The use of the autoencoder to improve images in ultrasound tomography

Tomasz RYMARCZYK; Grzegorz KLOSOWSKI; Tomasz CIEPLAK; Edward KOZLOWSKI; Konrad KANIA

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The use of the autoencoder to improve images in ultrasound tomography

机译：使用AutoEncoder以改善超声波断层扫描中的图像

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The article presents the idea of a system enabling effective control of industrial processes. The high level of automation and processes monitoring plays a key role in maintaining the competitiveness of each enterprise. The paper presents an innovative approach to industrial ultrasound tomography. A shallow neural network enriched with an autoencoder was used to visualize the 2D cross-section of the tank (reactor) filled with tap water. The novelty is the use of an autoencoder to improve the quality of the measurement vector.

机译：本文介绍了一个能够有效控制工业过程的系统的想法。高水平的自动化和流程监测在维护每个企业的竞争力方面发挥着关键作用。本文提出了一种创新的工业超声断层扫描方法。使用富含AutoEncoder的浅神经网络用于可视化填充自来水的罐（反应器）的2D横截面。新颖性是使用AutoEncoder来提高测量向量的质量。

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来源
《Przeglad Elektrotechniczny》 |2020年第8期|160-163|共4页
作者
Tomasz RYMARCZYK; Grzegorz KLOSOWSKI; Tomasz CIEPLAK; Edward KOZLOWSKI; Konrad KANIA;
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作者单位

Research & Development Centre Netrix S.A. University of Economics and Innovation;

Lublin University of Technology;

Lublin University of Technology;

Lublin University of Technology;

Research & Development Centre Netrix S.A. University of Economics and Innovation;

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原文格式 PDF
正文语种 eng
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关键词
electrical impedance tomography; elastic net; inverse problem;

机译：电阻抗断层扫描;弹性网;反问题;

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2. Dual modality electrical impedance and ultrasound reflection tomography to improve image quality [J] . Khusnul Ain, D. Kurniadi, S. Suprijanto, Journal of Electrical Bioimpedance . 2017,第1期

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4. Application of a regressive neural network with autoencoder for monochromatic images in ultrasound tomography [C] . Tomasz Rymarczyk, Grzegorz Klosowski, Tomasz Cieplak, 2019 Applications of Electromagnetics in Modern Engineering and Medicine . 2019

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The use of the autoencoder to improve images in ultrasound tomography

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