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Fully automated coal quality control using digital twin material tracking and statistical model predictive control for yield optimization during production of semi soft coking- and power station coal 基于数字孪生物料跟踪和统计模型预测控制的半软焦化电厂煤产量优化全自动煤质控制
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-09-20 DOI: 10.17159/2411-9717/2002/2022
B. Coetzee, PW. Sonnendecker
The quality control of a two-stage coal washing process involves several complex components that need to be modelled accurately, to enable autonomous control of the process. The first objective is to develop a method to track the material through the washing process, while ensuring accurate washing prediction models are used. This was achieved through a digital twin model of the Grootegeluk 1 coal processing plant. The model is the amalgamation of manipulating and combining of data-sets from the plant historian, geological wash tables, and mining dispatch servers. This information is then used to control and set the processing medium densities of all 15 modules on the plant, 10 modules in the primary wash and 5 modules in the secondary wash. This controller has been successfully implemented and controlled the plant for 10 days.
两阶段洗煤过程的质量控制涉及几个复杂的组成部分,需要精确建模,以实现过程的自主控制。第一个目标是开发一种通过洗涤过程跟踪材料的方法,同时确保使用准确的洗涤预测模型。这是通过Grootegeluk 1煤处理厂的数字孪生模型实现的。该模型是对来自工厂历史、地质冲刷表和采矿调度服务器的数据集的操作和组合的合并。然后使用这些信息来控制和设置设备上所有15个模块的处理介质密度,其中10个模块在一次洗涤中,5个模块在二次洗涤中。该控制器已成功实施,并对工厂进行了10天的控制。
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引用次数: 1
Petrographic and geochemical characteristics of beneficiated metallurgical coal from the No. 6 Seam, Tshipise sub-basin, Soutpansberg coalfield, South Africa 南非southpansberg煤田Tshipise次盆地6号煤层选矿焦煤岩石学与地球化学特征
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-09-20 DOI: 10.17159/2411-9717/2061/2022
Moffat Sebola, G. Drennan, N. Wagner
The Soutpansberg Coalfield hosts South Africa's hard coking coal reserves. However, coals in this region are understudied compared to other coalfields in the country. This study characterizes the properties of fine-float fraction samples extracted from a wide diameter borehole core in the Makhado Project, Tshipise sub-basin, Soutpansberg coalfield. Conventional analyses were used to determine the coal quality, petrographic composition, mineralogy, geochemistry (including trace element and rare earth element composition), and free swelling index of samples from six coal horizons and three partings from the economic No.6 Seam. The coal samples are classified as medium rank bituminous C coals (0.88 %RoVmr, 0.92 %Rmax) and are highly vitrinitic in composition (97 vol% mineral matter free (mmf)). The samples show strong caking potential (FSI of 9). The total rare earth concentrations range between 570 and 3193 ppm in the ash samples. Preliminary analysis show all but two samples are promising sources of rare earth elements as the total concentrations exceeded the 1000 ppm cut-off grade. Further research is required to confirm these preliminary findings.
South pansberg煤田拥有南非的硬焦煤储量。然而,与该国其他煤田相比,该地区的煤炭研究不足。本文研究了从南潘斯堡煤田Tshipise次盆地Makhado项目大直径钻孔岩心中提取的细浮子组分样品的特性。采用常规分析方法,对6号经济煤层6个煤层层位和3个煤层煤层样品进行了煤质、岩石组成、矿物学、地球化学(包括微量元素和稀土元素组成)和自由膨胀指数的测定。煤样分类为中阶烟煤(RoVmr = 0.88%, Rmax = 0.92%),其组成为高镜质组(无矿物含量为97 vol%)。灰分样品具有较强的结块潜力(FSI为9),总稀土浓度在570 ~ 3193 ppm之间。初步分析表明,除两个样品外,所有样品的总浓度都超过了1000ppm的临界值,因此很有可能是稀土元素的来源。需要进一步的研究来证实这些初步发现。
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引用次数: 0
Production of Al(HI)-K(I)-Ti(IV)-sulphate-containing leach liquor from metakaolinite-containing ash derived from South African coal fines 用南非细粒含偏高高岭石的灰生产含Al(HI)-K(I)-Ti(IV)-硫酸盐的浸出液
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-09-20 DOI: 10.17159/2411-9717/1154/2022
A. Collins, C. Strydom, R. Matjie, J. Bunt, J. van Dyk
South African discard coal fines and K2CO3 blends were heated in a laboratory-scale rotary kiln to produce ashes for H2SO4 leaching tests. The optimized H2SO4 leaching conditions of 6.12 mol.dm3 (M) H2SO4, solid to liquid ratios 1:5 and 1:10, and 8o°C for 8 hours were used. K2CO3 was added to increase the dissolution efficiency of K. The objective was to determine if the Al present in metakaolinite (Al2O3.2SiO2), the Al, K, and Ti in the alumino-silicate glasses, and the Ti in rutile (TiO2) in the ashes could be selectively dissolved in H2SO4. XRF results show that the ashes formed at 700°C dissolved more efficiently (87% Al, 89% K and 23% Ti) compared to the ashes formed at 1050°C. This can be attributed to the presence of Al2O3.2SiO2, K2CO3 melt, K2CO3 remnants, KAl(SO4)2, and K-aluminosilicate glass in these ashes. XRD results indicate that the ashes prepared at 1050°C contained anorthite (CaAl^Og), microcline (KAlSi3O8), pseudomullite (Al2.SiO2), and silicon spinel (2Al2O3.3SiO2), which are either insoluble or only sparingly soluble in H2SO4. These minerals resulted in the lower dissolution efficiencies of Al and K. Based on the high dissolution efficiencies of Al and K for the ashes produced at 700°C, coal fines blended with K2CO3 could possibly be utilized as feedstocks for the production of aluminium(III), potassium(I), and titanium(IV) and a sulphate-containing leach liquor. Furthermore, the environmental issues and costs associated with the handling and disposal of large volumes of coal fines will also be resolved.
南非废弃煤粉和K2CO3混合物在实验室规模的回转窑中加热,以产生用于H2SO4浸出试验的灰烬。采用6.12 mol.dm3(M)H2SO4,固液比为1:5和1:10,在8°C下浸出8小时的优化H2SO4浸出条件。添加K2CO3以提高K的溶解效率。目的是确定存在于偏高高岭石(Al2O3.2SiO2)中的Al、铝硅酸盐玻璃中的Al,K和Ti以及灰烬中金红石(TiO2)中的Ti是否可以选择性地溶解在H2SO4中。XRF结果表明,与1050°C下形成的灰烬相比,700°C下生成的灰烬溶解效率更高(87%的Al、89%的K和23%的Ti)。这可归因于这些灰烬中存在Al2O3.2SiO2、K2CO3熔体、K2CO3残留物、KAl(SO4)2和K-铝硅酸盐玻璃。XRD结果表明,在1050°C下制备的灰烬中含有钙长石(CaAl^Og)、微斜长石(KAlSi3O8)、假莫来石(Al2.SiO2)和硅尖晶石(2Al2O3.3SiO2),它们不溶于或仅微溶于H2SO4。这些矿物导致Al和K的溶解效率较低。基于Al和K对700°C下产生的灰烬的高溶解效率,与K2CO3混合的煤粉可能被用作生产铝(III)、钾(I)和钛(IV)的原料以及含硫酸盐的浸出液。此外,与处理和处置大量煤粉相关的环境问题和成本也将得到解决。
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引用次数: 0
Co-firing of high-ash discard coal and refuse-derived fuel - ash and gaseous emissions 高灰分弃煤和垃圾衍生燃料的共烧——灰烬和气体排放
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-09-20 DOI: 10.17159/2411-9717/2015/2022
K. Isaac, S. Bada
This research focuses on the co-firing of discard coal with refuse-derived fuel (RDF) to utilize this abundant resource in South Africa for energy generation and reduce the volume of waste disposed of at landfills. The potential of a coal with a high ash content (> 40%), which is a grade used in some power stations in South Africa, and its combustion compatibility with two different RDFs in terms of emission reductions has been established. Gaseous emissions and ash residues from the combustion and co-combustion of the coal, two different RDFs and coal/RDF blends of different proportion were analysed. One of the RDF samples contained mostly paper (PB) and the other mostly plastic (PL). Co-combustion ash from the discard coal and RDFs showed a decrease in chloride and alkali metal contents as the coal ratio in the blend increased. The slagging propensity of the co-fired blends was found to be very low, while the propensity for fouling decreased from high to medium for all the blends with < 75% RDF. Co-combustion of RDF with coal showed a decrease in SO2 emissions from 387 ppm (discard coal) to 50 ppm for the sample containing 25% coal discard plus 75% PL. A 15% PL to 85% coal blend also reduced NOx emissions from 145 ppm (100% PL) to 88 ppm. The lowest CO2 emission observed was 6000 ppm for the blend of 85% discard coal plus 15% PB. It was established that the most favourable fuel blend that can produce the lowest sulphur emissions if used for power generation is the 25% coal discard plus 75% PL sample.
这项研究的重点是将废弃煤炭与垃圾衍生燃料(RDF)共同燃烧,以利用南非丰富的资源进行能源生产,并减少垃圾填埋场的垃圾处理量。具有高灰分(>40%)的煤(南非一些发电站使用的一种等级)的潜力,以及其在减排方面与两种不同RDF的燃烧兼容性,已经得到证实。分析了煤、两种不同的RDF和不同比例的煤/RDF混合物燃烧和共燃烧产生的气体排放和灰烬残留物。其中一个RDF样本主要含有纸张(PB),另一个主要含有塑料(PL)。随着混合物中煤的比例增加,来自废弃煤和RDF的共烧灰的氯化物和碱金属含量降低。发现共烧混合物的结渣倾向非常低,而对于所有RDF<75%的混合物,结垢倾向从高降至中等。RDF与煤的共燃烧表明,对于含有25%弃煤加75%PL的样品,SO2排放量从387ppm(弃煤)减少到50ppm。15%PL至85%的煤混合物也将NOx排放量从145ppm(100%PL)减少到88ppm。对于85%废弃煤加15%PB的混合物,观察到的最低CO2排放量为6000ppm。已经确定,如果用于发电,能够产生最低硫排放的最有利的燃料混合物是25%的弃煤加75%的PL样品。
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引用次数: 0
Novel ceramic composites produced from coal discards with potential application in the building and construction sectors 利用废弃煤生产的新型陶瓷复合材料在建筑和建筑行业具有潜在应用前景
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-09-20 DOI: 10.17159/2411-9717/2001/2022
O. Eterigho-Ikelegbe, R. Trammell, S. Bada
In response to the enormous amounts of coal discard generated during coal mining and preparation, the development of an efficient and sustainable strategic use of this resource is essential. Furthermore, the rising urban population over the next decades is confronted with the depletion of quality raw materials for building components. To this end, this study reports new information on the morphology, water absorption, and flexural strength properties of ceramic composites produced from three different coal discards and polysiloxane pre-ceramic polymer (PCP) resin. In addition, test results relating to the continuous operating temperature, chemical resistance, and efflorescence potential of the composites are presented. The results show that the water absorption and flexural strength of the coal composites, up to 1.94% and 36.46 MPa respectively, exceed the requirements for ceramic and clay roof tiles. The continuous operating temperature of composites is found to be more thermally stable than conventional roofing tiles (concrete and ceramic) between ambient temperature and 600°C. In addition, the excellent chemical resistance of the composites (94.43%-99.98%) compared to conventional roofing tiles (67.82%-99.97%) eliminates the need for additional external coatings. The interesting results documented so far suggest that this technique could be used to produce low-temperature application building products such as bricks, panels, roofing tiles, etc. This new recycling technique offers an excellent opportunity to eliminate enormous volumes of coal discard and to advance the circular economy in the coal industry.
针对煤炭开采和制备过程中产生的大量废煤,必须制定有效和可持续的战略利用这一资源。此外,未来几十年不断增长的城市人口将面临建筑构件优质原材料的枯竭。为此,本研究报告了由三种不同的废煤和聚硅氧烷预陶瓷聚合物(PCP)树脂制备的陶瓷复合材料的形态、吸水率和抗弯强度性能的新信息。此外,还给出了复合材料的连续工作温度、耐化学性和荧光电位的测试结果。结果表明:煤基复合材料的吸水率和抗折强度分别达到1.94%和36.46 MPa,超过了陶瓷屋面瓦和粘土屋面瓦的要求;复合材料的连续工作温度在环境温度到600°C之间比传统屋面瓦(混凝土和陶瓷)更热稳定。此外,与传统屋面瓦(67.82%-99.97%)相比,复合材料具有优异的耐化学性(94.43%-99.98%),无需额外的外部涂层。迄今为止记录的有趣结果表明,该技术可用于生产低温应用建筑产品,如砖、面板、屋面瓦等。这种新的回收技术提供了一个极好的机会,可以消除大量的煤炭废料,并推动煤炭行业的循环经济。
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引用次数: 1
Estimation of coal density using a 3D imaging system: RhoVol 利用三维成像系统估算煤的密度:RhoVol
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-09-20 DOI: 10.17159/2411-9717/2004/2022
F. Nakhaei, Q. Campbell, M. le Roux, S. Botlhoko
The results of coal sink and float tests are plotted as washability curves. Analysis of these curves indicates the most effective method by which the coal can be cleaned. Sink and float experiments are sampling-dependent, destructive, and use toxic chemicals. The present research introduces an alternative method based on a 3D imaging system called RhoVol, in which the density of individual particles is determined from mass and volume measurements. A quantitative error analysis was conducted on coal sample density measurements obtained by RhoVol, and the main factors influencing the errors identified and investigated. The results show that the drawback of this technique is related to its not being able to detect hidden concavities in the particle, resulting in an overestimation of particle volume. Furthermore, it is difficult to capture the impact of porosity and cracks on the volume of coal particles obtained from 3D silhouette images. This mismatch between the RhoVol data and sink and float test results has led to attempts to apply neural network (NN) and linear regression techniques to produce a fully reliable model for correction and estimation of coal density. The NN approach offers superior predictive capability over linear regression, and the estimated density distribution is in line with the sink and float analysis. The root mean square error in estimation of density using the NN model was less than 0.05 g/cm3.
煤沉浮试验结果绘制为可洗性曲线。对这些曲线的分析指出了煤的最有效的净化方法。水槽和浮子实验依赖于采样,具有破坏性,并且使用有毒化学物质。目前的研究介绍了一种基于称为RhoVol的3D成像系统的替代方法,其中单个粒子的密度是通过质量和体积测量来确定的。对利用RhoVol进行的煤样密度测量结果进行了定量误差分析,找出并研究了影响误差的主要因素。结果表明,该方法的缺点在于无法检测到粒子中隐藏的凹点,从而导致粒子体积的高估。此外,从三维轮廓图像中难以捕捉孔隙度和裂纹对煤颗粒体积的影响。RhoVol数据与sink和float测试结果之间的不匹配导致尝试应用神经网络(NN)和线性回归技术来产生一个完全可靠的模型,用于校正和估计煤密度。神经网络方法提供了优于线性回归的预测能力,并且估计的密度分布与sink和float分析一致。使用神经网络模型估计密度的均方根误差小于0.05 g/cm3。
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引用次数: 0
Flotation of weathered coal discards using a HIP W/O emulsion binder and kerosene 用HIP W/O乳液粘结剂和煤油浮选风化废煤
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-09-20 DOI: 10.17159/2411-9717/2003/2022
P. M. Mashaba, S. Bada
An advanced high internal phase water-in-oil (HIP W/O) emulsion binder and flotation with an internal dispersed water phase of 95 vol% was used to beneficiate South African weathered coal from discard dumps. Five coal samples with calorific values ranged from 8.48 MJ/kg to 20.94 MJ/kg were utilized. The performance of the HIP W/O emulsion was compared to that of kerosene in terms of the physico-chemical properties of the clean coal products. A 5 kg/t emulsion binder addition produced a high-quality coal concentrate with 11.76% ash and a heating value of 28.61 MJ/kg from a sample containing 29.34% ash. Using the same dose and coal sample, kerosene resulted in a clean coal concentrate with 17.47% ash and a calorific value of 26.42 MJ/kg. Further samples were also beneficiated using 5 kg/t of W/O emulsion. The highest increase in calorific value was achieved from the beneficiation of a sample containing 48.71% ash, from 8.48 MJ/kg to 18.16 MJ/kg. It has been established that emulsion binders can upgrade coal samples dumped many decades ago.
采用先进的高内相油包水(HIP W/O)乳化液粘结剂和浮选剂,内分散水相含量为95%,对南非风化煤进行了选矿。利用了5种热值从8.48 MJ/kg到20.94 MJ/kg的煤样。从洁净煤产品的物理化学性能方面,比较了HIP W/O乳化液与煤油的性能。添加5 kg/t乳化液粘结剂可从含灰分29.34%的样品中获得含灰分11.76%、热值28.61 MJ/kg的优质煤精矿。使用相同的剂量和煤样,煤油产生的洁净煤精矿灰分为17.47%,热值为26.42 MJ/kg。进一步的样品也使用5 kg/t的W/O乳液进行选矿。对含灰分48.71%的样品进行选矿,热值从8.48 MJ/kg增加到18.16 MJ/kg,增幅最大。乳化液粘结剂可以改善几十年前倾倒的煤样。
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引用次数: 0
Optimizing cut-off grade considering grade estimation uncertainty - A case study of Witwatersrand gold-producing areas 考虑品位估算不确定性优化边界品位——以威特沃特斯兰德黄金产区为例
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-08-22 DOI: 10.17159/2411-9717/1403/2022
C. Birch
Due to grade estimation uncertainty, two statistical errors can occur. The Type I error is where material is classified as ore and mined, despite the true value being below the break-even grade. This material is dilution. The Type II error is where the material is estimated to be below the cut-off grade and is classified as waste, although the true grade is actually above the break-even grade. This material is not mined and is lost. The uncertainty was assumed to follow a normal distribution in a previous study. For this study, estimated block values are compared to those determined after mining (the best estimate of the true grade). This actual data from four mines shows that the uncertainty follows a Laplace distribution. There is no single solution regarding adjusting the cut-off grade away from the break-even grade, considering estimation uncertainty, that could be applied to all gold mines. However, adjusting the cut-off grade downwards (up to 22% for one mine) is noted when optimizing the profit considering grade uncertainties. This type of adjustment could open up significant mining areas and extend the life of the mine.
由于等级估计的不确定性,会产生两种统计误差。第一类错误是指材料被归类为矿石并被开采,尽管其真实价值低于盈亏平衡等级。这种物质是稀释剂。第二类错误是指材料估计低于截止品位并被归类为废物,尽管真实品位实际上高于盈亏平衡品位。这种材料没有被开采,因此丢失了。在之前的研究中,假设不确定性遵循正态分布。在本研究中,将估计的块值与开采后确定的块值(对真实品位的最佳估计)进行比较。这四个矿井的实际数据表明,不确定性遵循拉普拉斯分布。考虑到估计的不确定性,没有一种单一的解决方案可以适用于所有金矿,将边界品位调整到远离盈亏平衡品位的位置。然而,在考虑品位不确定性优化利润时,需要注意向下调整截止品位(一个矿山最高可达22%)。这种调整可以开辟重要的矿区,延长矿山的寿命。
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引用次数: 0
Economic analysis of rare earth element processing methods for Mountain Pass ore 帕斯山矿石稀土元素加工方法的经济分析
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-08-22 DOI: 10.17159/2411-9717/1989/2022
T. Uysal
The increasing demand for rare earth elements (REE) in highly strategic sectors such as hybrid electric vehicles, renewable energy, communication technologies, and the defense industry has made REE production methods important. In recent years, studies on REE have increased rapidly; however there are many studies on REE, there are not enough studies in the literature on the economics of the beneficiation process. RE ores are generally leached after beneficiation by gravity, magnetic and flotation methods. In this study, direct leaching, attrition scrubbing and leaching, and flotation and leaching methods are evaluated economically based on the data for the Mountain Pass (MP) facility. According to the sensitivity analysis performed as a function of capital cost (CAPEX), operating cost (OPEX), and rare earths oxides (REO) recovery, REO recovery has the biggest effect on the process economies. Although the flotation method entails additional investment and operating costs, transportation and operating costs are significantly reduced result of the higher grade and recovery. The flotation method is more profitable, with larger NPV and IRR values and a shorter payback period.
混合动力电动汽车、可再生能源、通信技术和国防工业等高度战略性行业对稀土元素的需求不断增加,这使得稀土生产方法变得重要。近年来,稀土元素的研究迅速增加;然而,对稀土元素的研究很多,而对选矿过程经济性的研究文献却不够。稀土矿通常采用重力、磁力和浮选方法进行选矿后浸出。在本研究中,根据山口(MP)设施的数据,对直接浸出、摩擦洗涤和浸出以及浮选和浸出方法进行了经济评估。根据作为资本成本(CAPEX)、运营成本(OPEX)和稀土氧化物(REO)回收率函数进行的敏感性分析,REO回收率对工艺经济的影响最大。尽管浮选方法需要额外的投资和运营成本,但由于品位和回收率较高,运输和运营成本显著降低。浮选法更有利可图,NPV和IRR值更大,回收期更短。
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引用次数: 1
A review of readiness assessments for mining projects 对采矿项目准备情况评估的审查
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2022-08-22 DOI: 10.17159/2411-9717/1245/2022
H. Mulder, M. Bekker
The objective of this paper is to describe the research followed in creating a generalized, readiness assessment tool for mining projects. We start by highlighting the need for the assessment tool and then progress towards explaining the methodology followed during the study. The selection and finalization of the list of elements, sections, and categories that make up the unweighted values are described, followed by a summary of the weighting process applied. The outcome of this process is a weighted readiness assessment tool for mining project studies. The main benefits of the tool are that it will guide decision-makers and project managers through the definition phases of the project and improve the likelihood of project success.
本文的目的是描述为采矿项目创建通用的准备状态评估工具所进行的研究。我们首先强调评估工具的必要性,然后在解释研究过程中采用的方法方面取得进展。描述了组成未加权值的元素、节和类别列表的选择和最终确定,然后总结了所应用的加权过程。该过程的结果是用于采矿项目研究的加权准备状态评估工具。该工具的主要好处是,它将指导决策者和项目经理完成项目的定义阶段,并提高项目成功的可能性。
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引用次数: 0
期刊
Journal of The South African Institute of Mining and Metallurgy
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