利用结构方程模型评价长壁开采生产力相关因素的关系

Sidharth Talan, A. Bhattacherjee
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引用次数: 0

摘要

提高生产力优化正逐渐成为矿业公司的首要任务,特别是在地下煤矿行业,它面临着平衡边际利润与相对较高的生产成本、市场价格波动和快速品位变化的艰巨任务。本文旨在分析直接或间接影响长壁采煤系统生产效率的技术原因和现场原因,如长壁采煤盘设备系统停机、输送机和料仓超载、预防性维护、瓦斯管理措施和伤害严重程度等。采用结构方程模型(SEM)研究了上述因素与矿山生产率之间的因果关系。考虑分析的设备包括采煤机、装甲面输送机、破碎机、桥式装载机、挡块支架、主闸门驱动、闸门输送机、液压泵和破碎机。应用SEM将这些因果变量之间存在的相关性联系起来,以评估它们对采矿生产率的直接或间接影响。基于10个月的数据提取(包括2个长壁板的提取),研究发现损伤严重率(p < 0.01)和设备停机时间(p = 0.001)与矿山生产率之间存在显著的负相关关系。预防性维护延迟时间、瓦斯管理延迟时间和输送机超载延迟时间对矿山生产率的直接影响不显著,但通过与设备停机时间的显著中介关系间接影响矿山生产率。这些资料将有助于地雷管理部门采取适当的预防措施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessment of Relationship of Some Causal Factors Associated with Productivity of Longwall Mining Using Structured Equation Modeling
Enhancement of productivity optimization is steadily gaining the priority in mining companies especially in the underground coal mining industry which faces a daunting task to balance marginal profit generation with a comparatively high cost of production, volatile market price and rapid grade variation. This paper is aimed to analyze some of the causal factors both technical and site specific which are directly or indirectly impacting the productivity of the longwall coal mining system such as downtime of equipment system in longwall panel, overloading of conveyors and bin, preventive maintenance, gas management practices and injury severity rate. Structured Equation Modelling (SEM) was used to study the causal relationships between the above-mentioned factors and mine productivity. The equipment considered for analysis included shearer, armored face conveyor, crusher, bridge stage loader, chock supports, main gate drive, gate conveyor, hydraulic pumps and crusher. SEM was applied to relate the correlations existing among these causal variables in order to assess their direct or indirect impact on mining productivity. Based on the data extracted over a period of 10 months which included the extraction of 2 longwall panels, the study revealed a significant negative causal relationship between injury severity rate (p < 0.01) and equipment downtime (p = 0.001), with mine productivity. However, preventive maintenance delay time, gas management delay time and conveyor overloading delay time were found to have an insignificant direct influence on mine productivity but indirectly modify it through a significant mediator relationship with equipment downtime. This information would assist mine management to take proper preventive measures.
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