Effect of Model Error on Reliability Analysis of Surface Cracks

Mahmoud Ibrahim, Karmun Doucette, S. Hassanien, Doug Langer
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Abstract

The application of reliability-based structural integrity enables the process of quantitative risk assessment as part of pipelines’ integrity management program (IMP). This paper explores two topics that present challenges in terms of the practical adoption of a reliability-based IMP. The first challenge is the balance between perceived and true risk when implementing a quantitative reliability-based integrity model. This is a cornerstone for building stakeholder confidence in the calculated probability of failure (PoF) which is applied to safety and economically driven integrity decisions. The second challenge is the assurance that all relevant sources of uncertainty have been incorporated, which is essential for ensuring an accurate representation of the risk of failure of the pipeline. The level of conservatism (i.e. sufficient margin of error to maintain safety) incorporated when addressing these challenges may create a situation where calculated PoFs become inflated; becoming disproportionate to the failure history and contradictory to the current safe operation of pipelines being modeled. Two different PoF calibration approaches are proposed as practical options to address these challenges. The first method calibrates model error using an operator’s in-service failure history (i.e. failures that occurred under normal operation). The second method uses a set of failure data (including hydrostatic test failures and in-service failures) as selected by the operator considering key factors to ensure adequate representation of their specific pipeline system. These options will be demonstrated by assessing the integrity reliability of a hypothetical pipeline system. This work is expected to help evaluate the feasibility of challenging current practices regarding practical inclusion of epistemic uncertainty in integrity reliability analysis of pipelines.
模型误差对表面裂纹可靠性分析的影响
基于可靠性的结构完整性的应用使得定量风险评估过程成为管道完整性管理计划(IMP)的一部分。本文探讨了在实际采用基于可靠性的IMP方面存在的两个挑战。第一个挑战是在实施基于可靠性的定量完整性模型时,在感知风险和真实风险之间的平衡。这是建立利益相关者对计算出的故障概率(PoF)的信心的基石,这种信心适用于安全和经济驱动的完整性决策。第二个挑战是确保所有有关的不确定性来源都已纳入,这对于确保准确表示管道故障的风险至关重要。在应对这些挑战时纳入的保守性水平(即足够的误差范围以保持安全)可能会导致计算出的pof变得过高;与失效历史不成比例,与目前正在建模的管道安全运行相矛盾。提出了两种不同的PoF校准方法作为解决这些挑战的实用选择。第一种方法使用操作员在使用中的故障历史(即在正常操作下发生的故障)校准模型误差。第二种方法使用一组故障数据(包括水压测试故障和在役故障),这些数据是由作业者考虑关键因素选择的,以确保充分代表其特定的管道系统。这些选项将通过评估假设管道系统的完整性可靠性来演示。这项工作有望帮助评估在管道完整性可靠性分析中实际包含认知不确定性方面挑战当前实践的可行性。
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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