A process mining approach to improve emergency rescue processes of fatal gas explosion accidents in Chinese coal mines

被引:54
|
作者
He, Zhen [1 ]
Wu, Qiong [1 ]
Wen, Lijie [2 ]
Fu, Gui [3 ]
机构
[1] Tianjin Univ, Coll Management & Econ, 92 Wellin Rd, Tianjin 300072, Peoples R China
[2] Tsinghua Univ, Sch Software, Room 405,Reg 11,East Main Bldg, Beijing 100084, Peoples R China
[3] China Univ Min & Technol, Fac Resource & Safety Engn, Beijing 100083, Peoples R China
基金
中国国家自然科学基金;
关键词
Gas explosion accidents; Emergency rescue processes; Process mining;
D O I
10.1016/j.ssci.2018.07.006
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Gas explosion has always been one of the major accident types in the coal mines of China, and reliable emergency rescue process is one of the key guarantees to minimize accident losses. As an emerging discipline to discover bottlenecks and position deviations of processes, process mining is widely used to improve various business processes in recent years. Nevertheless, scarcely does any research apply it to the field of coal mine emergency rescue to our knowledge. In this study, we apply the technique of process mining to domain of gas explosion accident emergency rescue in coal mines. 50 considerable and major gas explosion accidents, which occurred from the second half of 2006-2014 in Chinese coal mines, are selected as log data. The aspects of control-flow perspective, case perspective, helicopter view, organizational dimension and performance perspective are analyzed by process mining. In terms of control-flow perspective, the emergency rescue model is extracted by the inductive miner in ProM, correspondingly, conformance checking and comparison with real-life model have shown the validity of our work. Research also shows that the average length of cases is 23.72 events, and 60% of the cases are under the average length; 56% of the gas explosion accident emergency rescue processes last less than two days; emergency rescue headquarters, barmaster and medical staff share the highest centrality in social network of rescue; the rescue performance is more affected by accident grade, compared with the factors of accident site, region of coal mine and coal mine ownership.
引用
收藏
页码:154 / 166
页数:13
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