Department of Mineral Engineering, New Mexico Institute of Mining and Technology, Socorro, NM, USA.
John and Willie Leone Family Department of Energy and Mineral Engineering, Earth and Mineral Sciences (EMS) Energy Institute, The Pennsylvania State University, University Park, PA, USA.
Sci Rep. 2023 Jan 31;13(1):1767. doi: 10.1038/s41598-022-24745-x.
Dust is an inherent byproduct of mining activities that raises notable health and safety concerns. Cumulative inhalation of respirable coal mine dust (RCMD) and respirable crystalline silica (RCS) can lead to obstructive lung diseases. Despite considerable efforts to reduce dust exposure by decreasing the permissible exposure limits (PEL) and improving the monitoring techniques, the rate of mine workers with respiratory diseases is still high. The root causes of the high prevalence of respiratory diseases remain unknown. This study aimed to investigate contributing factors in RCMD and RCS dust concentrations in both surface and underground mines. To this end, a data management approach is performed on MSHA's database between 1989 and 2018 using SQL data management. In this process, all data were grouped by mine ID, and then, categories of interests were defined to conduct statistical analysis using the generalized estimating equation (GEE) model. The total number of 12,537 and 9050 observations for respirable dust concentration are included, respectively, in the U.S. underground and surface mines. Several variables were defined in four categories of interest including mine type, geographic location, mine size, and coal seam height. Hypotheses were developed for each category based on the research model and were tested using multiple linear regression analysis. The results of the analysis indicate higher RCMD concentration in underground compared to RCS concentration which is found to be relatively higher in surface coal mines. In addition, RCMD concentration is seen to be higher in the Interior region while RCS is higher in the Appalachia region. Moreover, mines of small sizes show lower RCMD and higher RCS concentrations. Finally, thin-seam coal has greater RCMD and RCS concentrations compared to thicker seams in both underground and surface mines. In the end, it is demonstrated that RCMD and RCS concentrations in both surface and underground mines have decreased. Therefore, further research is needed to investigate the efficacy of the current mass-concentration-based monitoring system.
粉尘是采矿活动的固有副产品,会引起显著的健康和安全问题。累积吸入可呼吸性煤矿粉尘(RCMD)和可呼吸性结晶硅(RCS)可导致阻塞性肺部疾病。尽管为降低粉尘暴露,已通过降低允许暴露限值(PEL)和改进监测技术做出了相当大的努力,但矿工患呼吸系统疾病的比例仍然很高。导致高发病率的根本原因仍不清楚。本研究旨在调查导致露天矿和地下矿 RCMD 和 RCS 粉尘浓度的因素。为此,在 1989 年至 2018 年期间,使用 SQL 数据管理对 MSHA 的数据库进行了数据管理方法处理。在此过程中,所有数据均按矿山 ID 分组,然后定义感兴趣的类别,使用广义估计方程(GEE)模型进行统计分析。美国地下和露天矿分别包含 12537 次和 9050 次呼吸性粉尘浓度的观测值。在四个感兴趣的类别中定义了几个变量,包括矿山类型、地理位置、矿山规模和煤层高度。根据研究模型,为每个类别提出了假设,并使用多元线性回归分析进行了测试。分析结果表明,与相对较高的表面煤矿 RCS 浓度相比,地下煤矿 RCMD 浓度更高。此外,内部地区 RCMD 浓度较高,而阿巴拉契亚地区 RCS 浓度较高。此外,小型矿山的 RCMD 和 RCS 浓度较低。最后,与厚煤层相比,薄煤层在地下和露天煤矿中的 RCMD 和 RCS 浓度更高。最终表明,露天矿和地下矿的 RCMD 和 RCS 浓度均有所降低。因此,需要进一步研究现行质量浓度监测系统的效果。