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Markov chain modelling of pitting corrosion in underground pipelines

机译:地下管道点蚀的马尔可夫链模型

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摘要

A continuous-time, non-homogenous linear growth (pure birth) Markov process has been used to model external pitting corrosion in underground pipelines. The closed form solution of Kolmogorov's forward equations for this type of Markov process is used to describe the transition probability function in a discrete pit depth space. The identification of the transition probability function can be achieved by correlating the stochastic pit depth mean with the deterministic mean obtained experimentally. Monte-Carlo simulations previously reported have been used to predict the time evolution of the mean value of the pit depth distribution for different soil textural classes. The simulated distributions have been used to create an empirical Markov chain-based stochastic model for predicting the evolution of pitting corrosion depth and rate distributions from the observed properties of the soil. The proposed model has also been applied to pitting corrosion data from pipeline repeated in-line inspections and laboratory immersion experiments.
机译:连续时间,非均匀线性增长(纯净出生)马尔可夫过程已用于模拟地下管道的外部点蚀。对于这种类型的马尔可夫过程,Kolmogorov正向方程的闭式解用于描述离散坑深度空间中的跃迁概率函数。过渡概率函数的识别可以通过将随机坑深度平均值与通过实验获得的确定性平均值相关联来实现。先前报道的蒙特卡罗模拟已用于预测不同土壤质地类别的矿坑深度分布平均值的时间演变。模拟的分布已用于创建基于经验马尔可夫链的随机模型,用于根据观察到的土壤特性预测点蚀深度和速率分布的演变。所提出的模型也已应用于管道重复在线检查和实验室浸没实验的点蚀数据。

著录项

  • 来源
    《Corrosion science》 |2009年第9期|2197-2207|共11页
  • 作者单位

    Departamento de Ingenieria Metalurgica, ESIQIE, IPN, UPALM Edif. 7, Zacatenco, Mexico D. F. 07738, Mexico;

    Departamento de Ingenieria Metalurgica, ESIQIE, IPN, UPALM Edif. 7, Zacatenco, Mexico D. F. 07738, Mexico;

    Facultad de Fisica, Universidad de La Habana, San Lazaro y L, Vedado, 10400 La Habana, Cuba;

    Departamento de Ingenieria Metalurgica, ESIQIE, IPN, UPALM Edif. 7, Zacatenco, Mexico D. F. 07738, Mexico;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    A: steel; B: modelling studies; C: pitting corrosion;

    机译:A:钢;B:建模研究;C:点蚀;

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