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QUANTITATIVE ANALYSIS OF THE CAUSE-EFFECT RELATIONSHIP OF INCIDENTS OCCURRED IN TANK FARM BASED ON THE METHOD OF LOGISTIC REGRESSION

机译:基于逻辑回归方法的罐农场发生的事故发生效应关系的定量分析

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A large number of incidents occurred in the petrochemical industry due to the continuous accumulation and frequent transfer of dangerous substances. For these historical incident data, a lot of efforts have been made to analyze how and why incidents occurred by use of descriptive statistics, while scarce work was done to in-depth explore the performance characteristics of the causal factors related to different types of incidents. This paper focuses on the relative importance of different causal factors for different types of incidents. A total of 1144 incidents related to tank farms of China during the period 1960-2018 were collected and classified with regard to the intuitive consequences of incidents (fire & explosion, material loss, quality variations, equipment damage and personnel harm) and whether the domino effect was involved (domino incidents and non-domino incidents). The causal factors were classified into five major categories and subdivided into fifteen subcategories. The interaction analysis of each factor with the specific consequence type was performed. The method of logistic regression was used to quantify the relative probability of different causal factors for different types of incidents and to determine which factors have a significant effect on triggering the domino incidents. It is found that human factors and organization/management factors were more common causal factors to lead to different consequences, and the same causal factor has distinct effects on the probability of occurrence for different types of incidents. The results highlight the more critical risk factors for each type of incident and the method can be applied to provide guidance on incident prevention and safety protection.
机译:由于持续积累和频繁转移危险物质,石化产业发生了大量事件。对于这些历史事件数据,已经进行了很多努力来分析使用描述性统计数据发生的方法以及为什么,稀缺工作对深入探讨了与不同类型事件有关的因果因素的性能特征。本文重点介绍不同类型事件不同因果因素的相对重要性。在1960 - 2018年期间,在1960 - 2018年期间共有1144次与中国坦克农场有关,并分类到事件的直观后果(火灾和爆炸,物质损失,质量变化,设备损坏和人员危害)以及多米诺骨牌效果涉及(Domino事件和非Domino事件)。因果区被分为五大类,细分为十五个子类别。进行了具有特定后果类型的每个因素的相互作用分析。逻辑回归的方法用于量化不同类型事件的不同因果因素的相对概率,并确定哪些因素对触发多米诺事故有重大影响。有人发现,人类因素和组织/管理因素更为常见的因果因素,以导致不同的后果,同样的因果因素对不同类型事件发生的概率具有明显影响。结果突出了每种事件的危险因素更为严重的风险因素,该方法可以应用于事件防止和安全保护的指导。

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