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基于Bayes信息融合的人为差错概率计算方法
引用本文:蒋英杰,孙志强,谢红卫,宫二玲.基于Bayes信息融合的人为差错概率计算方法[J].系统工程与电子技术,2011,33(4):949-953.
作者姓名:蒋英杰  孙志强  谢红卫  宫二玲
作者单位:国防科学技术大学机电工程与自动化学院, 湖南 长沙 410073
摘    要:研究了人为差错概率的计算。首先,介绍了可用于人为差错概率计算的数据来源,主要包括:通用数据、专家数据、仿真实验数据和现场数据。然后,分析了Bayes信息融合方法的基本思想,强调了该方法的两个关键性问题:验前分布的构建和融合权重的确定。最后,构建了基于Bayes信息融合的人为差错概率计算方法。将前3种数据作为验前信息,融合形成验前分布。使用Bayes方法完成与现场数据的数据综合,得到人为差错概率的验后分布。基于该验后分布,完成人为差错概率的计算。通过示例分析,演示了方法的使用过程,证明了方法的有效性。

关 键 词:人为差错概率  Bayes信息融合  人因可靠性分析  人的差错率预测方法  认知可靠性与差错分析方法

Human error probability quantification method based on Bayesian information fusion
JIANG Ying-jie,SUN Zhi-giang,XIE Hong-wei,GONG Er-ling.Human error probability quantification method based on Bayesian information fusion[J].System Engineering and Electronics,2011,33(4):949-953.
Authors:JIANG Ying-jie  SUN Zhi-giang  XIE Hong-wei  GONG Er-ling
Institution:College of Mechatronic Engineering and Automation, National University of Defense Technology, Changsha 410073, China
Abstract:The quantification of human error probability is researched. Firstly, the data resources that can be used in the quantification of human error probability are introduced, including general data, expert data, simulation data, and spot data. Their characteristics are analyzed. Secondly, the basic idea of Bayesian information fusing is analyzed. Two key problems are emphasized, which are the formation of prior distributions and the determination of fusing weights. Finally, the new method is presented, which quantifies the human error probability based on Bayesian information fusing. The first three kinds of data are regarded as prior information to form the fused prior distribution. The Bayesian method is used to synthesize all the data and get the posterior distribution. Based on the posterior distribution, the human error probability can be quantified. An example is analyzed, which shows the process of the method and proves its validity.
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