Single-Voxel Proton MR-Spectroscopy Signal Analysis by Fingerprinting

0558132 - ÚPT 2023 RIV SK eng C - Konferenční příspěvek (zahraniční konf.)
Venglovskyi, Iurii
Single-Voxel Proton MR-Spectroscopy Signal Analysis by Fingerprinting.
MEASUREMENT 2021. Proceedings of the 13th International Conference on Measurement. Bratislava: Institute of Measurement Science, SAS, 2021, (2021), s. 138-141. ISBN 978-80-972629-4-5.
[International Conference on Measurement /13./ (Measurement 2021). online (SK), 17.05.2021-19.05.2021]
GRANT EU: European Commission(XE) 813120 - INSPiRE-MED
Institucionální podpora: RVO:68081731
Klíčová slova: Nuclear Magnetic Resonance * Single Voxel Spectroscopy * Fingerprinting * Dictionary
Obor OECD: Medical engineering
https://www.measurement.sk/M2021/doc/Proceedings_M2021.pdf

This paper presents the construction of a prototype fingerprint dictionary for the identification of metabolites using simple linear combinations without a preprocessing and the usage of various algorithms for fitting curves. The identification process is reduced to comparing each point of the unknown spectrum with the value stored in the dictionary. Based on the obtained results, the concept of MR fingerprinting dictionary prototype is considered to be an alternative method for NMR signal analysis, metabolite quantification and preparing data for machine learning approach as a training set with further results comparison with fittings models.
Trvalý link: http://hdl.handle.net/11104/0331937