首页 > 最新文献

Journal of The South African Institute of Mining and Metallurgy最新文献

英文 中文
Purification of titanium sponge produced by lithiothermic reduction of titanium tetrachloride: Effect of leaching conditions 四氯化钛锂热还原海绵钛的提纯:浸出条件的影响
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-02-10 DOI: 10.17159/2411-9717/2117/2022
M. Serwale, T. Coetsee, K. C. Sole, S. Fazluddin
The CSIR-Ti process employs lithiothermic reduction of titanium tetrachloride feedstock to produce titanium sponge. The product is therefore contaminated by a range of lithium and chloride species. In this study we examine the effects of particle size, temperature, and HCl concentration as input leaching variables on the removal of chlorides from the crude titanium sponge. A review of the aqueous chloride chemistry of Li and Ti provided initial conditions for leaching of impurity species from the sponge. Experimental results confirm that the effectiveness of leaching and removal of dissolved impurities from the sponge are dependent on leaching kinetics, which are influenced by temperature, particle size, and morphology. Of the variables tested, reaction temperature had the strongest influence on the oxygen content of the leached product. The HCl lixiviant concentration had a negligible effect under the conditions tested. Leaching of crude titanium sponge (-10 mm size fraction after crushing) at 14°C in either 1 M or 0.032 M HCl yielded a titanium sponge product that met the ASTM standard specification for commercially pure Grade 1 titanium, i.e., oxygen content < 0.18 mass% and chloride content < 0.15 mass%.
CSIR-Ti工艺采用四氯化钛原料锂热还原法制备海绵钛。因此,该产品受到一系列锂和氯化物的污染。在本研究中,我们考察了粒度、温度和HCl浓度作为输入浸出变量对从粗海绵钛中去除氯化物的影响。对锂和钛的氯水化学性质进行了综述,为从海绵中浸出杂质提供了初始条件。实验结果证实,浸出和去除海绵中溶解杂质的有效性取决于浸出动力学,而浸出动力学受温度、粒度和形貌的影响。在测试的变量中,反应温度对浸出产物氧含量的影响最大。在试验条件下,盐酸浸出剂浓度的影响可以忽略不计。在1 M或0.032 M HCl中,在14°C浸出粗海绵钛(破碎后-10 mm大小的部分),得到的海绵钛产品符合ASTM商业纯1级钛的标准规范,即氧含量< 0.18质量%,氯化物含量< 0.15质量%。
{"title":"Purification of titanium sponge produced by lithiothermic reduction of titanium tetrachloride: Effect of leaching conditions","authors":"M. Serwale, T. Coetsee, K. C. Sole, S. Fazluddin","doi":"10.17159/2411-9717/2117/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/2117/2022","url":null,"abstract":"The CSIR-Ti process employs lithiothermic reduction of titanium tetrachloride feedstock to produce titanium sponge. The product is therefore contaminated by a range of lithium and chloride species. In this study we examine the effects of particle size, temperature, and HCl concentration as input leaching variables on the removal of chlorides from the crude titanium sponge. A review of the aqueous chloride chemistry of Li and Ti provided initial conditions for leaching of impurity species from the sponge. Experimental results confirm that the effectiveness of leaching and removal of dissolved impurities from the sponge are dependent on leaching kinetics, which are influenced by temperature, particle size, and morphology. Of the variables tested, reaction temperature had the strongest influence on the oxygen content of the leached product. The HCl lixiviant concentration had a negligible effect under the conditions tested. Leaching of crude titanium sponge (-10 mm size fraction after crushing) at 14°C in either 1 M or 0.032 M HCl yielded a titanium sponge product that met the ASTM standard specification for commercially pure Grade 1 titanium, i.e., oxygen content < 0.18 mass% and chloride content < 0.15 mass%.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48691135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Flyrock in surface mining - Limitations of current predictive models and a better alterative through modelling the aerodynamics of flyrock trajectory 露天采矿中的飞岩-当前预测模型的局限性和通过模拟飞岩轨迹的空气动力学的更好的替代方案
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-02-10 DOI: 10.17159/2411-9717/1873/2022
T. Szendrei, S. Tose
Historical approaches to the problem of flyrock based on correlation studies and regression analysis, including artificial neural networks and similar techniques, are inherently incapable of addressing two core issues - root causes of flyrock and projection velocity. A further shortcoming of correlation techniques is that they give no information on the influence of rock size and shape on the flight distance. The scaled depth of burial model for crater blasting in the collar zone and bench face does not specifically address the question of flyrock velocity. A third approach, based on flight trajectory calculations, often neglects the very significant effects of air resistance on the trajectory. Some trajectory models incorporate air resistance but use an implausible fragment velocity model that cannot propel sizeable rocks to distances much beyond 150 m. Nonetheless, trajectory calculation incorporating the effects of air drag affords the most promising approach to the prediction of flyrock range. A unique and insightful feature of the proposed realistic flight modelling is that it collapses all suspected causes of flyrock, many of which are not well understood, to just a single parameter - the launch velocity. This indicates that the root causes of flyrock lie in the mechanisms of momentum transfer to broken rock and suggests new avenues of study.
基于相关性研究和回归分析的飞岩问题的历史方法,包括人工神经网络和类似技术,本质上无法解决两个核心问题-飞岩的根本原因和投射速度。相关技术的另一个缺点是,它们不能提供岩石尺寸和形状对飞行距离的影响的信息。环缝区和台阶工作面环缝爆破埋深比例模型没有具体解决飞岩速度问题。第三种方法,基于飞行轨迹计算,往往忽略了空气阻力对轨迹的非常重要的影响。一些轨迹模型考虑了空气阻力,但使用了一个难以置信的碎片速度模型,无法将大石块推进到150米以上的距离。尽管如此,考虑空气阻力影响的轨迹计算是预测飞岩射程最有希望的方法。提出的现实飞行模型的一个独特而深刻的特点是,它将所有可能导致飞岩的原因(其中许多原因尚未得到很好的理解)归结为一个参数——发射速度。这表明飞岩的根本原因在于动量传递到破碎岩石的机制,并提出了新的研究途径。
{"title":"Flyrock in surface mining - Limitations of current predictive models and a better alterative through modelling the aerodynamics of flyrock trajectory","authors":"T. Szendrei, S. Tose","doi":"10.17159/2411-9717/1873/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1873/2022","url":null,"abstract":"Historical approaches to the problem of flyrock based on correlation studies and regression analysis, including artificial neural networks and similar techniques, are inherently incapable of addressing two core issues - root causes of flyrock and projection velocity. A further shortcoming of correlation techniques is that they give no information on the influence of rock size and shape on the flight distance. The scaled depth of burial model for crater blasting in the collar zone and bench face does not specifically address the question of flyrock velocity. A third approach, based on flight trajectory calculations, often neglects the very significant effects of air resistance on the trajectory. Some trajectory models incorporate air resistance but use an implausible fragment velocity model that cannot propel sizeable rocks to distances much beyond 150 m. Nonetheless, trajectory calculation incorporating the effects of air drag affords the most promising approach to the prediction of flyrock range. A unique and insightful feature of the proposed realistic flight modelling is that it collapses all suspected causes of flyrock, many of which are not well understood, to just a single parameter - the launch velocity. This indicates that the root causes of flyrock lie in the mechanisms of momentum transfer to broken rock and suggests new avenues of study.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41787753","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ventilation optimization through digital transformation 通过数字化转型实现通风优化
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-02-10 DOI: 10.17159/2411-9717/1950/2022
T. Chikande, H. Phillips, F. Cawood
Underground mines require electricity to operate both the main surface fans and auxiliary systems, with primary ventilation systems typically accounting for approximately 40-60% of the mine's overall electricity consumption. The primary reason for this considerable expense is that most underground ventilation systems are designed for peak demand, regardless of the actual demand, which is commonly dictated by diesel equipment usage in trackless mining operations. Most platinum mines on the Great Dyke in Zimbabwe tend to operate their ventilation systems at this peak level, despite the mine's air quantity being well in excess of the 'true' ventilation needs. This is due to a lack of appropriate ventilation controls. The authors designed and installed a ventilation-on-demand system at one of the bord and pillar platinum mines to minimize the use of redundant air in underground operations. Fourth industrial revolution techniques were applied to the environmental monitoring and tracking systems thereby optimizing air quantity demands. The mine managed to reduce its annual power consumption by 23% through the implementation of manual control and time-of-day scheduling levels of the ventilation-on-demand concept. There was also a 6% productivity improvement, mainly attributable to an increased face time as a result of the significant reduction in the re-entry period following a blast. This paper introduces a novel concept of ventilation optimization through digital transformation targeting mainly room and pillar platinum mines. A system was designed, installed, and commissioned, though there is currently an ongoing optimization process to harness the full benefits such as productivity enhancement, reduced power costs, and improved worker health.
地下矿井需要电力来操作主地面风机和辅助系统,主通风系统通常占矿井总用电量的40-60%左右。这一可观费用的主要原因是,无论实际需求如何,大多数地下通风系统都是为峰值需求而设计的,而实际需求通常由无轨采矿作业中柴油设备的使用决定。津巴布韦大堤上的大多数铂矿倾向于在这个峰值水平下运行通风系统,尽管该矿的空气量远远超过了“真正”的通风需求。这是由于缺乏适当的通风控制。作者在其中一个bord和pillar铂矿设计并安装了一个按需通风系统,以最大限度地减少地下作业中多余空气的使用。第四次工业革命技术被应用于环境监测和跟踪系统,从而优化了空气量需求。通过实施手动控制和按需通风概念的一天中的时间调度水平,该矿成功地将年功耗降低了23%。生产率也提高了6%,主要是由于爆炸后重返大气层的时间显著缩短,增加了面对面时间。本文介绍了一种通过数字化转型优化通风的新概念,主要针对房柱铂矿。设计、安装和调试了一个系统,尽管目前正在进行优化过程,以充分利用生产力提高、降低电力成本和改善工人健康等好处。
{"title":"Ventilation optimization through digital transformation","authors":"T. Chikande, H. Phillips, F. Cawood","doi":"10.17159/2411-9717/1950/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1950/2022","url":null,"abstract":"Underground mines require electricity to operate both the main surface fans and auxiliary systems, with primary ventilation systems typically accounting for approximately 40-60% of the mine's overall electricity consumption. The primary reason for this considerable expense is that most underground ventilation systems are designed for peak demand, regardless of the actual demand, which is commonly dictated by diesel equipment usage in trackless mining operations. Most platinum mines on the Great Dyke in Zimbabwe tend to operate their ventilation systems at this peak level, despite the mine's air quantity being well in excess of the 'true' ventilation needs. This is due to a lack of appropriate ventilation controls. The authors designed and installed a ventilation-on-demand system at one of the bord and pillar platinum mines to minimize the use of redundant air in underground operations. Fourth industrial revolution techniques were applied to the environmental monitoring and tracking systems thereby optimizing air quantity demands. The mine managed to reduce its annual power consumption by 23% through the implementation of manual control and time-of-day scheduling levels of the ventilation-on-demand concept. There was also a 6% productivity improvement, mainly attributable to an increased face time as a result of the significant reduction in the re-entry period following a blast. This paper introduces a novel concept of ventilation optimization through digital transformation targeting mainly room and pillar platinum mines. A system was designed, installed, and commissioned, though there is currently an ongoing optimization process to harness the full benefits such as productivity enhancement, reduced power costs, and improved worker health.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49229401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A new method for determining muckpile fragmentation formed by blasting 一种确定爆破形成的堆屑破碎度的新方法
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-01-17 DOI: 10.17159/2411-9717/1104/2022
A. Tosun
Muckpile fragmentation formed by blasting depends on the specific charge factor, the discontinuities in the rock mass, and the rock strength. Determination of the discontinuity characteristics and rock strength is a long and difficult process. These two parameters are directly associated with the rock drilling speed. Therefore, it is the drilling speed of the machine used for the blast-hole, rather than the blasthole discontinuity characteristics and rock strength parameters, that is used in the prediction of muckpile fragmentation before blasting. Primarily, it has been suggested that the muckpile fragmentation values can be correctly determined by establishing correlations between the efficiency of the loader and muck pile fragmentation, since fragmentation is directly correlated with the former parameter. Subsequently, a correlation predicting the drilling speed of the drill machine was developed according to the discontinuity characteristics of the blasting surface and the rock strength. Finally, a correlation was developed predicting muckpile fragmentation according to the specific charge factor and the drilling speed of the drill machine The data was obtained by conducting blasting tests in two different limestone quarries.
爆破形成的泥堆碎片取决于特定的电荷因子、岩体中的不连续性和岩石强度。确定不连续性特征和岩石强度是一个漫长而困难的过程。这两个参数与岩石钻孔速度直接相关。因此,在爆破前预测淤泥堆碎片时,使用的是用于爆破孔的机器的钻孔速度,而不是爆破孔的不连续性特征和岩石强度参数。首先,有人建议,通过在装载机的效率和淤泥堆碎片之间建立相关性,可以正确地确定淤泥堆碎片值,因为碎片与前一个参数直接相关。随后,根据爆破表面的不连续性特征和岩石强度,建立了预测钻机钻孔速度的相关性。最后,根据装药比系数和钻机的钻孔速度建立了预测堆渣碎片的相关性。数据是通过在两个不同的石灰石采石场进行爆破试验获得的。
{"title":"A new method for determining muckpile fragmentation formed by blasting","authors":"A. Tosun","doi":"10.17159/2411-9717/1104/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1104/2022","url":null,"abstract":"Muckpile fragmentation formed by blasting depends on the specific charge factor, the discontinuities in the rock mass, and the rock strength. Determination of the discontinuity characteristics and rock strength is a long and difficult process. These two parameters are directly associated with the rock drilling speed. Therefore, it is the drilling speed of the machine used for the blast-hole, rather than the blasthole discontinuity characteristics and rock strength parameters, that is used in the prediction of muckpile fragmentation before blasting. Primarily, it has been suggested that the muckpile fragmentation values can be correctly determined by establishing correlations between the efficiency of the loader and muck pile fragmentation, since fragmentation is directly correlated with the former parameter. Subsequently, a correlation predicting the drilling speed of the drill machine was developed according to the discontinuity characteristics of the blasting surface and the rock strength. Finally, a correlation was developed predicting muckpile fragmentation according to the specific charge factor and the drilling speed of the drill machine The data was obtained by conducting blasting tests in two different limestone quarries.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44008474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effect of overburden and confined stress state on cave mining propagation 覆岩和承压状态对洞室开采扩展的影响
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-01-17 DOI: 10.17159/2411-9717/1910/2022
N. Schoeman, S. Jacobsz, E. Kearsley, Johan Wesseloo
A physical modelling approach was adopted to simulate the process of cave mining propagation at various horizontal to vertical stress state ratios, and image data was captured and used to characterize the resulting failure mechanisms. Image processing was integrated into the study to determine minor principal strains in models to identify where critical extensional strains had been exceeded relative to crack propagation. The study exhibited a scale factor magnitude of 119 using a calculated critical extensional strain value of 0.014% for the modelling material used. It was perceived that cave propagation occurred through successive parallel extensional 'fracture bands' in all cases, as noticed in models of prior studies, deviating from that described by the Duplancic model. Cracks tended to bisect regions of minor principal strain equal to the critical extensional strain, which suggests 'fracture banding' is an acceptable failure mode for brittle, rock-like materials. Moreover, it was found that models with lower horizontal to vertical stress ratios (K ratios) showed a greater degree of vertical development of the caving mechanism (at similar vertical stresses), while the vertical extent of the cave was suppressed in models with higher K ratios. Models subjected to larger vertical stresses experienced slower cave formation in latter time-steps. These models exhibited larger two-dimensional caved perimeters and areas, respectively.
采用物理建模方法模拟不同水平与垂直应力状态比下的溶洞开采扩展过程,采集图像数据并利用其表征破坏机制。图像处理集成到研究中,以确定模型中的小主应变,以确定相对于裂纹扩展超过临界拉伸应变的位置。该研究显示,使用计算的临界拉伸应变值为所用建模材料的0.014%,比例系数为119。在所有情况下,洞穴扩展都是通过连续平行的伸展“裂缝带”进行的,正如先前研究模型所注意到的那样,与Duplancic模型所描述的不同。裂缝倾向于平分小主应变等于临界拉伸应变的区域,这表明“断裂带”是脆性岩石类材料可接受的破坏模式。此外,水平与竖向应力比(K比)较低的模型(在相似的竖向应力下)崩落机制的垂直发展程度更大,而K比较高的模型的崩落机制的垂直程度受到抑制。在较大的垂直应力作用下,模型的溶洞形成较慢。这些模型分别显示出更大的二维洞穴周长和面积。
{"title":"The effect of overburden and confined stress state on cave mining propagation","authors":"N. Schoeman, S. Jacobsz, E. Kearsley, Johan Wesseloo","doi":"10.17159/2411-9717/1910/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1910/2022","url":null,"abstract":"A physical modelling approach was adopted to simulate the process of cave mining propagation at various horizontal to vertical stress state ratios, and image data was captured and used to characterize the resulting failure mechanisms. Image processing was integrated into the study to determine minor principal strains in models to identify where critical extensional strains had been exceeded relative to crack propagation. The study exhibited a scale factor magnitude of 119 using a calculated critical extensional strain value of 0.014% for the modelling material used. It was perceived that cave propagation occurred through successive parallel extensional 'fracture bands' in all cases, as noticed in models of prior studies, deviating from that described by the Duplancic model. Cracks tended to bisect regions of minor principal strain equal to the critical extensional strain, which suggests 'fracture banding' is an acceptable failure mode for brittle, rock-like materials. Moreover, it was found that models with lower horizontal to vertical stress ratios (K ratios) showed a greater degree of vertical development of the caving mechanism (at similar vertical stresses), while the vertical extent of the cave was suppressed in models with higher K ratios. Models subjected to larger vertical stresses experienced slower cave formation in latter time-steps. These models exhibited larger two-dimensional caved perimeters and areas, respectively.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43473534","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Review of machine learning-based Mineral Resource estimation 基于机器学习的矿产资源估算综述
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-01-17 DOI: 10.17159/2411-9717/1250/2022
M. Mahboob, T. Çelik, B. Genc
Mineral Resources estimation plays a crucial role in the profitability of the future of mining operations. The conventional geostatistical methods used for grade estimation require expertise, understanding and knowledge of the spatial statistics, resource modelling, geology, mining engineering as well as clean validated data to build accurate block models. However, the geostatistical models are sensitive to changes in data and would have to be rebuilt on newly acquired data with different characteristics, which has proved to be a time-consuming process. Machine learning methods have in recent years been proposed as an alternative to the geostatistical methods to alleviate the problems these might suffer from in Mineral Resource estimation. In this paper, a systematic literature review of machine learning methods used in Mineral Resource estimation is presented. This has been conducted on such studies published during the period 1990 to 2019. The types, performances, and capabilities, of several machine learning methods have been evaluated and compared against each other, and against the conventional geostatistical methods. The results, based on 31 research studies, show that the machine learning-based methods have outperformed the conventional grade estimation modelling methods. The review also shows there is active research on applying machine learning to grade estimation from exploration through to exploitation. Further improvements can be expected if advanced machine learning techniques are to be used.
矿产资源估算在未来采矿运营的盈利能力中起着至关重要的作用。用于品位估算的传统地质统计学方法需要对空间统计学、资源建模、地质学、采矿工程以及干净验证的数据的专业知识、理解和知识,以建立准确的块体模型。然而,地质统计模型对数据的变化很敏感,必须在新获得的具有不同特征的数据上重建,这被证明是一个耗时的过程。近年来,机器学习方法被提出作为地质统计学方法的替代方法,以缓解这些方法在矿产资源估计中可能遇到的问题。本文对用于矿产资源估算的机器学习方法进行了系统的文献综述。这是对1990年至2019年期间发表的此类研究进行的。已经对几种机器学习方法的类型、性能和能力进行了评估,并与其他方法以及传统的地质统计学方法进行了比较。基于31项研究的结果表明,基于机器学习的方法优于传统的成绩估计建模方法。综述还表明,从探索到开发,在将机器学习应用于成绩评估方面有着积极的研究。如果要使用先进的机器学习技术,可以预期会有进一步的改进。
{"title":"Review of machine learning-based Mineral Resource estimation","authors":"M. Mahboob, T. Çelik, B. Genc","doi":"10.17159/2411-9717/1250/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1250/2022","url":null,"abstract":"Mineral Resources estimation plays a crucial role in the profitability of the future of mining operations. The conventional geostatistical methods used for grade estimation require expertise, understanding and knowledge of the spatial statistics, resource modelling, geology, mining engineering as well as clean validated data to build accurate block models. However, the geostatistical models are sensitive to changes in data and would have to be rebuilt on newly acquired data with different characteristics, which has proved to be a time-consuming process. Machine learning methods have in recent years been proposed as an alternative to the geostatistical methods to alleviate the problems these might suffer from in Mineral Resource estimation. In this paper, a systematic literature review of machine learning methods used in Mineral Resource estimation is presented. This has been conducted on such studies published during the period 1990 to 2019. The types, performances, and capabilities, of several machine learning methods have been evaluated and compared against each other, and against the conventional geostatistical methods. The results, based on 31 research studies, show that the machine learning-based methods have outperformed the conventional grade estimation modelling methods. The review also shows there is active research on applying machine learning to grade estimation from exploration through to exploitation. Further improvements can be expected if advanced machine learning techniques are to be used.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46290543","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Drawpoint loading optimization strategies in block caving: A case study of Palabora Mining Company 分段崩落法工作面加载优化策略——以帕拉博拉矿业公司为例
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-01-17 DOI: 10.17159/2411-9717/1664/2022
M.S. Nyarela, R. Khumalo, R.C. Nemathithi
Palabora Mining Company is one of the largest low-grade copper mines globally. The mine uses block caving for the extraction of the orebody. This paper enumerates the drawpoint loading strategies for the overall head grade improvements, particularly for a block that is nearing depletion. A comprehensive literature review of various considerations relating to improving productivity in block caving is presented to contextualize the draw control in caving. From this study, an optimized draw control strategy is presented, which focuses on three parameters that include grade distribution, loading compliance, and tonnage splits per sector. An empirical method based on the relational study between various parameters is used to outline the key criteria to be used in the optimization of drawpoint loading in block caving.
帕拉博拉矿业公司是全球最大的低品位铜矿之一。该矿采用块状崩落法开采矿体。本文列举了提高整体水头品位的拉拔点加载策略,特别是对于接近枯竭的区块。综合文献综述了与提高块状崩落生产效率有关的各种考虑因素,以介绍崩落生产中的抽采控制。根据这项研究,提出了一种优化的牵引力控制策略,该策略主要关注三个参数,包括品位分布、负载顺应性和每个扇区的吨位分割。采用基于各参数之间关系研究的经验方法,提出了块体崩落放拔点加载优化的关键准则。
{"title":"Drawpoint loading optimization strategies in block caving: A case study of Palabora Mining Company","authors":"M.S. Nyarela, R. Khumalo, R.C. Nemathithi","doi":"10.17159/2411-9717/1664/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1664/2022","url":null,"abstract":"Palabora Mining Company is one of the largest low-grade copper mines globally. The mine uses block caving for the extraction of the orebody. This paper enumerates the drawpoint loading strategies for the overall head grade improvements, particularly for a block that is nearing depletion. A comprehensive literature review of various considerations relating to improving productivity in block caving is presented to contextualize the draw control in caving. From this study, an optimized draw control strategy is presented, which focuses on three parameters that include grade distribution, loading compliance, and tonnage splits per sector. An empirical method based on the relational study between various parameters is used to outline the key criteria to be used in the optimization of drawpoint loading in block caving.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45559981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fines generation from South African manganese ores during preheating in a rotary kiln 南非锰矿在回转窑预热过程中产生的细粒
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-01-17 DOI: 10.17159/2411-9717/1724/2022
M. Moholwa, J. Steenkamp, H. Rutto
Manganese ores are the major source of manganese for the production of manganese ferroalloys. There is a gap in the knowledge of the decrepitation behaviour of manganese ores, which presents a problem in the operation of smelters. Decrepitation, which is the breakage of the ore particles upon heating, is an important quality parameter for these ores. The purpose of this investigation was to determine the extent to which South African manganese ores decrepitate during preheating in a rotary kiln. The effects of temperature, rotational speed, and particle size decrepitation were investigated. Manganese ores were heated in a laboratory-scale rotary kiln at temperatures of 600, 800, and 1000°C, and rotational speeds of 3, 6, and 12 r/min. The size ranges were +6-20, +20-40, and +40-75 mm and the residence time was constant at 30 minutes. The decrepitation index (DI) is quantified as the ratio of the mass of <6 mm particles after pre-heating to the total mass of the sample. It was found that the DIs for all ores used were proportional to the temperature and the rotational speed and inversely proportional to the particle size range with temperature being the most important parameter. Ore A was the most susceptible to decrepitation followed by ore C and ore B; this was mainly to the decomposition of kutnohorite, the content of which was the highest in ore A and the lowest in ore B.
锰矿石是生产锰铁合金的锰的主要来源。对锰矿石爆裂行为的认识存在差距,这给冶炼厂的运营带来了问题。衰变,即矿石颗粒在加热时的破碎,是这些矿石的一个重要质量参数。本次调查的目的是确定南非锰矿在回转窑预热过程中的衰变程度。研究了温度、转速和颗粒尺寸对爆裂的影响。锰矿石在实验室规模的回转窑中加热,温度分别为600、800和1000°C,转速分别为3、6和12 r/min。尺寸范围为+6-20、+20-40和+40-75mm,停留时间恒定为30分钟。爆裂指数(DI)量化为预热后<6mm颗粒的质量与样品总质量的比率。研究发现,所用所有矿石的DI与温度和转速成正比,与粒度范围成反比,其中温度是最重要的参数。矿石A最易发生爆裂,其次是矿石C和矿石B;这主要是由于kutnohorite的分解,其含量在A矿中最高,在B矿中最低。
{"title":"Fines generation from South African manganese ores during preheating in a rotary kiln","authors":"M. Moholwa, J. Steenkamp, H. Rutto","doi":"10.17159/2411-9717/1724/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1724/2022","url":null,"abstract":"Manganese ores are the major source of manganese for the production of manganese ferroalloys. There is a gap in the knowledge of the decrepitation behaviour of manganese ores, which presents a problem in the operation of smelters. Decrepitation, which is the breakage of the ore particles upon heating, is an important quality parameter for these ores. The purpose of this investigation was to determine the extent to which South African manganese ores decrepitate during preheating in a rotary kiln. The effects of temperature, rotational speed, and particle size decrepitation were investigated. Manganese ores were heated in a laboratory-scale rotary kiln at temperatures of 600, 800, and 1000°C, and rotational speeds of 3, 6, and 12 r/min. The size ranges were +6-20, +20-40, and +40-75 mm and the residence time was constant at 30 minutes. The decrepitation index (DI) is quantified as the ratio of the mass of <6 mm particles after pre-heating to the total mass of the sample. It was found that the DIs for all ores used were proportional to the temperature and the rotational speed and inversely proportional to the particle size range with temperature being the most important parameter. Ore A was the most susceptible to decrepitation followed by ore C and ore B; this was mainly to the decomposition of kutnohorite, the content of which was the highest in ore A and the lowest in ore B.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48080039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Applicability of the risk ranking methodology designed for water reservoirs to tailings storage facilities 为水库设计的风险排序方法对尾矿库设施的适用性
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-01-17 DOI: 10.17159/2411-9717/1492/2022
D. Nišić, D. Knežević, A. Cyjetic, N. Nisic, V. Jovanovic
The risks associated with operating water reservoirs and tailings storage facilities (TSFs) are different because of their different purposes, methods of construction and operation, and characteristics of the materials impounded and their flow behaviour. Regardless of the differences, these two types of structures are often put in the same category when it comes to risk assessment and the application of relevant methodologies, which may result in unrealistic outcomes. In this paper we investigate whether it is possible to apply the risk ranking methodology designed for water reservoirs to TDFs and overview the key differences between these two types of structures. We also provide a comparative analysis of the results obtained by conducting a risk assessment of the operation of a TSF, applying the method recommended by the International Commission on Large Dams (ICOLD), and analyse the results using the failure mode and effects analysis (FMEA) technique. It is concluded that a more realistic evaluation of risk levels can be obtained by adopting a systematic approach to risk assessment in accordance with the traditional risk definition on which the FMEA technique is based.
由于水库和尾矿储存设施的用途、施工和运营方法、蓄水材料的特性及其流动特性不同,与运行水库和尾矿存储设施相关的风险也不同。无论差异如何,在风险评估和相关方法的应用方面,这两种类型的结构往往被归为同一类,这可能会导致不切实际的结果。在本文中,我们研究了是否有可能将为水库设计的风险排序方法应用于TDF,并概述了这两种类型的结构之间的关键差异。我们还对采用国际大坝委员会(ICOLD)建议的方法对TSF运行进行风险评估所获得的结果进行了比较分析,并使用失效模式和影响分析(FMEA)技术对结果进行了分析。得出的结论是,根据FMEA技术所基于的传统风险定义,通过采用系统的风险评估方法,可以获得更现实的风险水平评估。
{"title":"Applicability of the risk ranking methodology designed for water reservoirs to tailings storage facilities","authors":"D. Nišić, D. Knežević, A. Cyjetic, N. Nisic, V. Jovanovic","doi":"10.17159/2411-9717/1492/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/1492/2022","url":null,"abstract":"The risks associated with operating water reservoirs and tailings storage facilities (TSFs) are different because of their different purposes, methods of construction and operation, and characteristics of the materials impounded and their flow behaviour. Regardless of the differences, these two types of structures are often put in the same category when it comes to risk assessment and the application of relevant methodologies, which may result in unrealistic outcomes. In this paper we investigate whether it is possible to apply the risk ranking methodology designed for water reservoirs to TDFs and overview the key differences between these two types of structures. We also provide a comparative analysis of the results obtained by conducting a risk assessment of the operation of a TSF, applying the method recommended by the International Commission on Large Dams (ICOLD), and analyse the results using the failure mode and effects analysis (FMEA) technique. It is concluded that a more realistic evaluation of risk levels can be obtained by adopting a systematic approach to risk assessment in accordance with the traditional risk definition on which the FMEA technique is based.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49475938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of zinc process water recycling on galena flotation from a complex sulphide ore 锌工艺水回用对复杂硫化矿方铅矿浮选的影响
IF 0.9 4区 材料科学 Q3 Materials Science Pub Date : 2023-01-17 DOI: 10.17159/2411-9717/241/2022
K. Boujounoui, A. Abidi, A. Baçaoui, K. Amari, D. He, A. Yaacoubi
The effects of utilizing recycled tailings pond water from the flotation plant at the Mining Company of Guemassa (MCG) on galena recovery and selectivity towards chalcopyrite (RPb-Cu) , sphalerite (RPb-Zn), and pyrrhotite (RPb-Fe) were studied at bench scale. The results showed that recycling the tailings pond water in the lead circuit without addition of fresh water gave a good flotation performance in terms of lead recovery (Rpb) (75%) and selectivity towards the other metals: RPb-Cu (54%), RPb-Zn (60%) and RPb-Fe(65%). This allows the water to be recycled at least four times. However, increasing the d80 from 100 um to 160 um currently used at the MCG plant had a negative effect on the lead flotation performance.
利用格马萨矿业公司(MCG)浮选厂回收的尾矿库水,对方铅矿对黄铜矿(RPb-Cu)、闪锌矿(RPb-Zn)和磁黄铁矿(RPb-Fe)的回收率和选择性进行了实验研究。结果表明:在不添加淡水的情况下,尾矿库水在铅循环中回收可获得良好的铅回收率(Rpb)(75%)和对Rpb - cu(54%)、Rpb - zn(60%)和Rpb - fe(65%)的选择性。这使得水至少可以循环使用四次。然而,将MCG厂目前使用的d80从100 um增加到160 um,对铅浮选性能产生了负面影响。
{"title":"Effect of zinc process water recycling on galena flotation from a complex sulphide ore","authors":"K. Boujounoui, A. Abidi, A. Baçaoui, K. Amari, D. He, A. Yaacoubi","doi":"10.17159/2411-9717/241/2022","DOIUrl":"https://doi.org/10.17159/2411-9717/241/2022","url":null,"abstract":"The effects of utilizing recycled tailings pond water from the flotation plant at the Mining Company of Guemassa (MCG) on galena recovery and selectivity towards chalcopyrite (RPb-Cu) , sphalerite (RPb-Zn), and pyrrhotite (RPb-Fe) were studied at bench scale. The results showed that recycling the tailings pond water in the lead circuit without addition of fresh water gave a good flotation performance in terms of lead recovery (Rpb) (75%) and selectivity towards the other metals: RPb-Cu (54%), RPb-Zn (60%) and RPb-Fe(65%). This allows the water to be recycled at least four times. However, increasing the d80 from 100 um to 160 um currently used at the MCG plant had a negative effect on the lead flotation performance.","PeriodicalId":17492,"journal":{"name":"Journal of The South African Institute of Mining and Metallurgy","volume":" ","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48543890","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of The South African Institute of Mining and Metallurgy
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1