinities of one of the quarries in the Khibiny Apatite Arc. Calculations were made using elastic approach to a three-dimensional finite-element model which incorporates basic geological, mining engineering and geomechanical data. The impact of gravitational and tectonic stress field is demonstrated on the stability of the pit wall and benches during its development. Potentially unstable areas have been determined in the wall and benches of the open pit design contour. The identified features of the stress-and-strain state of the rock mass in vicinities of the pit wall make it possible to increase the justification level of technical solutions for the development of surface mining operations and to design preventive measures that would ensure the stability of structural elements of the open pit.
文章介绍了使用一套方法确定坑壁和坑底稳定性的方法。文章介绍了对基比尼磷灰石弧的一个采石场附近岩体的应力和应变状态进行数值建模的结果。计算采用三维有限元模型的弹性方法,该模型结合了基础地质、采矿工程和地质力学数据。结果表明,重力场和构造应力场对坑壁和坑台在开发过程中的稳定性产生了影响。确定了露天矿设计轮廓的坑壁和坑底潜在的不稳定区域。通过对坑壁附近岩体应力和应变状态特征的确定,可以提高露天采矿作业开发技术方案的合理性,并设计出可确保露天矿结构元素稳定性的预防措施。
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引用次数: 0
Automation of seismic events classification during seismic monitoring at a coal mine using machine learning 利用机器学习实现煤矿地震监测期间地震事件分类自动化
Pub Date : 2023-12-20 DOI: 10.30686/1609-9192-2023-5s-58-64
K.V. Romanevich, S. N. Mulev
The paper is dedicated to the development of an algorithm for automatic classification of geodynamic processes in the context of monitoring seismic activity in mines using machine learning methods. The importance of classifying geodynamic processes is noted in terms of understanding the nature of seismic phenomena, identifying their sources, assessing the potential hazard as well as their impact on the environment and the infrastructure of underground structures. The paper describes an algorithm for analyzing seismic activity based on the data obtained as the result of recording seismic events using the hardware complex and the GITS2 seismic monitoring software in a coal mine. The paper briefly examines the key artificial intelligence methods used to control and predict hazardous geodynamic phenomena. Particular attention is paid to the development of a machine learning model based on decision trees that demonstrates high accuracy in classifying seismic events. The classification accuracy of the developed model is 98,39% on the training set and 98,41% on the test set. This result indicates the high generalization ability of the model on new data and the absence of overfitting. Testing the algorithm on new data entering the system also confirms the high accuracy in classification of seismic event types with the level of 83–93%. This highlights the efficiency of machine learning methods in mine seismic control. After its trial operation, the developed machine learning model will be implemented in the GITS2 monitoring system, that will allow classification of the incoming seismic events in automatic mode.
本文致力于在使用机器学习方法监测矿井地震活动的背景下,开发一种对地球动力过程进行自动分类的算法。从了解地震现象的性质、确定其来源、评估其潜在危害及其对环境和地下结构基础设施的影响等方面,可以看出对地球动力过程进行分类的重要性。本文介绍了一种基于数据的地震活动分析算法,这些数据是在煤矿中使用硬件综合体和 GITS2 地震监测软件记录地震事件的结果。本文简要介绍了用于控制和预测危险地球动力现象的主要人工智能方法。其中特别关注了基于决策树的机器学习模型的开发,该模型在地震事件分类方面表现出很高的准确性。所开发模型在训练集上的分类准确率为 98.39%,在测试集上的分类准确率为 98.41%。这一结果表明,该模型对新数据具有很高的泛化能力,而且没有过拟合现象。对进入系统的新数据进行算法测试也证实,地震事件类型分类的准确率高达 83-93%。这凸显了机器学习方法在矿井地震控制中的高效性。试运行后,开发的机器学习模型将在 GITS2 监测系统中实施,该系统将以自动模式对输入的地震事件进行分类。
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引用次数: 0
A comprehensive analysis of results obtained in monitoring pit bench stability using geophysical survey methods 全面分析利用地球物理勘测方法监测坑台稳定性所取得的成果
Pub Date : 2023-12-20 DOI: 10.30686/1609-9192-2023-5s-87-92
V. Rybin, A. Dyakov, Yu.A. Startsev, D.V. Zaporozhets, K.N. Konstantinov, A. Kalashnik
The Response to challenges related to safety in open-pit mining of mineral deposits is based on continuous monitoring of the pit wall stability as a whole as well as the stability of problematic areas of the pit wall and individual benches. Control of the geomechanical state of the adjacent rock mass using local geophysical methods plays an important role in the overall monitoring of stability of the open-pit elements. The control allows studying in more detail the state of benches and groups of benches in critical areas of the open-pit and developing measures to ensure production safety on this basis. One of the main interdependent factors affecting the pit wall stability is, on the one hand, the size of the disturbed zone that depends on both natural and mining-induced rock fracturing; on the other hand, the level of ground water changing over time depending on the season. The importance of joint account of the factors above has stipulated to propose a comprehensive methodical approach to study water saturation and structural disturbance of rocks in the wall of a deep open-pit. The method consists in periodic, seasonally synchronized, geophysical studies using seismic profiling and GPR sounding and allows identifying the areas of high water saturation and disturbance in the adjacent rock mass. The methodological approach makes it possible to estimate the effect of the main time-varying impact factors (water saturation, natural and mining-induced disturbance, anomalies of physical properties of the rock mass) on the slope stability and provides a scientific and technical basis for developing engineering measures to improve the safety of deep open-pit mining.
露天开采矿床安全挑战的应对措施基于对坑壁整体稳定性以及坑壁问题区域和单个台阶稳定性的持续监测。利用局部地球物理方法对邻近岩体的地质力学状态进行控制,在对露天矿坑整体稳定性的监测中发挥着重要作用。通过这种控制,可以更详细地研究露天采场关键区域的岩床和岩床群的状态,并在此基础上制定确保生产安全的措施。影响坑壁稳定性的主要相互依存因素之一是扰动区的大小,这取决于自然和采矿引起的岩石断裂;另一方面是地下水位随季节的变化而变化。综合考虑上述因素的重要性,提出了一种综合方法来研究深露天采场岩壁的水饱和度和岩石结构扰动。该方法包括利用地震剖面和 GPR 探测进行周期性、季节性同步地球物理研究,从而确定邻近岩体的高水饱和度和扰动区域。这种方法可以估算出主要时变影响因素(水饱和度、自然扰动和采矿引起的扰动、岩体物理性质异常)对边坡稳定性的影响,并为制定工程措施以提高深露天开采的安全性提供科学和技术依据。
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引用次数: 0
Recommendations on operation and improvement in the quality of in-pit road maintenance at the Olympiadinsky and Blagodatny mining and processing plants 关于奥林匹亚金斯基和布拉戈达特尼采矿选矿厂运营和提高矿坑内道路维护质量的建议
Pub Date : 2023-11-15 DOI: 10.30686/1609-9192-2023-5-88-95
A. G. Zhuravlev, V. A. Cherepanov, V.A. Karpov, A.Yu. Nevezhin
A systematic increase in the volume of the rock mass extracted at the pits of the Olympiadinsky and Blagodatny ore mining and processing plants significantly raises the requirements for the smooth operation of the mining vehicles and optimization of the transportation cost due to a steady and significant increase in annual production and the average haulage distances. Along with a significant design depth (765 m for the Vostochny quarry, the Olympiadinsky ore mining and processing plant), mining is carried out within a rather narrow ring-shaped working area, which leads to high concentration of mining activities and makes it difficult to manage the operation of all types of equipment, including the process vehicles, for which the project justifies the slope angle of the pit roads to be up to 100‰, which would ensure the reduction of pit wall spreading and the decrease in the stripping volumes. The above features create specific conditions for road maintenance and require justification of measures to enhance these activities, which is one of the ways to reduce the cost of the rock mass haulage (with account of a comprehensive analysis of the current conditions and generalization of the experimental work results). Based on the results of measurements and observations of the road condition during the year, an analysis of the actual condition of the roads at the Olympiadinsky and Blagodatny ore mining and processing plants was carried out and measures to improve them were proposed. Based on the analysis of the specific features in formation and operation of the roads at the quarries of the Olympiadinsky and Blagodatny ore mining and processing plants, the article systematizes the recommendations on the in-pit road construction and maintenance. The article describes a methodology of optimizing the design (thickness) of the road topping. The economic effect of improving the condition of the in-pit roads in accordance with the increased haulage volumes has been determined.
奥林匹亚金斯基和布拉戈达特尼矿石开采和加工厂矿坑开采的岩体量不断增加,由于年产量和平均运输距离持续大幅增加,对采矿车辆的平稳运行和运输成本优化提出了更高要求。除了设计深度大(沃斯托奇采石场、奥林匹亚金斯基矿石开采和加工厂的设计深度为 765 米)之外,采矿还在一个相当狭窄的环形工作区内进行,这导致采矿活动高度集中,难以管理各类设备(包括加工车辆)的运行,为此,该项目将矿坑道路的坡度角控制在 100‰以内,这将确保减少矿坑壁的扩张和剥离量的减少。上述特点为道路维护创造了特殊条件,需要采取措施加强这些活动,这也是降低岩体运 输成本的方法之一(考虑到对当前条件的综合分析和对实验结果的归纳)。根据当年对道路状况的测量和观察结果,对奥林匹亚金斯基和布拉戈达特尼矿石开采和加工厂的道路实际状况进行了分析,并提出了改进措施。根据对奥林匹亚金斯基和布拉戈达特尼矿石开采和加工厂采石场道路形成和运行特点的分析,文章系统地提出了关于矿坑内道路建设和维护的建议。文章介绍了优化路面顶层设计(厚度)的方法。根据运输量的增加,确定了改善坑内道路状况的经济效果。
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引用次数: 0
Hypotheses on optimization of mining systems operating parameters using predictive analytics 利用预测分析优化采矿系统运行参数的假设
Pub Date : 2023-11-15 DOI: 10.30686/1609-9192-2023-5-38-42
V.N. Zakharov, M. Rylnikova, D. Klebanov, D. Radchenko
The article assesses possible approaches to enhancing the efficiency of data collection to manage mining systems and it proposes an option to formulate hypotheses on optimizing their operating parameters in dynamically changing mining and geological, mining engineering and external conditions. The method of formulating and verifying hypotheses on implicit relationships between the parameters of mining and related systems appears to be an efficient tool for targeted data collection from digital sources and their storage for use in predictive analytics. The second approach is creation of artificial intelligence systems to work with data that aim to identify deviations and adjust the operating parameters of the mining system based on retrospective analysis of the collected arrays of historical information, without having hypotheses formulated in advance when managing the mining system. In addition to hypotheses on the regularities and relationships between the mining system parameters, the article emphasizes the importance of forecasting and accounting for the extent of changes in the parameters of the related systems. The related systems mean such systems as the environment and society, which interact with the mining systems in time and space. Moreover, the functioning of the latter, due to the global scale of man-caused transformation of the lithosphere, results in inevitable changes in the state of the related systems. Only the big data technologies can make it possible to reveal implicit regularities in changes in the parameters of each adjacent system, including identification of rational indicators of the mining systems operation. The paper emphasizes the data collection based on the principle of capturing all changes of the information from the digital sources. Based on this principle, we propose to standardize the approach to data collection for mining systems management
文章评估了提高数据收集效率以管理采矿系统的可能方法,并提出了在动态变化的采矿、地质、采矿工程和外部条件下优化其运行参数的假设方案。就采矿和相关系统参数之间的隐含关系提出假设并进行验证的方法似乎是一种高效的工具,可用于从数字来源有针对性地收集数据并将其存储起来,以用于预测分析。第二种方法是创建人工智能系统来处理数据,其目的是根据对所收集的历史信息阵列的回顾性分析来识别偏差并调整采矿系统的运行参数,而无需在管理采矿系统时事先提出假设。除了对采矿系统参数之间的规律性和关系提出假设外,文章还强调了预测和计算相关系统参数变化程度的重要性。相关系统是指在时间和空间上与采矿系统相互作用的环境和社会等系统。此外,由于人类对岩石圈造成了全球性的改变,后者的运作不可避免地会导致相关系统的状态发生变化。只有大数据技术才能揭示每个相邻系统参数变化的隐含规律性,包括确定采矿系统运行的合理指标。本文强调数据收集的原则是捕捉数字源信息的所有变化。根据这一原则,我们建议对采矿系统管理的数据收集方法进行标准化
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引用次数: 0
Technological equipment control system using virtual reality devices 利用虚拟现实设备的技术设备控制系统
Pub Date : 2023-11-15 DOI: 10.30686/1609-9192-2023-5-124-129
S. Kizilov, M. Nikitenko, D. Khudonogov, B. Neogi, D.O. Verkhovtsev
The article describes the developed technology of remote parameter monitoring and equipment control using virtual reality. The advantages of this technology and the VR devices have been considered in relation to the conventional way to visualize technological information of the SCADA systems on the screens. A SCADA prototype was developed based on a 3D interface displayed by means of a VR headset for operator to interact with the virtual objects. Scaled operating models of the mechanized roof support sections as part of the longwall system with servo-drives that ensure thrust and unloading of the section were used as technological equipment. The virtual control interface both reproduces the control objects and displays their response to the control inputs in an interactive mode. The paper presents a block diagram of the algorithm that features interaction between the interactive virtual objects and the physical models; a structural diagram of the software data exchange between the virtual reality and the physical objects, the front control panel on the operator's PC screen and the control interface from the virtual environment. The technology of process equipment control described in the article and based on displaying a 3D visualization of the SCADA interface allowed to change the level of operator's "immersion" into the workflow, enhancing concentration on the controlled parameters.
文章介绍了利用虚拟现实技术开发的远程参数监测和设备控制技术。与在屏幕上可视化 SCADA 系统技术信息的传统方式相比,该技术和 VR 设备的优势得到了考虑。我们开发了一个 SCADA 原型,其基础是通过 VR 头显显示的 3D 界面,以便操作员与虚拟对象进行交互。作为长壁系统的一部分,机械化顶板支撑部分的按比例操作模型被用作技术设备,其伺服驱动器可确保顶板支撑部分的推力和卸力。虚拟控制界面既再现了控制对象,又以交互模式显示了它们对控制输入的响应。论文介绍了以交互式虚拟对象和物理模型之间的交互为特征的算法框图;虚拟现实和物理对象、操作员 PC 屏幕上的前端控制面板和虚拟环境控制界面之间的软件数据交换结构图。文章中描述的过程设备控制技术基于 SCADA 界面的三维可视化显示,可改变操作员对工作流程的 "沉浸 "程度,使其更加专注于受控参数。
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引用次数: 0
On utilization of concentration tailings of non-ferrous metal ores 关于有色金属矿浓缩尾矿的利用
Pub Date : 2023-11-15 DOI: 10.30686/1609-9192-2023-5-96-101
V. I. Golik, A. Titova, G. I. Titov
One of the issues of non-ferrous metallurgy is the high losses of metals during concentration as part of complex processing of the ores. The mineral resource base of non-ferrous metals in Russia is affected by the shortcomings of certain concentration processes that have a negative impact on the efficiency of commodity production. Human-generated wastes of non-ferrous metallurgy industries often form reserves that are comparable to the natural deposits of primary ores. In addition to the economic losses from incomplete metal recovery, dumping of mining waste creates environmental problems. Current Russian technologies fail to ensure waste-free concentration processes. Upgrading of the concentration processes is done through introduction of hydro-metallurgical treatment operations, which results in changes of the mineral properties that leads to better ore liberation and enhanced metal recovery. It is also possible to increase the metal recovery by boosting the activity of minerals through their treatment with surfactants. The efficiency of mechanochemical activation of the leaching processes has been discussed in the leading Russian and foreign scientific journals and magazines, and is being further developed in research activities on the subject. The technology performance is improved when traditional technologies are combined with new wastefree hydrometallurgical processes through introduction of disintegrator-type activators into the process flow.
有色金属冶金的问题之一是,作为矿石复杂加工的一部分,在浓缩过程中金属损失很大。俄罗斯有色金属矿产资源基础受到某些浓缩工艺缺陷的影响,这些缺陷对商品生产效率产生了负面影响。有色金属冶金工业中人为产生的废料往往会形成与天然原生矿石储量相当的储量。除了金属回收不彻底造成的经济损失外,倾倒采矿废料还会造成环境问题。俄罗斯目前的技术无法确保浓缩过程不产生废物。通过引入湿法冶金处理工艺来提升选矿工艺,从而改变矿物特性,更好地解放矿石,提高金属回收率。此外,还可以通过使用表面活性剂提高矿物的活性来提高金属回收率。俄罗斯和国外的主要科学期刊杂志都对机械化学激活浸出工艺的效率进行了讨论,并在相关研究活动中得到了进一步发展。通过在工艺流程中引入分解型活化剂,将传统工艺与新型无废物湿法冶金工艺相结合,可以提高工艺性能。
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引用次数: 0
Assessment of directions to use man-made resources in the development of various types of mineral raw materials 评估利用人工资源开发各类矿物原料的方向
Pub Date : 2023-11-15 DOI: 10.30686/1609-9192-2023-5-102-107
A. V. Sokolovsky, N.V. Gonchar
The paper reviews the issues related to closure of the Korkinsky coal mine in the Chelyabinsk Region. The authors describe the directions to utilize such man-made resources as open-pit excavation, overburden, and tailings generated during mining of coal and newly developed copper ore deposits. An assessment of possible ways to use man-made resources is provided in relation to abandonment of the worked-out Korkinsky coal mine. Backfilling with copper ore dressing tailings has been justified as the most rational way to abandon the worked-out coal strip mine. The paper describes the process of the backfill material production and its transportation to the discharge point. Backfilling of the Korkinsky coal mine with backfill material will help to solve environmental and social challenges of the region.
本文回顾了关闭车里雅宾斯克州科尔金斯基煤矿的相关问题。作者介绍了利用人工资源的方向,如露天开采、覆盖层以及在开采煤矿和新开发的铜矿过程中产生的尾矿。就废弃已开采完毕的科尔金斯基煤矿问题,作者对可能的人工资源利用方式进行了评估。铜矿选矿尾矿回填被认为是废弃已开采过的带状煤矿的最合理方式。本文介绍了回填材料的生产和运输过程。用回填材料回填科尔金斯基煤矿将有助于解决该地区的环境和社会问题。
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引用次数: 0
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Mining Industry Journal (Gornay Promishlennost)
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