贝叶斯对钢管道腐蚀相关故障的评估
Fabrizio Ruggeri1, Enrico Cagno2, Franco Caron2
1Consiglio Nazionale delle Ricerche-Istituto di Matematica Applicata e Tecnologie Informatiche, I-20133 Milano, Italy.
Entropy (Basel, Switzerland)
|January 8, 2025
概括
这项研究分析了由腐蚀引起的天然气管道故障,发现腐蚀的行为根据类型不同. 对于大多数城市天然气配送网络,建议安装正极保护管道.
科学领域:
- 工程 工程师 工程师 工程师
- 材料科学 材料科学 材料科学
- 风险分析 风险分析
背景情况:
- 气管道的完整性对于城市基础设施至关重要.
- 腐蚀是钢管道的主要故障机制.
- 了解特定于腐蚀的故障概率对于风险管理至关重要.
研究的目的:
- 为了调查各种腐蚀类型的钢管道气体泄漏的概率.
- 分析城市天然气配送网络故障数据.
- 评估网络设计和维护策略的有效性.
主要方法:
- 利用来自城市天然气配送网络的真实故障数据.
- 采用贝叶斯框架来估计模型.
- 开发了一个基本的多项模型用于网络设计分析.
- 应用了一个不均的Poisson过程来进行维护分析.
- 专注于为模型参数化引发专家意见.
主要成果:
- 腐蚀过程表现出不同的行为,取决于特定的腐蚀类型.
- 在不同的腐蚀机制中,故障概率有很大差异.
- 专家意见成功地被整合到概率模型中.
结论:
- 腐蚀的类型是影响天然气管道故障概率的关键因素.
- 在大多数情况下,建议对钢管道实施正极保护.
- 概率模型为管道完整性和维护提供了宝贵的见解.
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