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Using the BCD model for risk analysis: An influence diagram based approach

机译:使用BCD模型进行风险分析:一种基于影响图的方法

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摘要

In this paper, we are interested in addressing risk analysis. We propose an influence diagram-based approach that focuses on a Benefit, Cost, Deficit (BCD) model. The BCD model is proposed for studying the intentional deviant behaviors of human operators in a system. In this model, the consequences of human actions are analyzed with respect to three parameters: benefit, cost and deficit. Our approach aims to expand the BCD model by integrating factors, such as those related to the organization of the system in question, that influence human operator actions. In addition, the approach considers multiple criteria that are related, for example, to safety and productivity. To build a model that evaluates the risk induced by human actions in a system and analyzes the impact of the different factors, we use influence diagrams. Influence diagrams are probabilistic graphical models that can deal with uncertainty and with incomplete and imprecise information. Influence diagrams also represent the interdependencies between the different variables of the studied problem. In addition, contrary to Bayesian networks, influence diagrams can rank a set of actions by providing information on which action carries the greatest risk or the most benefits. We applied this approach to a case study of an industrial rotary press, but it can also be used in other problems and sectors.
机译:在本文中,我们对解决风险分析感兴趣。我们提出了一种基于影响图的方法,重点关注收益,成本,赤字(BCD)模型。提出了BCD模型,用于研究系统中操作员的有意越轨行为。在此模型中,针对三个参数分析了人类行为的后果:收益,成本和赤字。我们的方法旨在通过整合影响人类操作员行为的因素(例如与所讨论的系统的组织相关的因素)来扩展BCD模型。另外,该方法考虑了多个与安全性和生产率相关的标准。为了建立一个模型来评估系统中人为行为引起的风险并分析不同因素的影响,我们使用影响图。影响图是概率图形模型,可以处理不确定性以及不完整和不精确的信息。影响图还表示所研究问题的不同变量之间的相互依赖性。此外,与贝叶斯网络相反,影响图可以通过提供有关哪些操作带来最大风险或最大收益的信息来对一组操作进行排序。我们将此方法应用于工业轮转印刷机的案例研究,但也可以用于其他问题和领域。

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  • 作者单位

    Laboratoire d'Informatique Medicate (Lim&Bio), Univeriste Paris 13, France;

    Laboratoire d'Automatique et de Mecanique Industrielles et Humaines (LAMIH), Universite de Valenciennes et du Hainaut-Cambresis - UMR 8530 CNRS Le Mont Houy - 59313 Valenciennes Cedex 9, France;

    Laboratoire d'Automatique et de Mecanique Industrielles et Humaines (LAMIH), Universite de Valenciennes et du Hainaut-Cambresis - UMR 8530 CNRS Le Mont Houy - 59313 Valenciennes Cedex 9, France;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Risk analysis; BCD model; Influence diagram;

    机译:风险分析;BCD模型;影响图;

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