Causal modeling using Bayesian belief nets for integrated safety at airports

A. Roelen, R. Wever, A. Hale, L. Goossens, R. Cooke, R. Lopuhaä, M. Simons, P. Valk
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引用次数: 10

Abstract

A study funded by the Federal Aviation Administration via the Dutch Ministry of Transport has explored the possible structure of a causal model for aviation safety. The study is initiated by the regulator and the parties concerned at the airport to improve the modeling of risk in order to better understand the effects on the level of risk of different influencing factors. Existing modeling gives no insight into how the many factors under control of air traffic control, the airport or the airlines, play their part in the control of risk. The objective of the new modeling approach is to allow such assessment. This article describes the overall approach proposed for the modeling and discusses the requirements and problems for full implementation. It is illustrated with two case studies considering the aspect of missed approach and the effect of flight-crew fatigue on performance.
基于贝叶斯信念网的机场综合安全因果建模
由美国联邦航空管理局通过荷兰交通部资助的一项研究探索了航空安全因果模型的可能结构。这项研究是由监管机构和机场有关方面发起的,目的是改进风险模型,以便更好地了解不同影响因素对风险水平的影响。现有的模型并没有深入了解在空中交通管制控制下的许多因素,机场或航空公司,如何在风险控制中发挥作用。新的建模方法的目标是允许这样的评估。本文描述了为建模提出的总体方法,并讨论了完整实现的需求和问题。通过两个案例分析,分析了误进近和机组人员疲劳对飞行性能的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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