A Lagrange-Newton Method for EIT/UT Dual-Modality Image Reconstruction
An image reconstruction method is proposed based on Lagrange-Newton method for electrical impedance tomography (EIT) and ultrasound tomography (UT) dual-modality imaging. Since the change in conductivity distribution is usually accompanied with the change in acoustic impedance distribution, the reco...
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doaj-2028314efb6a4a2dbee054a50097c0172020-11-25T00:47:01ZengMDPI AGSensors1424-82202019-04-01199196610.3390/s19091966s19091966A Lagrange-Newton Method for EIT/UT Dual-Modality Image ReconstructionGuanghui Liang0Shangjie Ren1Shu Zhao2Feng Dong3Tianjin Key Laboratory of Process Measurement and Control, School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, ChinaTianjin Key Laboratory of Process Measurement and Control, School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, ChinaInstitute of Biomedical Engineering, CAMS & PUMC (Chinese Academy of Medical Sciences and Peking Union Medical College), Tianjin 300192, ChinaTianjin Key Laboratory of Process Measurement and Control, School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, ChinaAn image reconstruction method is proposed based on Lagrange-Newton method for electrical impedance tomography (EIT) and ultrasound tomography (UT) dual-modality imaging. Since the change in conductivity distribution is usually accompanied with the change in acoustic impedance distribution, the reconstruction targets of EIT and UT are unified to the conductivity difference using the same mesh model. Some background medium distribution information obtained from ultrasound transmission and reflection measurements can be used to construct a hard constraint about the conductivity difference distribution. Then, the EIT/UT dual-modality inverse problem is constructed by an equality constraint equation, and the Lagrange multiplier method combining Newton-Raphson iteration is used to solve the EIT/UT dual-modality inverse problem. The numerical and experimental results show that the proposed dual-modality image reconstruction method has a better performance than the single-modality EIT method and is more robust to the measurement noise.https://www.mdpi.com/1424-8220/19/9/1966electrical impedance tomographyultrasound tomographydual-modality imaginglagrange-newton method |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Guanghui Liang Shangjie Ren Shu Zhao Feng Dong |
spellingShingle |
Guanghui Liang Shangjie Ren Shu Zhao Feng Dong A Lagrange-Newton Method for EIT/UT Dual-Modality Image Reconstruction Sensors electrical impedance tomography ultrasound tomography dual-modality imaging lagrange-newton method |
author_facet |
Guanghui Liang Shangjie Ren Shu Zhao Feng Dong |
author_sort |
Guanghui Liang |
title |
A Lagrange-Newton Method for EIT/UT Dual-Modality Image Reconstruction |
title_short |
A Lagrange-Newton Method for EIT/UT Dual-Modality Image Reconstruction |
title_full |
A Lagrange-Newton Method for EIT/UT Dual-Modality Image Reconstruction |
title_fullStr |
A Lagrange-Newton Method for EIT/UT Dual-Modality Image Reconstruction |
title_full_unstemmed |
A Lagrange-Newton Method for EIT/UT Dual-Modality Image Reconstruction |
title_sort |
lagrange-newton method for eit/ut dual-modality image reconstruction |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2019-04-01 |
description |
An image reconstruction method is proposed based on Lagrange-Newton method for electrical impedance tomography (EIT) and ultrasound tomography (UT) dual-modality imaging. Since the change in conductivity distribution is usually accompanied with the change in acoustic impedance distribution, the reconstruction targets of EIT and UT are unified to the conductivity difference using the same mesh model. Some background medium distribution information obtained from ultrasound transmission and reflection measurements can be used to construct a hard constraint about the conductivity difference distribution. Then, the EIT/UT dual-modality inverse problem is constructed by an equality constraint equation, and the Lagrange multiplier method combining Newton-Raphson iteration is used to solve the EIT/UT dual-modality inverse problem. The numerical and experimental results show that the proposed dual-modality image reconstruction method has a better performance than the single-modality EIT method and is more robust to the measurement noise. |
topic |
electrical impedance tomography ultrasound tomography dual-modality imaging lagrange-newton method |
url |
https://www.mdpi.com/1424-8220/19/9/1966 |
work_keys_str_mv |
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1725262490074349568 |