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Selecting significant contextual factors and estimating their effects on operator reliability in computer-based control rooms

机译:选择大量的上下文因素并估算基于计算机控制室的操作员可靠性的影响

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To realistically quantify human reliability and generate concrete evidence for improving man-machine interfaces, the collection and analysis of empirical human reliability data is essential. In this study, we statistically modeled the reliability of nuclear power plant operators under various contexts using data from fully computerized control rooms. The data, obtained from a full-scope simulator of the APR1400 (Advanced Power Reactor 1400 MW) via the HuREX (human reliability data extraction) framework, were analyzed with multivariable regression. To select the significant variables and estimate the effects of the selected variables among 55 candidates, 4 strategies were employed. From this analysis, insights regarding the variable selection and impact estimation processes were obtained. In addition, the effects of six contextual variables that were commonly selected in the different approaches are discussed in detail.
机译:为了实际量化人类的可靠性并为改善人机界面而产生具体证据,对经验人体可靠性数据的收集和分析至关重要。 在这项研究中,我们在使用完全计算机控制室的数据下统计地模仿核电厂运营商的可靠性。 通过多变量的回归分析从APR1400(高级电力电抗器1400MW)的全范围模拟器中获得的数据,通过多变量回归分析。 为了选择显着的变量并估计所选变量在55名候选方面的效果,采用了4个策略。 从该分析中,获得了关于可变选择和影响估计过程的见解。 另外,详细讨论了在不同方法中常见的六种上下文变量的影响。

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