Coal Mining

煤炭开采
  • 文章类型: Journal Article
    为解决巷道围岩大直径钻孔引起的泄压与支护效果的矛盾,本文提出了一种涉及变径钻孔的泄压和消能方法。以某典型的冲击地压煤矿为工程背景,通过理论分析,建立了变径钻孔的力学模型,考察了煤体内钻孔周围的弹性应力分布。进行了物理相似性模拟试验,以研究常规钻孔和变径钻孔对动载荷应力波传递方式的影响。此外,通过数值模拟来探索扩孔直径的影响,深度,和泄压间距,能量耗散,动应力波在巷道围岩中的传播衰减。结果表明,变径钻孔周围煤内的应力与钻孔半径相关,侧压力系数,和从该点到钻孔中心的距离,塑性区的范围受钻孔直径的影响,间距,和深度。直径增加,减小间距,深扩孔深度较大加剧了巷道围岩向较深区域的应力集中传递,有利于应力双峰区的形成。此外,变径位置应在巷道围岩原始应力峰值位置内,深扩孔通过应力集中区域以获得最佳结果。本研究为深部采煤作业岩爆防治技术提供指导。
    To address the conflict between pressure relief and support effectiveness caused by large-diameter boreholes in roadway surrounding rock, this paper proposes a method involving variable-diameter boreholes for pressure relief and energy dissipation. With a typical rock burst coal mine as the engineering context, the study establishes a mechanical model for variable-diameter boreholes through theoretical analysis to examine the elastic stress distribution around boreholes within the coal body. Physical similarity simulation tests are conducted to investigate the influence of conventional borehole and variable diameter borehole on the transmission pattern of dynamic load stress waves. Furthermore, numerical simulations are employed to explore the effects of reaming diameter, depth, and spacing on pressure relief, energy dissipation, and attenuation of dynamic stress wave transmission in roadway surrounding rock. The results demonstrate that stress within the coal surrounding the variable-diameter borehole correlates with the borehole radius, lateral pressure coefficient, and distance from the point to the borehole center, the extent of the plastic zone is influenced by borehole diameter, spacing, and depth. Increased diameter, reduced spacing, and greater depth of deep reaming holes exacerbate the transfer of stress concentration from the surrounding rock of the roadway to the deeper regions, facilitating the formation of stress double peak areas. Moreover, the variable diameter position should be within the original stress peak position of the surrounding rock in the roadway, with deep reaming passing through the stress concentration area for optimal results. This study offers guidance on the prevention and control technology for rock bursts in deep coal mining operations.
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  • 文章类型: Journal Article
    在淮北平原被农业区包围的煤矿聚集中,地下水是农业活动的主要水源之一。然而,关于受采矿影响的地下水是否可以用于农业灌溉的报道很少。我们试图通过从12个煤矿开采地点收集71个浅层地下水样本来解决这个问题。Piper三线性图,吉布斯图,主要离子的比例系数,和主成分分析进行了检查,以表征来源,origin,地下水化学成分的形成过程。通过最终的分区图评估了农业灌溉的适宜性,该分区图通过标准间相关性(AHP-CRITIC)建立了基于层次分析法和标准重要性的综合加权模型。结果表明,地下水被归类为微碱性水,主要阳离子为HCO3-,阴离子为Na。总硬度,总溶解固体,硫酸盐(SO42-),钠(Na+),和氟化物(F-)是超标的初级离子。结果还表明,主要的水化学相是Ca-HCO3和Na-Cl。碳酸盐的溶解,硅酸盐,硫酸盐矿物,随着阳离子交换,是控制地下水水文地球化学过程的主要自然驱动因素。分区图显示43.17%,18.85%,37.98%的研究区域高,调解,和低适宜性区,分别。这项研究的这些结果可以支持政策制定者更好地管理与地下煤矿集中相关的地下水。
    Groundwater is one of the chief water sources for agricultural activities in an aggregation of coal mines surrounded by agricultural areas in the Huaibei Plain. However, there have been few reports on whether mining-affected groundwater can be adopted for agricultural irrigation. We attempted to address this question through collecting 71 shallow groundwater samples from 12 coal mining locations. The Piper trilinear chart, the Gibbs diagram, the proportional coefficient of major ions, and principal component analysis were examined to characterize the source, origin, and formation process of groundwater chemical composition. The suitability for agricultural irrigation was evaluated by a final zonation map that establishes a comprehensive weighting model based on analytic hierarchy process and criteria importance though the intercriteria correlation (AHP-CRITIC). The results revealed that the groundwater was classified as marginally alkaline water with a predominant cation of HCO3- and anion of Na+. Total hardness, total dissolved solids, sulfate (SO42-), sodium (Na+), and fluoride (F-) were the primary ions that exceeded the standard. The results also indicated that the dominant hydrochemical facies were Ca-HCO3 and Na-Cl. The dissolution of carbonate, silicate, sulfate minerals, along with cation exchange, were the main natural drivers controlling the hydrogeochemical process of groundwater. The zonation map suggested that 43.17%, 18.85%, and 37.98% of the study area were high, mediate, and low suitability zones, respectively. These results from this study can support policymakers for better managing groundwater associated with a concentration of underground coal mines.
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  • 文章类型: Journal Article
    矿井涌水是煤矿的主要安全隐患之一。这项研究提供了一种新颖的矿井水源识别模型(BO-CatBoost),通过正确识别矿井水源来成功避免和控制矿井突发性水灾。首先,分类模型使用分类提升(CatBoost)算法进行训练和构建。高斯过程贝叶斯优化(BO)算法用于优化参数,并将最优参数组合集成到CatBoost算法中,构建BO-CatBoost矿井水源识别模型,进一步提高了矿井水源识别的准确性。并将该模型应用于平顶山矿山,验证了模型的实用性。然后,选取平顶山29组未知水源作为模型验证样本,与常规CatBoost,光梯度升压机(LightGBM),和极端梯度提升(Xgboost)模型。比较结果表明,LightGBM的准确性,Xgboost,CatBoost,而BO-CatBoost机型可以达到69%,79.3%,79.3%,分别为100%,RMSE分别为0.947、0.643、0.719和0.0。综合分析表明,当涉及到矿井水源探测时,BO-CatBoost模型在判别精度和泛化能力方面明显优于其他模型。最后,通过SHAP方法进行的可解释性分析,可视化了BO-CatBoost水源识别模型的多输出预测和决策过程。研究表明,BO-CatBoost模型能够更准确、更公正地识别矿井水源,为矿井水源检测提供新的概念。
    Mine water surge is one of the main safety risks in coal mines. This research offers a novel mine water source identification model (BO-CatBoost) to successfully avoid and control mine sudden water catastrophes by properly identifying the sources of mine water. First, the classification model is trained and built using the Categorical Boosting (CatBoost) algorithm. The Gaussian process Bayesian optimization (BO) algorithm is used to optimize parameters, and the optimal parameter combination is integrated into the CatBoost algorithm to build the BO-CatBoost mine water source identification model, which further improves the accuracy of mine water source identification. The model was also applied to the Pingdingshan mine to verify the practicality of the model. Then, 29 groups of unknown water sources in Pingdingshan were selected as validation samples for the model and compared with the conventional CatBoost, Light Gradient Boosting Machine (LightGBM), and Extreme Gradient Boosting (Xgboost) models. The comparison results demonstrate that the accuracy of LightGBM, Xgboost, CatBoost, and BO-CatBoost models can reach 69%, 79.3%, 79.3%, and 100% respectively, and the RMSE is 0.947, 0.643, 0.719, and 0.0 respectively. The comprehensive analysis shows that, when it comes to mine water source detection, the BO-CatBoost model performs noticeably better than other models in terms of discriminative accuracy and generalization capacity. Lastly, the multi-output prediction and decision-making process of the BO-CatBoost water source identification model is visualized by the interpretability analysis performed with the SHAP approach. The research demonstrates that the BO-CatBoost model can more precisely and impartially identify mine water sources, offering fresh concepts for mine water source detection.
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  • 文章类型: Journal Article
    玉东煤矿关闭后,pH值约为3.0,Fe和Mn浓度分别达到380和69mg/L,分别,在酸性矿井排水(AMD)中,对附近流域的水体造成严重污染。结合AMD的形成条件,采用源减末端治疗的综合治疗技术治疗AMD。采空区处理面积0.3km3,充填注浆量约6.7m3,帷幕注浆量4000m3。通过对采空区的注浆封孔处理,水体积减少到小于初始体积的85%(100m3/h)。治疗结束后,出水pH值为7.0左右,Fe和Mn含量小于0.1mg/L,去除率在99%以上。该项目随后以0.85元/吨的价格运营。该项目旨在处理复杂地形条件下的小型煤矿的AMD。具有成本低、效率高的特点,可为西南地区及地质条件相同的地区AMD提供有效的处理技术。
    After the closure of the Yudong coal mine, the pH value was approximately 3.0, and the Fe and Mn concentrations reached 380 and 69 mg/L, respectively, in the acid mine drainage (AMD), causing serious pollution to the water bodies in the nearby watershed. Combined with the formation conditions of AMD, the comprehensive treatment technology of source reduction-end treatment is adopted to treat the AMD. The treatment area of the goaf is 0.3 km3, the filling and grouting volume is about 6.7 m3, and the curtain grouting volume is 4,000 m3. Through the grouting and sealing treatment in the goaf, the water volume is reduced to less than 85% of the initial volume (100 m3/h). After the end treatment, the pH value of the effluent is around 7.0, the content of Fe and Mn is less than 0.1 mg/L, and the removal rate is above 99%. The project was subsequently operated at RMB 0.85 yuan/t. This project is aimed at the treatment of AMD from small coal mines in complex terrain conditions. It has the characteristics of low cost and high efficiency and can provide an effective treatment technology for AMD in southwestern China and areas with the same geological conditions.
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  • 文章类型: Journal Article
    硫酸盐还原菌厌氧降解褐煤过程中中间液相产物在硫化氢形成过程中的变化规律和转化规律对现有的煤矿硫化氢气体成因理论具有重要的补充和完善作用。在本文中,采用气相色谱法和气相色谱-质谱法对硫酸盐还原菌厌氧降解褐煤过程中产生的H2S气体和关键中间液相产物进行了检测和分析。结果表明,硫酸盐还原菌降解褐煤生产硫化氢的过程大致可分为四个阶段:缓慢生产阶段,快速生长阶段,稳定生产阶段,和轻微的下降阶段。在这个反应体系中,SO42-浓度呈下降趋势,pH值呈增加趋势,ORP值随时间下降后略有上升。在实验过程中检测到十种挥发性成分:直链烷烃,支链烷烃,酒精,醛类,酮,烯烃,胺,脂质,酸和酚。中间液相产物中的关键组分为直链烷烃,直链烷烃,酸,酒精,酚类和胺类。PAHs,烷烃,和酚类物质与H2S的产生密切相关,而酰胺刺激氮的产生。该过程分为三个阶段:水解阶段,H2S气体生产阶段,和衰变阶段。液相中间体在煤矿BSR硫化氢的形成过程和煤矿H2S的成因机理中起着重要作用。
    The changes and transformation laws of intermediate liquid-phase products during the anaerobic degradation of lignite by sulfate-reducing bacteria in the formation of hydrogen sulfide play an important role in supplementing and improving the existing theories on the genesis of hydrogen sulfide gas in coal mines. In this paper, H2S gas and key intermediate liquid-phase products produced during the anaerobic degradation of lignite by sulfate-reducing bacteria were detected and analyzed by gas chromatography and gas chromatography-mass spectrometry. The results showed that the process of hydrogen sulfide production from lignite degradation by sulfate-reducing bacteria can be roughly divided into four stages: slow production phase, rapid growth phase, steady production phase, and slight decline phase. In this reaction system, the SO42- concentration showed a decreasing trend, the pH value showed an increasing trend, and the ORP value decreased and then slightly increased with time. Ten volatile component types were detected during the experiment: straight-chain alkanes, branched-chain alkanes, alcohols, aldehydes, ketones, olefins, amines, lipids, acids and phenols. The key components in the intermediate liquid phase products were straight chain alkanes, straight chain alkanes, acids, alcohols, phenols and amines. PAHs, alkanes, and phenols are closely related to H2S production, while amides stimulate nitrogen production. The process is divided into three stages: hydrolysis stage, H2S gas production stage, and decay stage. Liquid-phase intermediates play an important role in the formation process of coal mine BSR hydrogen sulfide and the mechanism of coal mine H2S genesis.
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  • 文章类型: Journal Article
    土壤重建是恢复受采矿活动影响的环境的关键步骤。本文全面回顾了微生物过程在加速土壤结构形成中发挥的重要作用,特别是在采矿环境恢复的背景下。煤矸石和浮选尾矿,尽管它们的碳含量低,产量大,为土壤复垦提供潜在的基质。这些煤基固体废物材料可用作生产优质土壤的基质,并可用作改善不良土壤条件的必需碳源。然而,从煤基固体废物中提取活性有机碳组分由于其复杂的矿物成分而提出了重大挑战。本文对微生物影响下的煤基固体废物的污染过程进行了全面的综述。首先简要介绍了原位微生物修复技术在土壤处理中的主要作用。然后详细阐述了在微生物的影响下对土壤结构的各种改善,包括土壤团聚体结构和土壤养分的增强。文章最后提出了旨在提高土壤重建和恢复效率的未来建议,降低环境风险,并促进其在复杂环境中的应用。这将为更有效的环境修复策略提供理论和实践支持。
    Soil reconstruction is a critical step in the restoration of environments affected by mining activities. This paper provides a comprehensive review of the significant role that microbial processes play in expediting soil structure formation, particularly within the context of mining environment restoration. Coal gangue and flotation tailings, despite their low carbon content and large production volumes, present potential substrates for soil reclamation. These coal-based solid waste materials can be utilized as substrates to produce high-quality soil and serve as an essential carbon source to enhance poor soil conditions. However, extracting active organic carbon components from coal-based solid waste presents a significant challenge due to its complex mineral composition. This article offers a thorough review of the soilization process of coal-based solid waste under the influence of microorganisms. It begins by briefly introducing the primary role of in situ microbial remediation technology in the soilization process. It then elaborates on various improvements to soil structure under the influence of microorganisms, including the enhancement of soil aggregate structure and soil nutrients. The article concludes with future recommendations aimed at improving the efficiency of soil reconstruction and restoration, reducing environmental risks, and promoting its application in complex environments. This will provide both theoretical and practical support for more effective environmental restoration strategies.
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  • 文章类型: Journal Article
    为探讨煤层分叉区岩爆前兆特征及影响因素,从微观角度探讨了破坏和失稳过程中裂缝的演化和扩展以及煤-岩-煤结构(CRCS)的能量积聚和耗散特征,研究了煤岩分离参数对失稳的影响。解决了以下四点问题:(1)与单煤结构或煤岩组合结构相比,CRCS可以更直接地反映分叉区煤层的地质结构特征;(2)CRCS的破坏和失稳过程包括两种失稳类型:滑动和断裂。滑移不稳定性的特点是低强度和高能量释放,这很难预测。(3)在CRCS失效之前,有几个前兆信号特征,如“稳定-断裂-稳定”循环的开发时间缩短,接触面的异常滑移位错,和岩石断裂能量的快速积累。(4)接触面的倾角影响失稳形式,岩石分离的强度影响失稳状态,岩石分层的厚度影响冲击趋势。研究成果对预防煤层分叉区岩爆破坏和失稳具有重要的理论意义。
    To explore the precursory characteristics and influencing factors of rockburst in the bifurcation area of coal seam, the evolution and expansion of fracture and the energy accumulation and dissipation characteristics of coal-rock parting-coal structure (CRCS) during failure and instability process are explored from a micro-scopic perspective, and the influence of coal and rock parting parameters on the instability is studied. The following four points are addressed: (1) Compared with the single coal structure or the coal- rock combined structure, the CRCS can more directly reflect the geological structure characteristics of the coal seam in the bifurcated area; (2) The failure and instability process of CRCS includes two types of instability: slip and fracture. The slip instability is characterized by low strength and high energy release, which is very difficult to predict. (3) Before the failure of CRCS, there are several precursor signal characteristics, such as the shortened development time of the \"stable-fracture-stable\" cycle, abnormal slip dislocation of the contact surface, and rapid accumulation of rock fracture energy. (4) The inclination angle of the contact surface affects the instability form, the strength of the rock parting affects the instability state, and the thickness of the rock parting affects the impact tendency. The research results have important theoretical significance for preventing rockburst caused by failure and instability in bifurcated area of coal seam.
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  • 文章类型: Journal Article
    煤矸石堆场可能会将重金属(oid)(HM)引入周围的农业土壤中,对附近社区构成潜在的健康风险。这项研究评估了重庆一个废弃煤矿的煤矸石堆附近的农业土壤中的重金属(oid)污染,中国西南地区。HMs的浓度(As,Cd,Cr,Cu,Ni,Pb,和Zn)使用ICP-MS定量,污染状况采用地质累积指数(Igeo)评估,污染因子(CF),污染负荷指数(PLI)和潜在生态风险指数(RI)。在0-30厘米深度的土壤中检测到重金属(oid)污染,在表土层(0-10厘米和10-20厘米深度)中特别明显。在所有检查的深度中,铜作为主要污染物出现,0-10厘米的平均Igeo值为1.20、1.21和1.16,10-20厘米,和20-30厘米的深度,分别,表明中度污染。对于这些深度,Cu的CF分别为3.55、3.55和3.50,将其归类为相当大的污染。PLI值范围为1.61至2.50,平均值为2.12,表明总体污染。生态风险评价表明,各深度土壤生态风险较低。Cd是RI的主要贡献者,占48%,47%,和42%在0-10厘米,10-20厘米,和20-30厘米的深度,分别。健康风险评估显示,儿童具有明显的非致癌风险(平均HI=1.30),成人和儿童具有不可接受的致癌风险(分别为平均TCR=3.26×10-4和1.53×10-3)。这项研究强调了使用多个指标进行全面风险评估的关键需求,以确定HMs的补救工作的优先级。为三峡库区有效的环境管理和公共卫生保护提供科学依据。
    The coal gangue dump may introduce heavy metal(oid)s (HMs) into surrounding agricultural soils, posing potential health risks to nearby communities. This study evaluated heavy metal(oid) pollution in agricultural soils adjacent to a gangue dump at an abandoned coal mine in Chongqing, Southwest China. The concentrations of HMs (As, Cd, Cr, Cu, Ni, Pb, and Zn) were quantified using ICP-MS, and the contamination status was assessed using the Geoaccumulation Index (Igeo), Contamination Factor (CF), Pollution Load Index (PLI), and Potential Ecological Risk Index (RI). Heavy metal(oid) contamination was detected in soils across a depth of 0-30 cm, particularly pronounced in the topsoil layer (0-10 cm and 10-20 cm depths). Cu emerged as the predominant contaminant across all examined depths, with average Igeo values of 1.20, 1.21, and 1.16 for the 0-10 cm, 10-20 cm, and 20-30 cm depths, respectively, indicating moderate contamination. The CF for Cu was 3.55, 3.55, and 3.50 for these respective depths, classifying it as considerable contamination. The PLI values ranged from 1.61 to 2.50, with a mean value of 2.12, indicating overall contamination. The ecological risk assessment indicated that the soil\'s ecological risk was low at all depths. Cd was the major contributor to the RI, accounting for 48%, 47%, and 42% at 0-10 cm, 10-20 cm, and 20-30 cm depths, respectively. Health risk assessments revealed significant non-carcinogenic risks to children (mean HI = 1.30) and unacceptable carcinogenic risks to both adults and children (mean TCR = 3.26 × 10-4 and 1.53 × 10-3, respectively). This study underscores the critical need for comprehensive risk assessments using multiple indicators to prioritize remediation efforts for HMs, providing a scientific basis for effective environmental management and public health protection in the Three Gorges Reservoir Area.
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  • 文章类型: English Abstract
    Objective: To explore the risk factors of coal workers\' pneumoconiosis, reveal the molecular mechanism of pyroptosis in peripheral blood of coal workers\' pneumoconiosis patients, and provide new strategies and potential diagnostic biomarkers for the treatment of the disease. Methods: From January 1, 2020 to December 31, 2022, workers with suspected occupational diseases who were diagnosed with coal workers\' pneumoconiosis in the Third People\'s Hospital of Xinjiang Uygur Autonomous Region were included in the study, including 77 patients with coal workers\' pneumoconiosis stage Ⅰ, 10 patients with stage Ⅱ, 6 patients with stage Ⅲ, and 49 workers with dust-free lung disease as the control group. General information of the subjects was collected, blood samples were collected for routine blood and blood biochemical results, and plasma levels of interleukin (IL) -1β and IL-18 were measured. Combined with the results of clinical examination, multi-factor ordered logistic regression analysis was carried out to evaluate the influencing factors of coal workers\' pneumoconiosis. At the same time, the expression of pyroptosis related proteins in blood cells was detected to reveal the molecular mechanism of coal workers\' pneumoconiosis. Results: All 142 subjects were male, with an average age of (51.65±6.31) years old and an average working age of (15.94±9.38) years. There were significant differences in smoking age (F=4.95, P=0.003) and lunch break distribution (H=8.84, P=0.031) among all groups. The hemoglobin content of stage Ⅰ patients was higher than that of stage Ⅱ patients, and the neutrophil percentage of stage Ⅲ patients was higher than that of the other 3 groups (P<0.05). The levels of total bilirubin and indirect bilirubin in stage Ⅰ patients were higher than those in control group, while the erythrocyte sedimentation rate in stage Ⅱ patients was higher than that in the other 3 groups (P<0.05). The levels of IL-18 and IL-1β in stage Ⅲ of coal workers\' pneumoconiosis were higher than those in the other 3 groups (P<0.05). Multiple logistic regression analysis showed that smoking age (OR=1.03, 95%CI: 1.00-1.06) and IL-1β level (OR=4.61, 95%CI: 1.59-13.32) were independent risk factors for coal workers\' pneumoconiosis (P<0.05). Compared with the control group, the expression levels of nucleotide-binding of oligomeric domain-like receptor protein 3 (NLRP3), Caspase-1, GSDMD, Caspase-4 and other proteins in stage Ⅲ of coal workers\' pneumoconiosis were significantly increased (P<0.05) . Conclusion: Smoking age is a risk factor for coal workers\' pneumoconiosis, IL-1β may be a potential biomarker for the diagnosis of coal workers\' pneumoconiosis, and pyroptosis may play a role in the development of peripheral inflammation of coal workers\' pneumoconiosis.
    目的: 探索煤工尘肺患病的危险因素,揭示细胞焦亡在煤工尘肺患者外周血中的分子机制,为疾病的治疗提供新的策略和潜在的诊断生物标志物。 方法: 将2020年1月1日至2022年12月31日在新疆维吾尔自治区第三人民医院进行煤工尘肺诊断的疑似职业病劳动者纳入研究,其中煤工尘肺壹期患者77例、贰期患者10例、叁期患者6例,对照组为无尘肺病劳动者(49例)。收集研究对象的一般信息,采集血样测定血常规和血生化结果,测量血浆中白细胞介素(IL)-1β和IL-18水平。结合临床检查结果,进行多因素有序logistic回归分析,评估煤工尘肺的影响因素。同时检测血细胞中细胞焦亡相关蛋白的表达情况,揭示煤工尘肺发病的分子机制。 结果: 142名研究对象均为男性,年龄为(51.65±6.31)岁,工龄为(15.94±9.38)年,各组研究对象的烟龄(F=4.95,P=0.003)和午休分布(H=8.84,P=0.031)差异均有统计学意义。煤工尘肺壹期患者的血红蛋白含量高于煤工尘肺贰期,煤工尘肺叁期的中性粒细胞百分比高于其他3组(P<0.05)。煤工尘肺壹期患者的总胆红素水平和间接胆红素水平高于对照组,而煤工尘肺贰期的红细胞沉降率高于其他3组(P<0.05);煤工尘肺叁期的IL-18和IL-1β水平高于其他3组(P<0.05)。多因素有序logistic回归分析结果显示,烟龄(OR=1.03,95%CI:1.00~1.06)和IL-1β水平(OR=4.61,95%CI:1.59~13.32)是煤工尘肺的独立危险因素(P<0.05)。与对照组比较,煤工尘肺叁期患者核苷酸结合寡聚化结构域样受体蛋白3(NLRP3)、半胱氨酸天冬氨酸蛋白酶1(Caspase-1)、消化道皮肤素D蛋白(GSDMD)、半胱氨酸天冬氨酸蛋白酶4(Caspase-4)等蛋白表达量均明显增高(P<0.05)。 结论: 烟龄是煤工尘肺的危险因素,IL-1β可能是诊断煤工尘肺的潜在生物标志物,且细胞焦亡在煤工尘肺的外周炎症发展中可能发挥作用。.
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  • 文章类型: Journal Article
    在高地下水位地区的煤炭开采明显容易引起地表沉降和积水,从而对地表植被造成重大损害,土壤,和水文资源。开发有效的方法来提取地表扰动信息有助于定量评估煤炭开采对土地的综合影响,生态学,和社会。由于传统指标在反映采掘扰动时存在的缺陷,引入植被地上生物量(AGB)作为提取开采扰动范围的主要指标。以淮北煤炭基地为例,Sentinel-2MSI图像首先用于计算光谱因子和植被指数。基于植被AGB实测样本,将多种机器学习算法耦合进行植被AGB的遥感估计和空间反演。其次,方向距离-AGB(OD-AGB)曲线从下沉水域(SWA)的中心向外构造,用玻尔兹曼函数进行曲线拟合。根据曲线拐点的位置,确定植被扰动的边界点,然后划分扰动范围。结果表明:(1)TV-SVM模型,利用总变量和支持向量机,达到最高的估计精度,σMAE和σRMSE值分别为208.47g/m2和290.19g/m2,用于验证集。(2)三十六个有效扰动区,确定了总计29.89km2;玻尔兹曼函数为OD-AGB曲线提供了良好的拟合,对于典型的扰动区域,R2超过0.8。(3)对一般统计规律的分析表明,扰动距离符合正态分布的一般特征,表现出有界性和方向异质性。该研究有望为分层分区管理提供科学指导,填海造地,高地下水位煤矿区的生态恢复。
    Coal mining in regions characterized by high groundwater table markedly predisposes to surface subsidence and water accumulation, thereby engendering substantial harm to surface vegetation, soil, and hydrological resources. Developing effective methods to extract surface disturbance information aids in quantitatively assessing the comprehensive impacts of coal mining on land, ecology, and society. Due to the shortcomings of traditional indicators in reflecting mining disturbance, vegetation aboveground biomass (AGB) is introduced as the primary indicator for extracting the mining disturbance range. Taking the Huaibei Coal Base as an example, Sentinel-2 MSI imagery is firstly used to calculate spectral factors and vegetation indices. Multiple machine learning algorithms are coupled to perform remote sensing estimation and spatial inversion of vegetation AGB based on measured samples of vegetation AGB. Secondly, an Orientation Distance-AGB (OD-AGB) curve is constructed outward from the center of subsidence water areas (SWA), with the Boltzmann function used for curve fitting. According to the location of the inflection point of the curve, the boundary points of vegetation disturbance are identified, and then the disturbance range is divided. The results show that (1) the TV-SVM model, utilizing total variables and support vector machine, achieves the highest estimation accuracy, with σMAE and σRMSE values of 208.47 g/m2 and 290.19 g/m2, respectively, for the validation set. (2) Thirty-six effective disturbance areas, totaling 29.89 km2, are identified; the Boltzmann function provides a good fit for the OD-AGB curve, with an R2 exceeding 0.8 for typical disturbance areas. (3) Analysis of general statistical laws indicates that disturbance distance conforms to the general characteristics of normal distribution, exhibiting boundedness and directional heterogeneity. The research is expected to provide scientific guidance for hierarchical zoning management, land reclamation, and ecological restoration in coal mining areas with high groundwater table.
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