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Screening, sensitivity, and uncertainty for the CREAM method of Human Reliability Analysis

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  • Bedford, Tim
  • Bayley, Clare
  • Revie, Matthew

Abstract

This paper reports a sensitivity analysis of the Cognitive Reliability and Error Analysis Method for Human Reliability Analysis. We consider three different aspects: the difference between the outputs of the Basic and Extended methods, on the same HRA scenario; the variability in outputs through the choices made for common performance conditions (CPCs); and the variability in outputs through the assignment of choices for cognitive function failures (CFFs). We discuss the problem of interpreting categories when applying the method, compare its quantitative structure to that of first generation methods and discuss also how dependence is modelled with the approach. We show that the control mode intervals used in the Basic method are too narrow to be consistent with the Extended method. This motivates a new screening method that gives improved accuracy with respect to the Basic method, in the sense that (on average) halves the uncertainty associated with the Basic method. We make some observations on the design of a screening method that are generally applicable in Risk Analysis. Finally, we propose a new method of combining CPC weights with nominal probabilities so that the calculated probabilities are always in range (i.e. between 0 and 1), while satisfying sensible properties that are consistent with the overall CREAM method.

Suggested Citation

  • Bedford, Tim & Bayley, Clare & Revie, Matthew, 2013. "Screening, sensitivity, and uncertainty for the CREAM method of Human Reliability Analysis," Reliability Engineering and System Safety, Elsevier, vol. 115(C), pages 100-110.
  • Handle: RePEc:eee:reensy:v:115:y:2013:i:c:p:100-110
    DOI: 10.1016/j.ress.2013.02.011
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    References listed on IDEAS

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    1. He, Xuhong & Wang, Yao & Shen, Zupei & Huang, Xiangrui, 2008. "A simplified CREAM prospective quantification process and its application," Reliability Engineering and System Safety, Elsevier, vol. 93(2), pages 298-306.
    2. Konstandinidou, Myrto & Nivolianitou, Zoe & Kiranoudis, Chris & Markatos, Nikolaos, 2006. "A fuzzy modeling application of CREAM methodology for human reliability analysis," Reliability Engineering and System Safety, Elsevier, vol. 91(6), pages 706-716.
    3. anonymous, 1995. "Economist examines financial derivatives risk," Financial Update, Federal Reserve Bank of Atlanta, vol. 8(Jan), pages 1-4.
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    1. Bing Wu & Xinping Yan & Yang Wang & C. Guedes Soares, 2017. "An Evidential Reasoning‐Based CREAM to Human Reliability Analysis in Maritime Accident Process," Risk Analysis, John Wiley & Sons, vol. 37(10), pages 1936-1957, October.
    2. Wu, Bing & Yip, Tsz Leung & Yan, Xinping & Guedes Soares, C., 2022. "Review of techniques and challenges of human and organizational factors analysis in maritime transportation," Reliability Engineering and System Safety, Elsevier, vol. 219(C).
    3. Bolton, Matthew L. & Zheng, Xi & Kang, Eunsuk, 2021. "A formal method for including the probability of erroneous human task behavior in system analyses," Reliability Engineering and System Safety, Elsevier, vol. 213(C).
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    5. Patriarca, Riccardo & Ramos, Marilia & Paltrinieri, Nicola & Massaiu, Salvatore & Costantino, Francesco & Di Gravio, Giulio & Boring, Ronald Laurids, 2020. "Human reliability analysis: Exploring the intellectual structure of a research field," Reliability Engineering and System Safety, Elsevier, vol. 203(C).
    6. Su, Xiaoyan & Mahadevan, Sankaran & Xu, Peida & Deng, Yong, 2014. "Inclusion of task dependence in human reliability analysis," Reliability Engineering and System Safety, Elsevier, vol. 128(C), pages 41-55.

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