| Issue |
MATEC Web Conf.
Volume 252, 2019
III International Conference of Computational Methods in Engineering Science (CMES’18)
|
|
|---|---|---|
| Article Number | 09001 | |
| Number of page(s) | 6 | |
| Section | Probability, Statistics Quality Control | |
| DOI | https://doi.org/10.1051/matecconf/201925209001 | |
| Published online | 14 January 2019 | |
Tomographic image correction with noise reduction algorithms
1
Lublin University of Technology, Faculty of Management, Nadbystrzycka 38, 20-618 Lublin, Poland
2
Research and Development Center, Netrix S.A., Związkowa 26, 20-148 Lublin, Poland
* Corresponding author: g.klosowski@pollub.pl
This article presents an original approach to improve the results of tomographic reconstructions by denoising the input data, which affects output images improving. The algorithms used in the research are based on autoencoders and Elastic Net - both related to artificial intelligence or machine-learning developed controllers. Due to the reduction of unnecessary features and removal of mutually correlated input variables generated by the tomography electrodes, good quality reconstructions of tomographic images were obtained. The simulation experiments proved that the presented methods could be effective in improving the quality of reconstructed tomographic images.
© The Authors, published by EDP Sciences, 2019
This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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