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Pre-activation of nepheline before the enrichment 富集前对霞石进行预活化
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.31643/2023/6445.43
Akhmadiyeva Nazym Kanatovna, Abdulvaliyev Rinat Abdulvaliyev, A. Akcil, Manapova Alfiyam
Due to limited reserves of bauxite, nepheline can be used in the industrial production of alumina in Kazakhstan. The most promising deposit is the nepheline syenites of the Kubasadyr deposit. Currently, there is no effective technology for processing nepheline ores. High energy intensity, capital intensity and significant emissions into the atmosphere are the main drawbacks of the conventional technology of nepheline ore processing by sintering method. Efficient hydrochemical processing of nepheline requires pre-enrichment with the separation of a part of silica. According to the existing technology of chemical enrichment in an alkaline solution at a temperature of 280⁰С, the silica extraction degree is no more than 36%. A pre-roasting at 500⁰C is used to increase the extraction rate of silica and this process permits an increase in the extraction rate to 65%. The paper presents the results of the chemical activation of nepheline syenites in a solution of sodium hydrogen carbonate. The optimum conditions of activation are determined. Activation at a temperature of 280 ⁰C resulted in a change in the phase composition of the feedstock and increases the degree of silica extraction up to 65,5%. The results obtained showed the possibility in principle of using hydrochemical enrichment technology for the resulting high-quality nepheline concentrate and replacing the energy-intensive roasting process.
由于铝土矿储量有限,霞石可用于哈萨克斯坦氧化铝的工业生产。最有希望的矿床是Kubasadyr矿床的霞石正长岩。目前,还没有有效的霞石矿石加工技术。传统的霞石矿石烧结法加工工艺存在能源强度高、资金强度大、向大气排放大等缺点。霞石的高效水化学处理需要通过分离一部分二氧化硅进行预富集。根据现有的280⁰С温度下碱性溶液化学富集技术,二氧化硅萃取度不大于36%。500℃的预焙烧可以提高二氧化硅的提取率,这一过程可以将提取率提高到65%。本文介绍了霞石正长岩在碳酸氢钠溶液中化学活化的结果。确定了最佳活化条件。在280⁰C的温度下活化导致原料的相组成发生变化,并将二氧化硅的萃取程度提高到65.5%。结果表明,从原理上讲,采用水化学富集技术生产高质量的霞石精矿并取代高能耗的焙烧工艺是可行的。
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引用次数: 0
A Study of Superpave Design Gyrations for High Traffic Surface Mixtures 高交通路面混合路面超路面设计回旋研究
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.31643/2023/6445.38
Fischer D.E, Kosparmakova Samal Akhmetaly, Ph.D. Student, Fischer Dametken
The methodology of the research that was used to evaluate the comparative results of surface mixes with a nominal maximum aggregate size of 12.5mm is presented in this paper. Also presented are the recommended Ndes values for C-level and D-level mixes, which are designed to handle traffic levels of 3-30 Million and greater than 30 Million ESALs, respectively. In order to determine the amount of asphalt that was present, asphalt concrete mixes were fabricated utilizing the Superpave design process at Ndes levels of 50, 75, 100, and 125 gyrations. Using the Asphalt Mixture Performance Tester instrument, we were able to determine the dynamic modulus (E*) at the design asphalt content for a number of different gyration levels. The E* data and related binder properties were used as input in the AASHTO Darwin-ME software to anticipate the rutting and fatigue performance of the mixtures. This was accomplished by assuming a model pavement section and appropriate traffic levels. In order to determine which Ndes are most appropriate, relative performance indicators for rutting and fatigue have been developed and plotted against asphalt content. The Ndes value of 85 gyrations was found to be ideal for both surface mixes after extensive research.
该研究的方法是用来评估表面混合料的名义最大骨料尺寸为12.5毫米的比较结果,在本文中提出。还介绍了c级和d级混合的推荐Ndes值,这两种混合的设计分别用于处理3- 3000万esal和大于3000万esal的交通水平。为了确定存在的沥青量,利用Superpave设计过程在Ndes水平的50、75、100和125旋转下制造沥青混凝土混合物。使用沥青混合料性能测试仪,我们能够确定在不同旋转水平下设计沥青含量下的动态模量(E*)。在AASHTO Darwin-ME软件中输入E*数据和相关粘结剂性能,以预测混合物的车辙和疲劳性能。这是通过假设一个模型路面部分和适当的交通水平来完成的。为了确定哪种Ndes是最合适的,已经制定了车辙和疲劳的相对性能指标,并根据沥青含量绘制了图表。经过广泛的研究,发现85个旋转的Ndes值对于两种表面混合都是理想的。
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引用次数: 0
A review of recovery technologies of rare and rare earth metals from wastes generated in titanium and magnesium production 钛、镁生产废弃物中稀土金属回收技术综述
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.31643/2023/6445.41
Toishybek Azamat Magauiyauly, Baigenzhenov Omirserik Sabyrzhanovich, Turan Mehmet Deniz, Kurbanova Bayan, Merkibayev Yerik, Serikuly
It is acknowledged that titanium and magnesium production wastes pollute the environment, which in the sequence they create an environmental hazard for soils, groundwater and vegetation. Meanwhile, these wastes can be considered secondary resources of rare and rare earth metals. In recent years, the processing of industrial waste has been a new trend for the extraction of rare and rare earth metals, which can partially cover the demand in case of their disposal. This article is devoted to a review of the available literature and articles on the extraction of rare metals from titanium-magnesium production waste using various processing methods. Methods of their utilization are discussed with an emphasis on the extraction of rare and rare earth metals. This review considered waste processing technologies of various pyrometallurgical and hydrometallurgical processes. Technological schemes of various leaching and extraction processes were presented to give a holistic view of waste processing and extraction of rare metals contained in them. In general, the article contains an overview of the works published on the extraction of rare metals, such as REE (rare earth elements), niobium, tantalum and vanadium.
人们承认,钛和镁生产废料污染环境,依次对土壤、地下水和植被造成环境危害。同时,这些废物可视为稀有金属和稀土金属的二次资源。近年来,对工业废料进行处理已成为提取稀有和稀土金属的新趋势,如果对其进行处理,可以部分满足需求。本文综述了从钛镁生产废料中提取稀有金属的各种处理方法的文献和文章。讨论了它们的利用方法,重点讨论了稀土和稀土金属的提取。本文综述了各种火法和湿法废弃物处理技术。提出了各种浸出和提取工艺的技术方案,对其中所含稀有金属的废物处理和提取进行了全面的介绍。总的来说,这篇文章概述了稀有金属的提取,如REE(稀土元素)、铌、钽和钒。
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引用次数: 1
Microstructure and tribological study of TiAlCN and TiTaCN coatings TiAlCN和TiTaCN涂层的微观结构及摩擦学性能研究
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-04-30 DOI: 10.31643/2023/6445.45
N. Bakhytuly, A. Kenzhegulov, М. Nurtanto, A. Aliev, E. Kuldeev
The low coefficients of friction and wear rates of transition metal carbonitride make them excellent candidates for friction and wear applications. Coatings based on titanium carbonitride alloyed with Ta and Al were deposited using reactive magnetron sputtering on the surface of titanium VT1-0 and steel AISI 304. The effect of alloying titanium carbonitrides with Ta and Al and acetylene flow during deposition on the structure, composition, and tribological properties of the coating was studied. TiAlCN and TiTаCN coatings were deposited in various acetylene flows along with stable argon and nitrogen flows. Scanning electron microscopy, optical microscopy, X-ray phase analysis, and sliding wear test (ball-on-disk method) in two media were used to study the resulting coatings. The average coefficient of friction of the coating under friction without lubrication varied in the range of 0.13-0.85 and under friction with lubrication in the range of 0.0015-0.081. From the point of view of wear rate, it is shown that the most wear-resistant coating under friction conditions with and without lubrication is TiAlCN-2. The resulting coatings can be useful as protection for machine parts or tools that are subject to friction and wear.
过渡金属碳氮化物的低摩擦系数和磨损率使其成为摩擦和磨损应用的优秀候选者。使用反应磁控溅射在钛VT1-0和钢AISI 304的表面上沉积基于与Ta和Al合金化的碳氮化钛的涂层。研究了碳氮化钛与Ta、Al的合金化以及沉积过程中的乙炔流动对涂层结构、成分和摩擦学性能的影响。TiAlCN和TiTаCN涂层在各种乙炔流以及稳定的氩气和氮气流中沉积。使用扫描电子显微镜、光学显微镜、X射线相位分析和在两种介质中的滑动磨损试验(球-盘法)来研究所得到的涂层。涂层在无润滑摩擦下的平均摩擦系数在0.13-0.85的范围内变化,在有润滑摩擦下在0.0015-0.081的范围内。从磨损率的角度来看,在有润滑和无润滑的摩擦条件下,最耐磨的涂层是TiAlCN-2。所得涂层可用于保护易受摩擦和磨损的机械零件或工具。
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引用次数: 0
ADME Webtool for Analysis of Selected Apple Phytochemical Constituents: A Comprehensive Integrated Online Platform ADME网络工具分析选定的苹果植物化学成分:一个综合的在线平台
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-02-24 DOI: 10.31643/2023/6445.25
Khaldun AL Azzam, H. Rima
AADME-Tox qualities should be considered while designing/engineering a novel medicine because they are the primary cause of failures for candidate molecules in drug design development. Early examination of these features during medication creation might save time and money. ADME has played an important part in the drug engineering/design process throughout the last five decades. The ADME characteristics of apple constituents were determined using SwissADME webservers. The ADME profiles of the compounds were assessed, and most of them were deemed to be appropriate for further research. In-silico ADMET analysis has been shown to be an effective approach in drug engineering/design development. As a result, all compounds were tested for ADMET prediction, and the phytochemical constituents were shown to be acceptable drug-like molecules. More in vitro and in vivo research with our possible phytochemical compounds will be conducted in the near future to find a solution to cure from different diseases. We hope that the in-silico analysis will be useful in ongoing innovative medication discovery.
在设计/工程一种新药时应考虑AADME-Tox质量,因为它们是药物设计开发中候选分子失败的主要原因。在药物创建过程中尽早检查这些特征可能会节省时间和金钱。在过去的五十年中,ADME在药物工程/设计过程中发挥了重要作用。采用SwissADME webserver对苹果各成分的ADME特性进行了测定。对化合物的ADME谱进行了评价,认为大多数化合物适合进一步研究。硅ADMET分析已被证明是药物工程/设计开发的有效方法。结果,所有化合物都进行了ADMET预测测试,植物化学成分被证明是可接受的药物样分子。在不久的将来,我们将对可能的植物化学化合物进行更多的体外和体内研究,以找到治疗不同疾病的解决方案。我们希望计算机分析将有助于正在进行的创新药物发现。
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引用次数: 0
The use of chlorine-containing agents in the processing of spent blocks of uranium deposits 在铀矿废块的处理过程中使用含氯剂
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-02-24 DOI: 10.31643/2023/6445.29
T. Duisebayeva, A. Arbuz
The work is aimed at diversifying existing mines for the extraction and processing of natural uranium through additional processing of spent blocks of uranium deposits with chemical solutions using the method of in-situ well leaching (ISL) in order to extract associated useful components. A feature of this technology is the use of the existing production infrastructure for the extraction of associated useful components in existing uranium mines, without significant capital investments in production infrastructure and mining operations. The technology of underground borehole leaching has been reliably developed in uranium deposits for decades. The fundamental similarity of the technology for the extraction of uranium and a number of associated useful components (APC) - by the ISR method, allows the use of spent ore fields of uranium deposits for the extraction of PPC. The use of ready-made technological infrastructure (wells, pipeline network, pumping equipment, control units, etc.) allows, due to savings on infrastructure costs, to obtain profitability when mining ore-bearing blocks with a content of recoverable components from ≤ 1 g/t, up to 0.1 g/t. Taking into account the indirect savings of significant costs for the reclamation of spent blocks, it will be profitable to mine blocks with a content of recoverable components up to 0.01 g/t. In view of the foregoing, this technology has a good prospect for implementation in production.
这项工作的目的是使开采和加工天然铀的现有矿山多样化,方法是利用就地井浸法用化学溶液对铀矿床的废块进行进一步处理,以便提取相关的有用成分。这项技术的一个特点是利用现有的生产基础设施从现有铀矿中提取相关的有用成分,而不需要对生产基础设施和采矿业务进行大量的资本投资。地下钻孔浸出技术在铀矿床中已可靠地发展了几十年。通过ISR方法提取铀和一些相关有用成分(APC)的技术基本相似,允许使用铀矿床的废矿场来提取PPC。利用现成的技术基础设施(井、管网、抽水设备、控制单元等),由于节省了基础设施成本,在开采可采成分含量从≤1g /t到0.1 g/t的含矿区块时,可以获得盈利。考虑到回收废块间接节省的大量成本,开采可回收成分含量高达0.01 g/t的块将是有利可图的。综上所述,该技术具有良好的生产应用前景。
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引用次数: 0
Distribution of antimonium chalcogenides under conditions of vacuum thermal processing of mattes 真空热处理条件下硫系锑的分布
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-02-24 DOI: 10.31643/2023/6445.32
V. N. Volodin, S. Trebukhov, A. Nitsenko, N. Burabayeva, X. Linnik
It was established based on the analysis of the results of published works and the results obtained by the authors that there is no information on the behavior and distribution of antimony chalcogenides - Sb2S3, Sb2Se3, Sb2Te3, as well as double systems - Sb2S3-Sb2Se3, Sb2S3-Sb2Te3 and Sb2Se3-Sb2Te3 under the vacuum processing conditions for polymetallic mattes performed at 1100-1250 °C and a vacuum of 15 - 0.7 kPa. It was found based on the saturated vapor pressure values for monochalcogenides that the vapor pressure of free antimony sulfide will be 58.95 kPa at 1100 °C, i.e. the lower limit of the technological interval, which indicates its complete transfer to the vapor phase when the mattes are evacuated; the vapor pressure of free antimony selenide at 1100 °C exceeds the atmospheric pressure value (101.3 kPa), and Sb2Se3 would be completely extracted into the vapor phase in vacuum; the boiling point of liquid antimony telluride at atmospheric pressure corresponds to 971 °C, and it would be extracted into the vapor phase under the conditions of matte evacuation. The thermodynamic evaporation characteristics of antimony chalcogenides were found. It was concluded based on the location of the boundaries of the liquid and vapor phase coexistence fields that it is impossible to separate binary systems of antimony chalcogenides into separate compounds in the process of one evaporation cycle – condensation, in binary systems. Different effects of pressure reduction over melts were found. Lowering the pressure from atmospheric one to 0.7 kPa in Sb2S3-Sb2Se3 system did not change the position of the boundaries of the liquid and vapor fields (L + V) under the temperature; field width (L+V) decreases with decreasing pressure in Sb2S3-Sb2Te3 system; the field width first decreases with temperature, then increases in system Sb2Se3- Sb2Te3. At the same time, the position of the boiling curves of antimony chalcogenide solutions indicates the complete transfer of compounds into the vapor phase under the conditions of matte distillation processing (at 1100-1250 °C) at atmospheric pressure which is important for assessment of the distribution of antimony and rare metals - selenium and tellurium by processed products.
通过对已发表文献和本人所得结果的分析,确定了在1100 ~ 1250℃、15 ~ 0.7 kPa真空条件下,对硫系锑- Sb2S3、Sb2Se3、Sb2Te3以及双体系- Sb2S3-Sb2Se3、Sb2Te3和Sb2Se3-Sb2Te3的行为和分布尚无相关资料。根据单硫族化合物的饱和蒸汽压值,在1100℃时,游离硫化锑的蒸汽压为58.95 kPa,即工艺区间的下限,表明在抽真空时,游离硫化锑完全转移到气相;游离硒化锑在1100℃时的蒸气压超过常压值(101.3 kPa), Sb2Se3将在真空中完全析出到气相中;常压下液态碲化锑的沸点为971℃,在哑光抽离条件下析出为气相。研究了硫族锑的热力学蒸发特性。根据液、气相共存场边界的位置得出结论:在二元体系中,不可能在一个蒸发循环-冷凝过程中将硫族锑二元体系分离成单独的化合物。在熔体上发现了不同的减压效果。当Sb2S3-Sb2Se3体系的压力从常压1降低到0.7 kPa时,温度下液汽边界(L + V)的位置没有发生变化;Sb2S3-Sb2Te3体系的场宽(L+V)随压力的减小而减小;在Sb2Se3- Sb2Te3体系中,场宽随温度的升高先减小后增大。同时,硫系锑溶液的沸腾曲线位置表明,在常压下(1100 ~ 1250℃)的蒸馏条件下,化合物完全转移到气相,这对评价加工产物中锑和稀有金属硒、碲的分布具有重要意义。
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引用次数: 0
Study of silicon production process in ore-smelting furnace and optimization of technological process 矿石冶炼炉生产硅工艺研究及工艺优化
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-02-24 DOI: 10.31643/2023/6445.30
A. Protopopov, M. Protopopov, E. Suleimenov, Zh. Aimenov, R. Altynbekov
This article presents the results of production experiments to optimize the modes of silicon smelting in an industrial arc furnace. The main factors of the melting process are the size of the fractions of the charge components and the temperature regime of heating. The rate of charge heating in the reaction zone in the temperature range from 950 to 14100C has a special effect on productivity. In this temperature range, the formation of refractory silicon carbide on pieces of quartzite was established, which causes a drop in the magnitude of the electric current in the reaction zone and its freezing. The gornisage, which is formed, displaces the electrodes into the zone of greater charge electrical conductivity - up, which leads to an increase in silicon monoxide emissions through the reduced charge layer. Correction of such a process requires an increase in the temperatures in the reaction zone and the duration of the melt. A method has been developed for calculating the size of quartzite fractions, depending on the power of the furnace and the size of the reaction zone. An example of a simplified calculation is proposed.
本文介绍了在工业电弧炉中优化硅冶炼方式的生产试验结果。熔化过程的主要因素是电荷组分的大小和加热的温度范围。在950至14100C的温度范围内,反应区中的加料加热速率对生产率有特殊影响。在这个温度范围内,石英岩片上形成了耐火碳化硅,这导致反应区中的电流大小下降并冻结。形成的氧化层将电极转移到电荷电导率更高的区域,这导致通过电荷减少层的一氧化碳排放增加。这种过程的校正需要提高反应区的温度和熔体的持续时间。根据熔炉的功率和反应区的大小,开发了一种计算石英岩馏分大小的方法。提出了一个简化计算的例子。
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引用次数: 0
Mismatch problem of the model and topology of oil pumping facilities 采油设施模型与拓扑结构的不匹配问题
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-02-24 DOI: 10.31643/2023/6445.24
Тimur Т. Bekibayev, D. Bossinov, U. Zhapbasbayev, A.D. Kudaibergen, G. Ramazanova
The mismatch of the model and the topology of real objects is important in modeling technological processes, which is the purpose of this paper. The problem is considered when modeling hot oil pumping in the "Kasymov–Bolshoy Chagan" oil pipeline. In this problem, the topology of objects consists of the linear part of the pipeline and technological equipment (pumps and heating furnaces) of the stations. The accuracy of the simulation results is determined by the calculations of pressure and temperature in the oil pipeline. The pressure in the pipeline is created by pumps at the stations and is determined by the dependence of the pressure and efficiency of the pump on the oil flow rate. These characteristics change depending on the service life of the pump. The identification of the actual dependences of the pressure and efficiency of the pump on the oil flow rate was carried out by the regression analysis of experimental data. The pressure in the linear part is determined by the hydraulic resistance of the pipeline. The actual dependence of the hydraulic resistance coefficient on the Reynolds number and wall roughness was obtained by regression analysis of experimental data. The temperature in the oil pipeline is created at the stations by heating furnaces. The identification of the actual characteristics of the heating furnace was also found by regression analysis of the experimental data. The temperature distribution in the linear part is determined by the heat transfer of oil with the surrounding environment. An undefined parameter for calculating heat transfer is the soil thermal conductivity, which depends on the type of rock and the degree of soil moisture. The soil thermal conductivity is determined in such a way that at a given oil flow rate, oil temperatures at the beginning of the section and soil at the section, the calculated oil temperature at the end of the section has the smallest discrepancy with the actual one. Thus, the determination of the actual dependencies of the objects makes it possible to increase the accuracy of the results of hot pumping modeling and eliminates the mismatches of the model and the topology of the objects.
模型与实物拓扑结构的不匹配在工艺过程建模中很重要,这也是本文的目的。在对“Kasymov–Bolshoy Chagan”输油管道中的热油泵送进行建模时,考虑了该问题。在这个问题中,对象的拓扑结构由管道的线性部分和站点的技术设备(泵和加热炉)组成。模拟结果的准确性取决于对输油管道中压力和温度的计算。管道中的压力由加油站的泵产生,并由泵的压力和效率对油流量的依赖性决定。这些特性随泵的使用寿命而变化。通过对实验数据的回归分析,确定了泵的压力和效率与油流量的实际相关性。线性部分的压力由管道的水力阻力决定。通过对实验数据的回归分析,得出了水力阻力系数与雷诺数和壁面粗糙度的实际相关性。输油管道中的温度是由加热炉在加油站产生的。通过对实验数据的回归分析,确定了加热炉的实际特性。线性部分的温度分布由油与周围环境的热传递决定。计算传热的一个未定义参数是土壤热导率,它取决于岩石类型和土壤湿度。土壤热导率的确定方式是,在给定的油流量、截面开始处的油温和截面处的土壤下,截面结束处的计算油温与实际油温的差异最小。因此,确定对象的实际依赖性使得可以提高热泵建模结果的准确性,并消除模型和对象拓扑结构的不匹配。
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引用次数: 0
Modern data analysis technologies used for geomechanical monitoring. Review 用于地质力学监测的现代数据分析技术。审查
IF 0.7 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2023-02-24 DOI: 10.31643/2023/6445.23
O. Besimbayeva, E. Khmyrova, M. Tutanova, N. Flindt, R. R. Sharafutdinov
The paper considers the possibilities of modern technologies and software that make it possible to create continuity of geomechanical monitoring of man-made objects from shooting in automatic mode, robotic surveillance systems, transmitting information over the Internet to cloud storage, to performing stability calculations, determining the parameters of displacement and deformation of slopes of ledges and sides of quarries. The development of modern technologies for collecting and processing information allows the use of artificial neural networks that are adapted for modeling geodetic deformations. Technogenic objects, which are very complex systems, have a huge number of external factors affecting the stability of the mountain range, so it becomes incredibly difficult to take into account and determine the amount of displacement and deformation. Due to the complexity and variety of influencing factors, it becomes necessary to use a new system for assessing the state of objects, called "neural networks". The training of such a system is based on the already available research results collected during the direct operation of industrial enterprises. Neural networks can become an alternative to various methods of describing deformation processes, especially in the continuous monitoring of man-made objects, where there is no a priori knowledge of the underlying deformation processes. For effective monitoring and forecasting of deformation processes at a mining enterprise, a multiparametric monitoring method is needed, which includes a comprehensive system based on GPS measurements, supplemented with data from sensors for changes in water level and changes in stresses and deformations of the array. The results of automated survey and data recording sent to the cloud storage are distributed using "Big Data" technology and analyzed by geoinformation systems. In turn, the adaptation of neural networks to model deformations allows specialists to obtain a good alternative to the description of structural deformations of the mountain range.
本文考虑了现代技术和软件的可能性,这些技术和软件使得有可能对人造物体进行连续的地质力学监测,从自动模式拍摄,机器人监视系统,通过互联网将信息传输到云存储,进行稳定性计算,确定采石场边缘和侧面斜坡的位移和变形参数。收集和处理信息的现代技术的发展允许使用人工神经网络,适用于大地形变建模。技术成因对象是非常复杂的系统,有大量的外部因素影响山脉的稳定性,因此考虑和确定位移和变形量变得非常困难。由于影响因素的复杂性和多样性,有必要使用一种新的系统来评估物体的状态,称为“神经网络”。该系统的培训是基于在工业企业直接运营过程中收集的已有研究成果。神经网络可以成为描述变形过程的各种方法的替代方法,特别是在对人造物体的连续监测中,其中没有对潜在变形过程的先验知识。为了有效地监测和预测矿山企业的变形过程,需要一种多参数监测方法,其中包括以GPS测量为基础的综合系统,辅以传感器的水位变化和阵列的应力和变形变化数据。自动调查和数据记录的结果发送到云存储,使用“大数据”技术进行分发,并由地理信息系统进行分析。反过来,神经网络对变形模型的适应使专家能够获得山脉结构变形描述的良好替代方案。
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