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Combining Monte Carlo Simulation and Bayesian Networks Methods for Assessing Completion Time of Projects under Risk

机译:结合蒙特卡洛模拟和贝叶斯网络方法评估风险项目的竣工时间

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摘要

In this study, Monte Carlo simulation and Bayesian network methods are combined to present a structure for assessing the aggregated impact of risks on the completion time of a construction project. Construction projects often encounter different risks which affect and prevent their desired completion at the predicted time and budget. The probability of construction project success is increased in the case of controlling influential risks. On the other hand, interactions among risks lead to the increase of aggregated impact of risks. This fact requires paying attention to assessment and management of project aggregated risk before and during the implementation phase. The developed structure of this article considers the interactions among risks to provide an indicator for estimating the effects of risks, so that the shortage of extant models including the lack of attention to estimate the aggregated impact caused by risks and the intensifying impacts can be evaluated. Moreover, the introduced structure is implemented in an industrial case study in order to validate the model, cover the functional aspect of the problem, and explain the procedure of structure implementation in detail.
机译:在这项研究中,蒙特卡罗模拟和贝叶斯网络方法相结合,提出了一种结构,用于评估风险对建设项目完成时间的总体影响。建设项目经常会遇到不同的风险,这些风险会影响并阻止在预期的时间和预算内完成预期的完成。在控制有影响的风险的情况下,建设项目成功的可能性增加。另一方面,风险之间的相互作用导致风险综合影响的增加。这个事实需要在实施阶段之前和之中,重视项目风险的评估和管理。本文的开发结构考虑了风险之间的相互作用,为评估风险的影响提供了一个指标,从而可以评估现有模型的不足,包括缺乏对风险造成的综合影响的估计以及对影响加剧的关注。此外,在工业案例研究中对引入的结构进行了实施,以验证模型,涵盖问题的功能方面并详细说明结构实现的过程。

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