An Investigation of the Effect of Different Number of Electrodes on EIT Reconstructed Images

Y. L. Chong, R. Chin
{"title":"An Investigation of the Effect of Different Number of Electrodes on EIT Reconstructed Images","authors":"Y. L. Chong, R. Chin","doi":"10.1109/IICAIET49801.2020.9257848","DOIUrl":null,"url":null,"abstract":"Electrical Impedance Tomography (EIT) is an imaging technique which is used in both industrial process and medical imaging, as it is non-invasive and versatile. One of the factors that contribute to image quality is electrode. This work investigates the effect of the different number of electrodes on EIT reconstructed images for various widths of electrodes. Spectral analyses, sensitivity analyses and spatial resolution analyses were used to study the influence of the different numbers of electrodes for different electrode widths. From the results of spectral analysis, the magnitude of singular value is higher as the number of electrodes increases, which indicates higher stability of measurements obtained. On the contrary, the percentage of stable measurements decrease significantly as the number of electrodes increase. In the sensitivity analyses, the results show that there are noticeable differences in sensitivity magnitude for models with the different number of electrodes. However, when comparing models with the same number of electrodes but with different widths, there are negligible differences. From the spatial resolution analyses, the results are inconclusive as the spatial resolution produced is fairly similar for models with the different number of electrodes for fixed electrode widths. This trend is observed when comparing models with the same number of electrodes but with different electrode widths. All these analyses have to be considered when deciding on electrode configuration, taking into account the influences of both the number of electrodes and the dimension of electrodes used.","PeriodicalId":300885,"journal":{"name":"2020 IEEE 2nd International Conference on Artificial Intelligence in Engineering and Technology (IICAIET)","volume":"183 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE 2nd International Conference on Artificial Intelligence in Engineering and Technology (IICAIET)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IICAIET49801.2020.9257848","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

Electrical Impedance Tomography (EIT) is an imaging technique which is used in both industrial process and medical imaging, as it is non-invasive and versatile. One of the factors that contribute to image quality is electrode. This work investigates the effect of the different number of electrodes on EIT reconstructed images for various widths of electrodes. Spectral analyses, sensitivity analyses and spatial resolution analyses were used to study the influence of the different numbers of electrodes for different electrode widths. From the results of spectral analysis, the magnitude of singular value is higher as the number of electrodes increases, which indicates higher stability of measurements obtained. On the contrary, the percentage of stable measurements decrease significantly as the number of electrodes increase. In the sensitivity analyses, the results show that there are noticeable differences in sensitivity magnitude for models with the different number of electrodes. However, when comparing models with the same number of electrodes but with different widths, there are negligible differences. From the spatial resolution analyses, the results are inconclusive as the spatial resolution produced is fairly similar for models with the different number of electrodes for fixed electrode widths. This trend is observed when comparing models with the same number of electrodes but with different electrode widths. All these analyses have to be considered when deciding on electrode configuration, taking into account the influences of both the number of electrodes and the dimension of electrodes used.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
不同电极数对EIT重构图像影响的研究
电阻抗断层成像(EIT)是一种成像技术,用于工业过程和医学成像,因为它是无创的和通用的。影响图像质量的因素之一是电极。本文研究了不同电极宽度下,不同电极数量对电成像重构图像的影响。通过光谱分析、灵敏度分析和空间分辨率分析,研究了不同电极宽度下不同电极数的影响。从光谱分析结果来看,随着电极数量的增加,奇异值的幅度越大,表明测量结果的稳定性越高。相反,稳定测量的百分比随着电极数量的增加而显著降低。在灵敏度分析中,结果表明,不同电极数的模型在灵敏度量级上存在显著差异。然而,当比较电极数量相同但宽度不同的模型时,差异可以忽略不计。从空间分辨率分析来看,结果是不确定的,因为在固定电极宽度下,不同电极数量的模型所产生的空间分辨率相当相似。当比较具有相同电极数量但具有不同电极宽度的模型时,可以观察到这种趋势。在决定电极配置时必须考虑所有这些分析,同时考虑电极数量和所用电极尺寸的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Estimating the Number of Cameras Required for a Given Classroom for Face-based Smart Attendance System Stock Market Prediction using Ensemble of Deep Neural Networks Timed Cellular Automata for Flight Delay Scheduling Optimization Experimenting Deep Convolutional Visual Feature Learning using Compositional Subspace Representation and Fashion-MNIST An Investigation of the Effect of Different Number of Electrodes on EIT Reconstructed Images
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1