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

IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal of Applied Electromagnetics and Mechanics 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
CiteScore
1.70
自引率
0.00%
发文量
100
审稿时长
4.6 months
期刊介绍: The aim of the International Journal of Applied Electromagnetics and Mechanics is to contribute to intersciences coupling applied electromagnetics, mechanics and materials. The journal also intends to stimulate the further development of current technology in industry. The main subjects covered by the journal are: Physics and mechanics of electromagnetic materials and devices Computational electromagnetics in materials and devices Applications of electromagnetic fields and materials The three interrelated key subjects – electromagnetics, mechanics and materials - include the following aspects: electromagnetic NDE, electromagnetic machines and devices, electromagnetic materials and structures, electromagnetic fluids, magnetoelastic effects and magnetosolid mechanics, magnetic levitations, electromagnetic propulsion, bioelectromagnetics, and inverse problems in electromagnetics. The editorial policy is to combine information and experience from both the latest high technology fields and as well as the well-established technologies within applied electromagnetics.
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