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GoldMiner-AI:大数据与人工智能找矿系统的设计与实现 被引量:1
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作者 周永章 朱彪彪 +9 位作者 童小畅 李丹 张彤 牛露佳 于新慧 张玙情 王郑哲 郭亦嘉 李文佳 张灿 《地学前缘》 北大核心 2026年第4期1-11,共11页
针对当前地质找矿智能化转型中“从数据接入到智能分析的全流程自动化”以及“贯穿数据获取、融合处理、异常识别与智能预测的全流程端到端系统”仍属关键瓶颈的现实挑战,本文介绍笔者近年来围绕构建大数据与人工智能找矿新范式所持续... 针对当前地质找矿智能化转型中“从数据接入到智能分析的全流程自动化”以及“贯穿数据获取、融合处理、异常识别与智能预测的全流程端到端系统”仍属关键瓶颈的现实挑战,本文介绍笔者近年来围绕构建大数据与人工智能找矿新范式所持续性开展的研究成果,重点阐述面向找矿任务的全流程智能系统——GoldMiner-AI的构建与应用。该平台基于RuoYi-Cloud-Plus微服务架构,采用PostGIS、Neo4j、Milvus与MySQL协同的多数据库体系,实现对地质、地球化学、地球物理、钻孔、野外观察及文本报告等多源异构地学数据的统一管理。在智能化核心模块方面,系统集成了KAR-Graph异常识别框架与MAF-Net多源特征融合深度学习模型,并结合知识图谱与检索增强生成技术,构建了面向找矿垂直领域的大语言模型,形成了从异常识别、靶区圈定、知识推理到智能问答的完整智能工作流。在右江盆地、钦杭成矿带南段等矿区的验证结果表明:(1)系统能够有效识别卡林型金矿的Au-As-Sb-Hg异常组合,并深入挖掘与矿床成因相关的地球化学指纹;(2)通过多源图层叠加分析,系统可准确预测铅锌矿化带的空间位置;(3)垂直领域大语言模型能够显著减轻通用模型的“幻觉”现象,提升地学知识问答的准确性。GoldMiner-AI为矿产预测提供了一个可复现、可扩展、可工程化部署的系统平台,推动了找矿工作向全面智能化方向发展。 展开更多
关键词 智能找矿 大数据挖掘 大语言模型 深度学习 检索增强生成 知识图谱
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Ecological Risk and Source-sink Relationships of Heavy Metals in a Lead-zinc Mining Area in Guangxi
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作者 LU Yuqiu HUANG Xian +4 位作者 HUANG Haisheng LI Shaoxiang QIN Yuelong LEI Dongxue CHEN Ninghua 《有色金属(中英文)》 北大核心 2026年第4期843-858,共16页
To investigate the environmental impact of an abandoned lead-zinc mining area in Guangxi and to quantify the contributions of heavy metal sources to surrounding soil and surface water sediments,as well as to estimate ... To investigate the environmental impact of an abandoned lead-zinc mining area in Guangxi and to quantify the contributions of heavy metal sources to surrounding soil and surface water sediments,as well as to estimate the sourcesink fluxes of heavy metals,a total of 76 samples—including waste rock,soil,and sediment—were collected from the mining area and its surrounding impacted zone.The concentrations of eight heavy metals(Pb,Hg,Cd,Cr,As,Cu,Zn,and Ni)were determined.The pollution characteristics,ecological risks,and sources of heavy metals in soil and river sediments were assessed,and the source-sink relationships were analyzed.Results show that the average concentrations of most heavy metals in waste rock(excluding Cr,As,and Ni)are higher than those in soil and sediments.The mean concentrations of Pb,Hg,Cd,Cu,and Zn across all three media exceed the local soil background values.Pb,Hg,Cd,and Zn in soil and sediment mainly originate from residual waste rock,while Cr,As,and Ni are primarily derived from soil parent material.The dominant pollutants in both soil and sediment are Hg,Cd,and Zn.The ecological risk index(RI)indicates strong risk(RI>300),with Hg,Cd,and Zn identified as the primary ecological risk factors.The estimated accumulation of Pb,Hg,Cd,Cr,As,Cu,Zn,and Ni in the soil near the mining area is 37.35,0.18,13.67,36.78,2.46,20.86,3750.71,and 43.75 kg·hm^(-2),respectively.The source-sink dynamics of heavy metals in and around the abandoned mining area warrant significant attention.Targeted pollution prevention and risk management strategies should be implemented based on the current contamination status across different media,with priority given to source control of waste rock. 展开更多
关键词 mining area heavy metals pollution characteristics risk assessment source-sink relationship
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Pollution Characteristics and Sources of Heavy Metal in the Soil Around a Concentrated Lead and Zinc Mining Area in Guangxi
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作者 LU Yuqiu TANG Xiaohui +5 位作者 XIN Meifen HUANG Yanhong LI Yang WU Hao LUO Dongyuan ZHOU Lang 《有色金属(中英文)》 北大核心 2026年第2期392-411,共20页
39 soil samples surrounding a lead-zinc mining area in Guangxi were collected,and the contents of Pb,Hg,Cd,Cr,As,Cu,Zn,and Ni were determined to investigate the pollution characteristics and sources of heavy metals.Ar... 39 soil samples surrounding a lead-zinc mining area in Guangxi were collected,and the contents of Pb,Hg,Cd,Cr,As,Cu,Zn,and Ni were determined to investigate the pollution characteristics and sources of heavy metals.ArcGIS inverse distance weight difference method was used to analyze the characteristics of pollution distribution,and single-factor pollution index,Nemerow comprehensive pollution index,ground accumulation index,and potential ecological risk index were selected to evaluate the characteristics of heavy metal pollution.Based on correlation analysis,the absolute principal component-multiple linear regression(APCS-MLR)and positive definite matrix factorization(PMF)models were used to analyze the sources of soil heavy metals.The results showed that the average concentrations of all eight heavy metals exceeded both national and Guangxi soil background values.Hg,Cd,and Zn exhibited high variation(greater than 0.5),indicating significant external disturbances,and their spatial distribution was closely related to mining activity locations.The single-factor pollution index evaluation indicated varying degrees of pollution risk for Cd,Zn,and As,with Cd and Zn being the most severe pollutants,as 69.23%and 30.77%of the samples fell into the moderate pollution or higher category.The geoaccumulation index analysis ranked the mean pollution levels of the eight elements as follows:Zn>Cd>Ni>Pb>Cu>Cr>Hg>As,with Cd and Zn showing the most severe contamination,and 51.28%of the samples exhibiting moderate or higher pollution levels.The Nemerow comprehensive pollution index evaluation showed that 74.35%of soil samples were classified as moderate to heavy pollution.The potential ecological risk index assessment indicated significant ecological risks posed by Cd and Zn,with 82.05%and 5.12%of the samples classified as causing strong to extreme ecological risks,respectively.The source apportionment analysis revealed minor differences between the two models.The APCS-MLR model identified three pollution sources and their contribution rates:anthropogenic mining sources(31.13%),parent material sources(40.38%),and unidentified sources(28.49%).The PMF model identified three pollution sources with contribution rates of anthropogenic mining sources(26.10%),parent material sources(46.96%),and a combined traffic and agricultural source(26.61%).Pb,Hg,Cd,and Zn mainly originated from mining activities;Cr,As,and Ni were primarily derived from the parent material,while Cu was predominantly attributed to traffic and agricultural sources.These findings provide a scientific basis for the prevention and control of heavy metal pollution in mining areas. 展开更多
关键词 mining area soil heavy metals pollution characteristics risk assessment source apportionment
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Effect of composite stress arches evolution on abutment pressure distribution in repeated mining of close-distance coal seams
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作者 HU Pin-pin ZUO Yu-jun +5 位作者 RONG Peng CHEN Bin ZHENG Lu-lin WEN Zhi-jie HU Jin-chun REN Wei-de 《Journal of Central South University》 2026年第2期747-766,共20页
Due to the unique geological structure in the Guizhou region,issues such as stress concentration and inefficient resource utilization efficiency arise during repeated mining of close-distance coal seam.This study focu... Due to the unique geological structure in the Guizhou region,issues such as stress concentration and inefficient resource utilization efficiency arise during repeated mining of close-distance coal seam.This study focuses on the Longfeng Coal Mine in Guizhou,investigating the evolution of stress arches and abutment pressure distribution under repeated mining conditions through similarity simulations,numerical simulations,and theoretical analysis.The study introduces a novel composite stress arch model,which more accurately represents stress evolution under complex mining conditions compared to traditional single arch theories.The model highlights the gradual transformation of a single stress arch into a composite structure,accounting for the increasing complexity of the stress distribution.Based on these evolution characteristics,a mechanical model of composite arches under nonlinear loading was developed.The calculation results and field monitoring data show that after repeated mining,the stop-mining coal pillar width should be optimized between 65 and 70 m.The research reveals the coupling relationship between the evolution of composite arches and the distribution of abutment pressure,which aids in optimizing coal pillar design,enhancing resource recovery rates,and ensuring the stability of roadways and stopes. 展开更多
关键词 stress concentration repeated mining stress arch evolution abutment pressure composite arch coal pillar design resource recovery
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基于Text-Mining分析的新中式服装的文化性与设计性研究
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作者 宾森 《丝绸》 北大核心 2026年第4期21-33,共13页
针对当前新中式服装研究多依赖定性分析、缺乏大规模数据支撑,且对文化性与设计性内在关联探讨不足的问题。文章通过大数据分析方法领域中的Text-Mining分析方法,对淘宝平台采集的4682条新中式服装商品描述文本进行了词频分析与LDA主题... 针对当前新中式服装研究多依赖定性分析、缺乏大规模数据支撑,且对文化性与设计性内在关联探讨不足的问题。文章通过大数据分析方法领域中的Text-Mining分析方法,对淘宝平台采集的4682条新中式服装商品描述文本进行了词频分析与LDA主题模型分析。在此基础上,文章系统揭示了新中式服装文化性与设计性的三大表达特点。进一步而言,新中式服装的生命力源于“文化性”与“设计性”之间动态、共生的相互作用。即文化内核为设计注入灵魂与辨识度,而设计创新则反过来赋能文化,使新中式服装得以在当代生活语境中活化与延续。 展开更多
关键词 新中式 文化性 设计性 text-mining分析 服装设计 中国服饰
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Mining pressure monitoring and analysis in fully mechanized backfilling coal mining face-A case study in Zhai Zhen Coal Mine 被引量:16
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作者 张强 张吉雄 +2 位作者 康涛 孙强 李伟康 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第5期1965-1972,共8页
Fully mechanized solid backfill mining(FMSBM) technology adopts dense backfill body to support the roof. Based on the distinguishing characteristics and mine pressure control principle in this technology, the basic pr... Fully mechanized solid backfill mining(FMSBM) technology adopts dense backfill body to support the roof. Based on the distinguishing characteristics and mine pressure control principle in this technology, the basic principles and methods for mining pressure monitoring were analyzed and established. And the characteristics of overburden strata movement were analyzed by monitoring the support resistance of hydraulic support, the dynamic subsidence of immediate roof, the stress of backfill body, the front abutment pressure, and the mass ratio of cut coal to backfilled materials. On-site strata behavior measurements of 7403 W solid backfilling working face in Zhai Zhen Coal Mine show that the backfill body can effectively support the overburden load, obviously control the overburden strata movement, and weaken the strata behaviors distinctly. Specific performances are as follows. The support resistance decreases obviously; the dynamic subsidence of immediate roof keeps consistent to the variation of backfill body stress, and tends to be stable after the face retreating to 120-150 m away from the cut. The peak value of front abutment pressure arises at 5-12 m before the operating face, and mass ratio is greater than the designed value of 1.15, which effectively ensures the control of strata movement. The research results are bases for intensively studying basic theories of solid backfill mining strata behaviors and its control, and provide theoretical guidance for engineering design in FMSBM. 展开更多
关键词 fully mechanized solid backfill mining(FMSBM) strata movement strata behavior mining pressure monitoring
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Circle geometric constraint model for open-pit mine ore-matching and its applications 被引量:2
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作者 黄俊歆 王李管 +3 位作者 熊书敏 徐少游 谭正华 王海桥 《Journal of Central South University》 SCIE EI CAS 2012年第9期2598-2603,共6页
The circle geometric constraint model (CGCM) was put forward for resolving the open-pit mine ore-matching problems (OMOMP). By adopting the approaches of graph theory, block model of blasted piles was abstracted i... The circle geometric constraint model (CGCM) was put forward for resolving the open-pit mine ore-matching problems (OMOMP). By adopting the approaches of graph theory, block model of blasted piles was abstracted into a set of nodes and directed edges, which were connected together with other nodes in the range of circle constraints, to describe the mining sequence. Also, the constructing method of CGCM was introduced in detail. The algorithm of CGCM has been realized in the DIM1NE system, and applied to a short-term (5 d) program calculation for ore-matching of a cement limestone mine in Hebei Province, China. The applications show that CGCM can well describe the mining sequence of ore blocks and its mining geometric constraints in the process of mining blasted piles. This model, which is applicable for resolving OMOMP under complicated geometric constraints with accurate results, provides effective ways to solve the problems of open-pit ore-matching. 展开更多
关键词 open-pit mine block model blasted-pile mining optimization linear programming mixed integer programming (MIP)
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Theoretical design and dynamic simulation of new mining paths of tracked miner on deep seafloor 被引量:9
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作者 戴瑜 刘少军 《Journal of Central South University》 SCIE EI CAS 2013年第4期918-923,共6页
With comprehensive considerations of the operational safety and collection efficiency for the tracked miner collecting the seafloor poly-metallic nodules, two new improved mining paths for the miner on the deep seaflo... With comprehensive considerations of the operational safety and collection efficiency for the tracked miner collecting the seafloor poly-metallic nodules, two new improved mining paths for the miner on the deep seafloor were proposed. Compared to the conventional mining path, the design principles and superiorities of the two new paths are that the miner turning with relative long radius should avoid large sinkage and high slip, so as to ensure its operational safety, while the space between its straight-line trajectories before and after the turning is optimum, which is designed as the total width of the miner, and collect nodules as more as possible, so as to ensure its collection efficiency. To realize the new mining paths, theoretical designs and quantitative calculations were carried out to determine the exact positions for the speed controls of the miner during its whole operation process. With the new dynamic model of the miner, and through regulations of the speeds of the left and right tracks of the miner on the exact motion positions according to the theoretical calculations, the two new improved mining paths for the miner on the seafloor were successfully simulated, thus the turning radius of the miner in the simulation is about 21.8 m, while the distance between the straight-line trajectories before and after the turning is about 5.2 m. The dynamic simulation results preliminarily prove the feasibility of these two new mining paths, and further can provide important theoretical guidance and useful technical reference for the practical tracked miner operation and control on the seafloor. 展开更多
关键词 deep ocean mining tracked miner single-body model mesh element model collection efficiency mining path dynamic simulation
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Analysis of factors and countermeasures of mining subsidence in Kaiyang Phosphorus Mine 被引量:11
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作者 邓建 边利 +2 位作者 李夕兵 赵国彦 王新民 《Journal of Central South University of Technology》 EI 2006年第6期733-737,共5页
Ground crack and subsidence were investigated in Kaiyang Phosphorus Mine as an example. Contribution factors to cause ground crack and mining subsidence were studied, including mining method, mining depth and ore thic... Ground crack and subsidence were investigated in Kaiyang Phosphorus Mine as an example. Contribution factors to cause ground crack and mining subsidence were studied, including mining method, mining depth and ore thickness and stope size, dip angle of orebody, geological structure, nature of overburden and water contents, and roof supports, etc. Countermeasures against cracks and subsidence were put forward. The uniaxial compressive strength of compounded phosphorus gypsum after 28 d of curing period was tested to be more than 1 MPa. Phosphorus gypsum can be used as materials for the backfill of stope. By comparison and numerical simulation, cut and fill mining method with middle-deep drilling holes and ore transportation by blasting force was selected as the optimum mining method in Kaiyang Phosphorus Mine. 展开更多
关键词 mining subsidence ground crack cut and fill mining method Kaiyang Phosphorus Mine
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Investigation and characterization of mining subsidence in Kaiyang Phosphorus Mine 被引量:9
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作者 邓建 边利 《Journal of Central South University of Technology》 EI 2007年第3期413-417,共5页
In Kaiyang Phosphorus Mine, serious environmental and safety problems are caused by large scale mining activities in the past 40 years. These problems include mining subsidence, low recovery ratio, too much dead ore i... In Kaiyang Phosphorus Mine, serious environmental and safety problems are caused by large scale mining activities in the past 40 years. These problems include mining subsidence, low recovery ratio, too much dead ore in pillars, and pollution of phosphorus gypsum. Mining subsidence falls into four categories: curved ground and mesa, ground cracks and collapse hole, spalling and eboulement, slope slide and creeping. Measures to treat the mining subsidence were put forward: finding out and managing abandoned stopes, optimizing mining method (cut and fill mining method), selecting proper backfilling materials (phosphogypsum mixtures), avoiding disorder mining operation, and treating highway slopes. These investigations and engineering treatment methods are believed to be able to contribute to the safety extraction of ore and sustainable development in Kaiyang Phosphorus Mine. 展开更多
关键词 mining subsidence ground cracking safety Kaiyang Phosphorus Mine cut and fill mining method
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Characteristics of rockburst and its mining technology in mines 被引量:5
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作者 吴爱祥 孙业志 +2 位作者 Gour Sen 沈慧明 杨保华 《Journal of Central South University of Technology》 2002年第4期255-259,共5页
In order to resolve how to mine under the condition of high stress with rockburst, this paper analyzes the law of rockburst, and considers that most of the rockbursts occur in the high stress area of stope. A method o... In order to resolve how to mine under the condition of high stress with rockburst, this paper analyzes the law of rockburst, and considers that most of the rockbursts occur in the high stress area of stope. A method of rockburst forecast and its steps are given, and three different stages of rockburst are identified. Furthermore, this paper considers that blasting energy can effectively control rockburst by changing the characteristics of rock mass, which decreases the probability of rockburst happening. According to characteristics of rockburst, two feasible mining techniques under rockburst conditions are put forward, that is stoping and filling method, and sublevel caving method of mining without any sills in hanging wall. 展开更多
关键词 ROCKBURST ROCKBURST FORECAST ROCKBURST CONTROL mining method
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Key factor analysis and model establishment of variation of rock face temperature in a deep open-pit mine 被引量:5
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作者 WANG Yuan DU Cui-feng +1 位作者 JIN Wen-bo WANG Pu-yu 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第7期1786-1798,共13页
In recent years, with the increase of the depth of open-pit mining, the pollution level has been on the rise due to harmful gases and dust occurring in the process of mining. In order to accelerate the diffusion of th... In recent years, with the increase of the depth of open-pit mining, the pollution level has been on the rise due to harmful gases and dust occurring in the process of mining. In order to accelerate the diffusion of these air pollutants, the distributed regularity of the rock face temperature which is directly related to the air ventilation in deep open-pit mines should be studied. Here, we establish the key factors influencing the rock face temperature in a deep open-pit mine. We also present an empirical model of the rock face temperature variation in the deep open-pit mine, of which the performance is interestingly high compared with that of the field test. This study lays a foundation to study the ventilation thermodynamic theory in the deep open-pit mine, which is of great importance for theoretical studies and engineering applications of solving air pollution problem in deep open-pit mines. 展开更多
关键词 deep open-pit mine distributed regularity of rock face temperature dimensional analysis nonlinear regression analysis
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Application of reliability-centered maintenance for productivity improvement of open pit mining equipment:Case study of Sungun Copper Mine 被引量:5
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作者 Amin Moniri Morad Mohammad Pourgol-Mohammad Javad Sattarvand 《Journal of Central South University》 SCIE EI CAS 2014年第6期2372-2382,共11页
Equipment plays an important role in open pit mining industry and its cost competence at efficient operation and maintenance techniques centered on reliability can lead to significant cost reduction.The application of... Equipment plays an important role in open pit mining industry and its cost competence at efficient operation and maintenance techniques centered on reliability can lead to significant cost reduction.The application of optimal maintenance process was investigated for minimizing the equipment breakdowns and downtimes in Sungun Copper Mine.It results in the improved efficiency and productivity of the equipment and lowered expenses as well as the increased profit margin.The field operating data of 10 trucks are used to estimate the failure and maintenance profile for each component,and modeling and simulation are accomplished by using reliability block diagram method.Trend analysis was then conducted to select proper probabilistic model for maintenance profile.Then reliability of the system was evaluated and importance of each component was computed by weighted importance measure method.This analysis led to identify the items with critical impact on availability of overall equipment in order to prioritize improvement decisions.Later,the availability of trucks was evaluated using Monte Carlo simulation and it is revealed that the uptime of the trucks is around 11000 h at 12000 operation hours.Finally,uncertainty analysis was performed to account for the uncertainty sources in data and models. 展开更多
关键词 operating costs maintenance mining dump truck RELIABILITY AVAILABILITY UNCERTAINTY
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Mechanism,prevention,and control of mining-induced dynamic disasters in underground metal mines in China:Challenges and solutions 被引量:9
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作者 LI Peng CAI Mei-feng +3 位作者 MIAO Sheng-jun REN Fen-hua GORJIAN Mostafa PENG Chao 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第8期2549-2606,共58页
Metal mineral resources play an indispensable role in the development of the national economy.Dynamic disasters in underground metal mines seriously threaten mining safety,which are major scientific and technological ... Metal mineral resources play an indispensable role in the development of the national economy.Dynamic disasters in underground metal mines seriously threaten mining safety,which are major scientific and technological problems to be solved urgently.In this article,the occurrence status and grand challenges of some typical dynamic disasters involving roof falling,spalling,collapse,large deformation,rockburst,surface subsidence,and water inrush in metal mines in China are systematically presented,the characteristics of mining-induced dynamic disasters are analyzed,the examples of dynamic disasters occurring in some metal mines in China are summarized,the occurrence mechanism,monitoring and early warning methods,and prevention and control techniques of these disasters are highlighted,and some new opinions,suggestions,and solutions are proposed simultaneously.Moreover,some shortcomings in current disaster research are pointed out,and the direction of efforts to improve the prevention and control level of dynamic disasters in China’s metal mines in the future is prospected.The integration of forward-looking key innovative theories and technologies in the abovementioned aspects will greatly enhance the cognitive level of disaster prevention and mitigation in China’s metal mining industry and achieve a significant shift from passive disaster relief to active disaster prevention. 展开更多
关键词 underground metal mines dynamic disasters MECHANISM monitoring and early warning prevention and control
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Stability and reliability of pit slopes in surface mining combined with underground mining in Tonglushan mine 被引量:10
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作者 罗一忠 吴爱祥 +1 位作者 刘湘平 王洪江 《Journal of Central South University of Technology》 EI 2004年第4期434-439,共6页
Slope stability is of critical importance in the process of surface-underground mining combination. The influence of underground mining on pit slope stability was mainly discussed, and the self-stabilization of underg... Slope stability is of critical importance in the process of surface-underground mining combination. The influence of underground mining on pit slope stability was mainly discussed, and the self-stabilization of underground stopes was also studied. The random finite element method was used to analyze the probability of the rock mass stability degree of both pit slopes and underground stopes. Meanwhile, 3D elasto-plastic finite element method was used to research into the stress, strain and rock mass failure resulting from mining. The results of numerical simulation indicate that the mining of the underground test stope has certain influence on the stability of the pit slope, but the influence is not great. The safety factor of pit slope is decreased by 0.06, and the failure probability of the pit slope is increased by 1.84%. In addition, the strata yielding zone exists around the underground test stope. The results basically conform to the information coming from the field monitoring. 展开更多
关键词 surface-underground mining combination STABILITY RELIABILITY random finite element method (numerical simulation)
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Improving performance of open-pit mine production scheduling problem under grade uncertainty by hybrid algorithms 被引量:2
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作者 Kamyar TOLOUEI Ehsan MOOSAVI +2 位作者 Amir Hossein BANGIAN TABRIZI Peyman AFZAL Abbas AGHAJANI BAZZAZI 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第9期2479-2493,共15页
One of the surface mining methods is open-pit mining,by which a pit is dug to extract ore or waste downwards from the earth’s surface.In the mining industry,one of the most significant difficulties is long-term produ... One of the surface mining methods is open-pit mining,by which a pit is dug to extract ore or waste downwards from the earth’s surface.In the mining industry,one of the most significant difficulties is long-term production scheduling(LTPS)of the open-pit mines.Deterministic and uncertainty-based approaches are identified as the main strategies,which have been widely used to cope with this problem.Within the last few years,many researchers have highly considered a new computational type,which is less costly,i.e.,meta-heuristic methods,so as to solve the mine design and production scheduling problem.Although the optimality of the final solution cannot be guaranteed,they are able to produce sufficiently good solutions with relatively less computational costs.In the present paper,two hybrid models between augmented Lagrangian relaxation(ALR)and a particle swarm optimization(PSO)and ALR and bat algorithm(BA)are suggested so that the LTPS problem is solved under the condition of grade uncertainty.It is suggested to carry out the ALR method on the LTPS problem to improve its performance and accelerate the convergence.Moreover,the Lagrangian coefficients are updated by using PSO and BA.The presented models have been compared with the outcomes of the ALR-genetic algorithm,the ALR-traditional sub-gradient method,and the conventional method without using the Lagrangian approach.The results indicated that the ALR is considered a more efficient approach which can solve a large-scale problem and make a valid solution.Hence,it is more effectual than the conventional method.Furthermore,the time and cost of computation are diminished by the proposed hybrid strategies.The CPU time using the ALR-BA method is about 7.4%higher than the ALR-PSO approach. 展开更多
关键词 open-pit mine long-term production scheduling grade uncertainty augmented Lagrangian relaxation particle swarm optimization algorithm bat algorithm
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Study on Influencing Factors and Planning Model of Mining Quantity about Mineral Resources in Open Pit
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作者 KE Lihua CHEN Jie 《矿物学报》 CAS CSCD 北大核心 2013年第S1期41-41,共1页
According to the particularity of the open pit, the main influencing factors of mining quantity about mineral resources have been summarized systematically in life cycle and the structured hierarchical relation of its... According to the particularity of the open pit, the main influencing factors of mining quantity about mineral resources have been summarized systematically in life cycle and the structured hierarchical relation of its influencing factors has been constructed. In the light of the production process of open pit, the functional relationships between investment, mining cost and mining quantity have been defined based on the process of mining and loading so that the relation of the life cycle cost and mining quantity can be set up. And what’s more, in order to obtain the maximum economic profit of mining enterprises in life cycle, the planning model of mining quantity has been established based on the life cycle cost. The rational distribution of mining quantity will have been found on the condition of obtaining optimal solution about the planning model so as to determine scientifically the production scale of mining enterprises from the point of view of the sustainable development. 展开更多
关键词 OPEN PIT mining quantity LIFE-CYCLE COST PLANNING model
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Distribution and Fate of Arsenic in Copper Mining,Beneficiation and Smelting in China 被引量:1
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作者 HAN Wei WANG Yujing NIE Jinglei 《有色金属(中英文)》 北大核心 2025年第10期1844-1853,共10页
Copper smelting is the main source of arsenic pollution in the environment,and China is the largest country for copper smelting.Taking 2022 as an example,this study analyzes the distribution and fate of arsenic across... Copper smelting is the main source of arsenic pollution in the environment,and China is the largest country for copper smelting.Taking 2022 as an example,this study analyzes the distribution and fate of arsenic across the copper mining,beneficiation,and smelting processes using a life-cycle approach,providing important insights for arsenic pollution prevention and the resource utilization of arsenic-bearing solid waste.The results show that the amount of As in waste rock,tailing and concentrate are 53483 t,86632 t,76162 t,respectively.After smelting treatment,the amount of arsenic in different types of solid waste,wastewater,waste gas and products are 76128 t,1 t,31 t and 2 t,respectively,and the proportion in arsenic sulfide slag is the highest(55%).The amount of emission to the environment is 32 t,accounting for only 0.04%of total amount.In the future,key considerations are to improve the resource utilization rate of arsenic-containing solid waste(tailing,smelting slag),especially arsenic sulfide slag,and to digest its environmental risk. 展开更多
关键词 arsenic contamination copper mining copper beneficiation copper smelting material flow
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Measurement and numerical analysis of influence of key stratum breakage on mine pressure in top-coal caving face with super great mining height
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作者 李猛 张吉雄 +1 位作者 黄艳利 高瑞 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第8期1881-1888,共8页
To analyze the influence of movement in shallow-buried working faces with large mining heights on mine pressure manifestation, the key stratum at a working face was categorised using the 1313 top-coal caving face with... To analyze the influence of movement in shallow-buried working faces with large mining heights on mine pressure manifestation, the key stratum at a working face was categorised using the 1313 top-coal caving face with super great mining height under cover as a case study. The research combined theoretical analysis, field measurement, and numerical simulation to analyze the influencing mechanism of key stratum. Moreover, the research results were verified by numerical simulation and indicate that the sub-key stratum is prone to be broken to form a "cantilever beam" structure rather than a stable hinged structure during the excavation of working faces with super great mining heights. When the "cantilever beam" structure is unstable, a low pressure will occur on the working face, and the overlying strata will subside simultaneously with the sub-key stratum to induce the breakage of the primary key stratum: the breakage will further trigger the periodic breakage of sub-key stratum, causing a greater load on the working face. Finally, steps, and strength of weighting in the working face vary to be great or small alternatively. This is the main reason explaining why the 1313 working face shows strong mine pressure manifestation. The results provide theoretical and practical experience for forecasting and controlling mine pressure manifestation. 展开更多
关键词 super great mining height key stratum cantilever beam mine pressure manifestation under cover
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Identifying potential hazards of opencast mining area using acoustic velocity structure imaging method 被引量:1
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作者 DONG Long-jun YAN Ming-chun +2 位作者 PEI Zhong-wei ZHANG Yi-han YANG Long-bin 《Journal of Central South University》 2025年第2期405-419,共15页
Identifying potential hazards is crucial for maintaining the structural stability of opencast mining area.To address the limitations of irregular structure and sparse microseismic events in opencast mining monitoring,... Identifying potential hazards is crucial for maintaining the structural stability of opencast mining area.To address the limitations of irregular structure and sparse microseismic events in opencast mining monitoring,this paper proposes an active-source imaging method for identifying potential hazards precisely based on velocity structure.This method innovatively divides the irregular structure into unstructured grids and introduces a damping and smoothing regularization operator into the inversion process,mitigating the ill-posedness caused by the sparse distribution of events and rays.Numerical and laboratory experiments were conducted to verify the reliability and effectiveness of the proposed method.The results demonstrate the competitive performance of the method in identifying hazard areas of varying sizes and numbers.The proposed method shows potential for meeting hazard identification requirements in the complex opencast mining structure.Furthermore,field experiments were conducted on an rare earth mine slope.It confirms that the proposed method provides a more concrete and intuitive scheme for stability monitoring for the microseismic monitoring system.This paper not only demonstrates the application of acoustic structure velocity imaging technology in detecting unstructured potential hazard regions but also provides valuable insights into the construction and maintenance of stable opencast mining area. 展开更多
关键词 opencast mining traveltime tomography ray tracing velocity structure
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