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An Improved Landweber Method for Electrical Impedance Tomography
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- Wang Qian
- School of Electronic Information and Automation, Tianjin University of Science and Technology
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- Chen Xiaoyan
- School of Electronic Information and Automation, Tianjin University of Science and Technology
Description
Electrical impedance tomography (EIT) is a non-destructive monitoring technique. The inverse problem of EIT shows serious nonlinear and ill-posed nature, which leads to the low spatial resolution of the reconstructed images. The iterative idea is an effective method to deal with the inverse problem for imaging, the existing iterative imaging methods, however, have many drawbacks, such as needing huge computational resources and unstable convergence properties. To solve the above-mentioned problems, this paper proposes an improved Landweber iterative image reconstruction framework. By carefully designing a regularization term in the optimization function of the iterative framework, this method improves the convergence speed. The tank experiment results show that the improved Landweber method is superior to the traditional Landweber method in convergence speed.
Journal
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- Proceedings of International Conference on Artificial Life and Robotics
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Proceedings of International Conference on Artificial Life and Robotics 28 813-818, 2023-02-09
ALife Robotics Corporation Ltd.
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Details 詳細情報について
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- CRID
- 1390578283210972416
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- ISSN
- 21887829
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- Text Lang
- en
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- Data Source
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- JaLC
- Crossref
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- Abstract License Flag
- Disallowed