Validation of a multilayer perceptron for rapid, direct solution of the electrical impedance tomography inverse problem

IF 1.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY MRS Communications Pub Date : 2024-08-01 DOI:10.1557/s43579-024-00621-9
John Wertz, Chenoa Flournoy, Laura Homa, Tyler Tallman
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Abstract

Electrical impedance tomography is a method of mapping the conductivity distribution of a domain. For decades it has been considered a potential in situ nondestructive evaluation technique for characterization of conductivity changes in aerospace composites. Yet, several challenges must be addressed before this technique can be transitioned from the laboratory to meaningful practice; for example, the expense of the inverse problem that must be solved to estimate conductivity. An alternative is to characterize damage from the measured voltage-current relationship using deep learning. In this work, we develop and test a deep learning algorithm to characterize time-independent damage events in complex geometry.

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验证用于快速直接解决电阻抗断层成像逆问题的多层感知器
摘要电阻抗断层扫描是一种绘制域电导率分布图的方法。几十年来,它一直被认为是一种潜在的现场无损评估技术,可用于表征航空航天复合材料的电导率变化。然而,在将这种技术从实验室应用到实际应用之前,必须解决几个难题,例如,为估算电导率而必须解决的逆问题所带来的费用。另一种方法是利用深度学习从测量到的电压-电流关系中确定损伤特征。在这项工作中,我们开发并测试了一种深度学习算法,用于描述复杂几何体中与时间无关的损坏事件。
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来源期刊
MRS Communications
MRS Communications MATERIALS SCIENCE, MULTIDISCIPLINARY-
CiteScore
2.60
自引率
10.50%
发文量
166
审稿时长
>12 weeks
期刊介绍: MRS Communications is a full-color, high-impact journal focused on rapid publication of completed research with broad appeal to the materials community. MRS Communications offers a rapid but rigorous peer-review process and time to publication. Leveraging its access to the far-reaching technical expertise of MRS members and leading materials researchers from around the world, the journal boasts an experienced and highly respected board of principal editors and reviewers.
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