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Development of a Consequence of Failure Model and Risk Matrix for Water Pipelines Infrastructure Systems

机译:拓展模型与风险矩阵对水管道基础设施系统的影响

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Water utilities are finding it more cost-effective to practice a risk-based and data-driven proactive renewal planning to avoid extra costs from reactive repair and replacement. Risk is a function of the likelihood of failure (LoF) and the consequence of failure (CoF). This study conducted a comprehensive review of past studies on CoF and risk matrix, from both literature and practice to develop a better methodology for assessing CoF and developing risk matrix. The proposed CoF model enhances the triple-bottom line parameters and includes operational intelligence and renewal complexity in assessing CoF. Therefore, the model can overcome the limitation in the previous studies that considered only direct costs of a water pipeline failure. The proposed model develops a fuzzy inference system (FIS) to model system parameter interdependencies using IF-ELSE rules and incorporate heuristic knowledge in a "White-Box" approach, which is better than previous weighted approaches. The fuzzy logic approach is chosen due to better interpretability by decision-makers and the ability to capture water pipeline system uncertainty. This study also presents the limitations of traditional risk matrices developed previously and methods to overcome those limitations. The model and matrix will be verified and validated with multiple water utility datasets to check their robustness and accuracy in real-world conditions.
机译:水公用事业发现实践基于风险和数据驱动的主动续订计划更具成本效益,以避免反应修复和更换的额外费用。风险是失败(LOF)可能性的函数以及失败的后果(COF)。本研究对COF和风险矩阵的过去研究进行了全面的审查,从文献和实践中,为评估COF和开发风险矩阵制定更好的方法。所提出的COF模型增强了三底线参数,包括在评估COF时的操作智能和更新复杂性。因此,该模型可以克服以前的研究中的限制,这些研究仅考虑了水管道失败的直接成本。该建议的模型使用IF - else规则开发模糊推理系统(FIS),以模拟系统参数相互依赖性,并在“白盒”方法中包含启发式知识,比以前的加权方法更好。选择模糊逻辑方法,因为决策者更好地解释性和捕获水管系统不确定性的能力。本研究还提出了先前开发的传统风险矩阵的局限性以及克服这些限制的方法。使用多个水实用程序数据集进行验证和验证模型和矩阵,以检查其在现实世界条件下的鲁棒性和准确性。

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