Conductivity and Electrode Placement Variability: Evaluating the Cramer-Rao Lower Bound in 2D Electrical Impedance Tomography
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arXiv
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866914824442609664 |
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| author | Kormakov, Georgii Koshev, Nikolay |
| author_facet | Kormakov, Georgii Koshev, Nikolay |
| contents | Electrical Impedance Tomography (EIT) is a non-invasive imaging modality that has earned significant attention for its potential in real-time monitoring of various physiological parameters. Despite its promise, the sensitivity and resolution of EIT remain areas of active research. This article presents a new way to analyse the sensitivity of EIT systems using the Cramer-Rao Lower Bound (CRLB). This statistical tool provides a theoretical lower bound on the variance of unbiased estimators. To simulate the EIT full cycle, we compared two forward models: standard Dirichlet-to-Neumann (DtN) and restricted DtN. By taking the CRLB over modelled with Finite Elements Method (FEM) 2D circular area with various conductivity patterns, we showed the influence of electrode configuration on each basic FEM element sensitivity. Also, the sensitivity on small perturbations for different conductivity patterns was offered. This article aims to bridge the gap between the research of widely used hardware implementations standard forward DtN model and theoretically approved restricted DtN. We conclude with a discussion on the motivation behind this research and the objectives our work introduces for the inverse restricted DtN model in practice. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2406_02570 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Conductivity and Electrode Placement Variability: Evaluating the Cramer-Rao Lower Bound in 2D Electrical Impedance Tomography Kormakov, Georgii Koshev, Nikolay Medical Physics Electrical Impedance Tomography (EIT) is a non-invasive imaging modality that has earned significant attention for its potential in real-time monitoring of various physiological parameters. Despite its promise, the sensitivity and resolution of EIT remain areas of active research. This article presents a new way to analyse the sensitivity of EIT systems using the Cramer-Rao Lower Bound (CRLB). This statistical tool provides a theoretical lower bound on the variance of unbiased estimators. To simulate the EIT full cycle, we compared two forward models: standard Dirichlet-to-Neumann (DtN) and restricted DtN. By taking the CRLB over modelled with Finite Elements Method (FEM) 2D circular area with various conductivity patterns, we showed the influence of electrode configuration on each basic FEM element sensitivity. Also, the sensitivity on small perturbations for different conductivity patterns was offered. This article aims to bridge the gap between the research of widely used hardware implementations standard forward DtN model and theoretically approved restricted DtN. We conclude with a discussion on the motivation behind this research and the objectives our work introduces for the inverse restricted DtN model in practice. |
| title | Conductivity and Electrode Placement Variability: Evaluating the Cramer-Rao Lower Bound in 2D Electrical Impedance Tomography |
| topic | Medical Physics |
| url | https://arxiv.org/abs/2406.02570 |