电阻抗断层成像的算法和硬件实现综述(特邀)

IF 6.7 1区 计算机科学 Q1 Physics and Astronomy Progress in Electromagnetics Research-Pier Pub Date : 2020-01-01 DOI:10.2528/pier20120401
Zheng Zong, Yusong Wang, and Zhun Wei
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引用次数: 15

摘要

近年来,电阻抗断层成像技术(EIT)因其无创、无电离辐射、低成本等优点,在生物医学成像和工业无损检测中都具有广阔的应用前景。本文的目的是回顾最新的方法,包括算法和硬件实现在EIT。更具体地说,对于主流的高级重构算法,我们在分类和比较方面提出了一些见解。对测量设备的结构、配置方式和典型系统进行了综述。此外,我们还讨论了EIT技术的局限性和挑战,如低空间分辨率和非线性反演问题,其中未来的方向,如用深度学习解决EIT问题,也得到了解决。
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A REVIEW OF ALGORITHMS AND HARDWARE IMPLEMENTATIONS IN ELECTRICAL IMPEDANCE TOMOGRAPHY (INVITED)
In recent years, electrical impedance tomography (EIT) has attracted intensive interests due to its noninvasive, ionizing radiation-free, and low-cost advantages, which is promising for both biomedical imaging and industry nondestructive tests. The purpose of this paper is to review state-ofthe-art methods including both algorithms and hardware implementations in EIT. More specifically, for the advanced reconstruction algorithms in mainstream, we offer some insights on classification and comparison. As for the measurement equipment, the structure, configuration modes, and typical systems are reviewed. Furthermore, we discuss the limitations and challenges in EIT technique, such as low-spatial resolution and nonlinear-inversion problems, where future directions, such as solving EIT problems with deep learning, have also been addressed.
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来源期刊
CiteScore
7.20
自引率
3.00%
发文量
0
审稿时长
1.3 months
期刊介绍: Progress In Electromagnetics Research (PIER) publishes peer-reviewed original and comprehensive articles on all aspects of electromagnetic theory and applications. This is an open access, on-line journal PIER (E-ISSN 1559-8985). It has been first published as a monograph series on Electromagnetic Waves (ISSN 1070-4698) in 1989. It is freely available to all readers via the Internet.
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