Eddy current non-destructive testing for inspection of reformer tubes applying machine learning

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-02-23 DOI:10.3233/jae-230139
Ana Carolina Pereira Soares Brandão, Ana Beatriz Dantas Fonseca, Iane de Araujo Soares, C. J. Pacheco, Daniel Mendes Fernandes, C. B. Eckstein, Laudemiro Nogueira Junior, Luiz Henrique de Almeida, Gabriela Ribeiro Pereira
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Abstract

HP austenitic stainless steel undergoes microstructural aging due to prolonged exposure to oxidizing and corrosive atmospheres in steam reforming furnaces. The derived aging states are classified by its service temperature and microstructural markers and monitoring it is important to residual life assessment. In this regard it was used a portable Eddy Current inspection system with the aid of machine learning classification tools, characterizing aging states in HP steel in real-time. The classification profile of a 12-meter tube was acquired, validated through Field Metallurgical Replication. The developed Eddy Current inspection system successfully differentiates three regions, revealing a progression of aging states.
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应用机器学习的涡流无损检测技术检测转化炉管道
高压奥氏体不锈钢由于长期暴露在蒸汽转化炉的氧化和腐蚀环境中,会发生微结构老化。由此产生的老化状态按其使用温度和微观结构标记进行分类,对其进行监测对残余寿命评估非常重要。为此,我们使用了便携式涡流检测系统,并借助机器学习分类工具,对高压钢的老化状态进行实时表征。获得了一根 12 米长钢管的分类曲线,并通过现场冶金复制进行了验证。开发的涡流检测系统成功区分了三个区域,揭示了老化状态的发展过程。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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