Breast Tumor Detection Using Multi-Channel 62-69 GHz Millimeter-wave 3D Imaging Technology

Jen-Li Kao, Yiping Chao
{"title":"Breast Tumor Detection Using Multi-Channel 62-69 GHz Millimeter-wave 3D Imaging Technology","authors":"Jen-Li Kao, Yiping Chao","doi":"10.1109/ECBIOS54627.2022.9945009","DOIUrl":null,"url":null,"abstract":"Current imaging techniques used for breast cancer diagnosis have limitations such as concerns about human safety during diagnosis, the cost of the equipment, and the resolution of the imaging system to provide early detection of breast cancer. Therefore, there are proposed imaging systems and algorithms to improve breast cancer diagnosis and techniques. Among them, the millimeter-wave radar imaging system has attracted much attention because of its high safety for the human body and better resolution at high frequencies. However, previous studies have used radars that operate at a maximum frequency of around 50 GHz, so there is a lack of investigation with higher breast cancer imaging systems. Therefore, the IMAGEVK-74 millimeter-wave imaging radar by Vayyar Imaging with 20 Tx and 20 Rx on-board antennas is configured to transmit and receive signals anywhere from 62 to 69 GHz range in this study. In order to investigate the possibility of imaging malignant tumors with the radar imaging system, we made a breast phantom based on previous papers, embedded the tumor phantom in the breast phantom, and placed it in a less noisy environment for testing. We collected the radar data samples at the imaging radar, passed the data samples through the average method to reduce the noise signal, and then reconstructed the 3D image of the target by calculating the signal channel response for each spatial pixel. The system is validated in two experiments, including locating the tumor phantom on and off the axis. The experimental setup is as follows. A tumor phantom of 1 cm in size is embedded in the breast phantom, and the actual tumor phantom location is calculated and tested for both on axis and off axis about 1.5 cm from the center point. Finally, the actual tumor phantom location is compared with the imaging result, and MSE is calculated. The results show that the MSE is 0.0765 when the tumor phantom is on the axis and 0.0969 when the tumor phantom is off the axis. The possibility of this imaging system for imaging tumor phantom in different locations is found. Furthermore, preliminary imaging results are presented","PeriodicalId":330175,"journal":{"name":"2022 IEEE 4th Eurasia Conference on Biomedical Engineering, Healthcare and Sustainability (ECBIOS)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 4th Eurasia Conference on Biomedical Engineering, Healthcare and Sustainability (ECBIOS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ECBIOS54627.2022.9945009","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Current imaging techniques used for breast cancer diagnosis have limitations such as concerns about human safety during diagnosis, the cost of the equipment, and the resolution of the imaging system to provide early detection of breast cancer. Therefore, there are proposed imaging systems and algorithms to improve breast cancer diagnosis and techniques. Among them, the millimeter-wave radar imaging system has attracted much attention because of its high safety for the human body and better resolution at high frequencies. However, previous studies have used radars that operate at a maximum frequency of around 50 GHz, so there is a lack of investigation with higher breast cancer imaging systems. Therefore, the IMAGEVK-74 millimeter-wave imaging radar by Vayyar Imaging with 20 Tx and 20 Rx on-board antennas is configured to transmit and receive signals anywhere from 62 to 69 GHz range in this study. In order to investigate the possibility of imaging malignant tumors with the radar imaging system, we made a breast phantom based on previous papers, embedded the tumor phantom in the breast phantom, and placed it in a less noisy environment for testing. We collected the radar data samples at the imaging radar, passed the data samples through the average method to reduce the noise signal, and then reconstructed the 3D image of the target by calculating the signal channel response for each spatial pixel. The system is validated in two experiments, including locating the tumor phantom on and off the axis. The experimental setup is as follows. A tumor phantom of 1 cm in size is embedded in the breast phantom, and the actual tumor phantom location is calculated and tested for both on axis and off axis about 1.5 cm from the center point. Finally, the actual tumor phantom location is compared with the imaging result, and MSE is calculated. The results show that the MSE is 0.0765 when the tumor phantom is on the axis and 0.0969 when the tumor phantom is off the axis. The possibility of this imaging system for imaging tumor phantom in different locations is found. Furthermore, preliminary imaging results are presented
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
基于多通道62-69 GHz毫米波三维成像技术的乳腺肿瘤检测
目前用于乳腺癌诊断的成像技术存在局限性,如对诊断过程中人体安全的担忧,设备的成本,以及成像系统的分辨率,以提供乳腺癌的早期检测。因此,有建议的成像系统和算法,以提高乳腺癌的诊断和技术。其中,毫米波雷达成像系统因其对人体安全性高、高频分辨率好而备受关注。然而,先前的研究使用的雷达的最大工作频率约为50千兆赫,因此缺乏对更高乳腺癌成像系统的研究。因此,在本研究中,Vayyar imaging公司的IMAGEVK-74毫米波成像雷达配置了20个Tx和20个Rx机载天线,可在62至69 GHz范围内发送和接收信号。为了探讨利用雷达成像系统对恶性肿瘤进行成像的可能性,我们在前人论文的基础上制作了乳腺假体,将肿瘤假体嵌入乳腺假体中,放置在噪声较小的环境中进行测试。我们在成像雷达处采集雷达数据样本,对数据样本进行平均处理,去除噪声信号,然后通过计算每个空间像素点的信号通道响应,重建目标的三维图像。该系统在两个实验中得到了验证,包括在轴上和轴外定位肿瘤幻影。实验设置如下:将1 cm大小的肿瘤假体嵌入乳腺假体中,计算并测试离中心点约1.5 cm的轴上和离轴上肿瘤假体的实际位置。最后,将实际肿瘤虚影位置与成像结果进行比较,计算MSE。结果表明:肿瘤幻象在轴上时,MSE为0.0765;肿瘤幻象离轴时,MSE为0.0969。发现了该成像系统在不同部位对肿瘤幻像进行成像的可能性。并给出了初步的成像结果
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
Detection of Android Malware Behavior in Browser Downloads Breast Tumor Detection Using Multi-Channel 62-69 GHz Millimeter-wave 3D Imaging Technology Implementation and Design of Physical/Digital Switches Modified from Sonoff Product Based on Internet of Things Design of Intelligent Energy-Saving Controller Using Faucet Supercritical Carbon Dioxide Decellularized Porcine Dermal Matrix Accelerated Gingival Keratinization by Modified Apically Positioned Flap Technique
×
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