Multi-Modal Source Separation for Electrical Impedance Tomography

Abstract Electrical impedance tomography (EIT) is a nondestructive evaluation method that spatially maps the conductivity distribution within a given domain based on voltage measurements taken on the boundary. It has shown promise as a potential tool for in-situ monitoring of composite aerospace components. However, the current formulation of EIT is unable to distinguish between damage, strain, and environmental effects such as temperature and humidity changes. To address this problem, we propose a source separation algorithm that treats the unknown conductivity distribution as the sum of two sources with different spatial statistics. We demonstrate the method on simulated EIT data of an open-hole specimen loaded in tension with damage.

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Publication Details

Journal
Journal of Nondestructive Evaluation
Published
2026-04-17
DOI
https://doi.org/10.1007/s10921-026-01363-5
Primary Topic
Electrical and Bioimpedance Tomography
Type
article
Field-Weighted Citation Impact
0.00

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article

Multi-Modal Source Separation for Electrical Impedance Tomography

Laura Homa, John Wertz, MATHEW SCHEY
Journal of Nondestructive Evaluation
Electrical and Bioimpedance Tomography
article

Multi-Modal Source Separation for Electrical Impedance Tomography

Laura Homa, John Wertz, MATHEW SCHEY
article en

Abstract

Abstract Electrical impedance tomography (EIT) is a nondestructive evaluation method that spatially maps the conductivity distribution within a given domain based on voltage measurements taken on the boundary. It has shown promise as a potential tool for in-situ monitoring of composite aerospace components. However, the current formulation of EIT is unable to distinguish between damage, strain, and environmental effects such as temperature and humidity changes. To address this problem, we propose a source separation algorithm that treats the unknown conductivity distribution as the sum of two sources with different spatial statistics. We demonstrate the method on simulated EIT data of an open-hole specimen loaded in tension with damage.

Journal of Nondestructive EvaluationVol. 45(2)
University of Dayton (US), United States Air Force Research Laboratory (US), Wright-Patterson Air Force Base (US)
Air Force Office of Scientific Research, Air Force Research Laboratory
Openalex Percentile: Top 20%
Electrical and Bioimpedance Tomography
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