Spectral analysis of human exhaled breath for early diagnosis of diseases using different machine learning methods

Autor: Elizaveta R. Kareva, Igor S. Golyak, Andrey N. Morozov, Pavel P. Demkin, Igor L. Fufurin, Dmitriy R. Anfimov, Anastasiya V. Scherbakova

Publikováno v: Saratov Fall Meeting 2020: Optical and Nanotechnologies for Biology and Medicine.

In this work, the possibility of using machine learning in the spectral analysis of exhaled breath for early diagnosis of diseases is considered. Experimental setup consists of a quantum cascade laser with a tuning range of 5.4-12.8 μm and Herriot a

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::c81e86c67532728df63ac5109c082b23
https://doi.org/10.1117/12.2590835

Numerical techniques for infrared spectra analysis of organic and inorganic volatile compounds for biomedical applications

Autor: Igor L. Fufurin, Dmitriy R. Anfimov, Igor S. Golyak, Andrey N. Morozov, Elizaveta R. Kareva, Anastasia V. Scherbakova, Pavel P. Demkin

Publikováno v: Optical Engineering. 60

We consider the possibility of using a combination of machine and deep learning in the spectral analysis for multicomponent gas mixtures. The experimental setup consists of a quantum cascade laser with a tuning range of 5.3 to 12.8 μm, a peak power

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::76fdf49ab1820cb72e914971b661079e
https://doi.org/10.1117/1.oe.60.8.082016

Deep Learning for Type 1 Diabetes Mellitus Diagnosis Using Infrared Quantum Cascade Laser Spectroscopy.

Autor: Fufurin I; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia., Berezhanskiy P; Morozov Children's Clinical Hospital, State Budgetary Healthcare Institution, Moscow Healthcare Pulmonology Department, Moscow 119049, Russia., Golyak I; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia., Anfimov D; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia., Kareva E; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia., Scherbakova A; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia., Demkin P; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia., Nebritova O; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia., Morozov A; Physics Department, Bauman Moscow State Technical University, Moscow 105005, Russia.

Publikováno v: Materials (Basel, Switzerland) [Materials (Basel)] 2022 Apr 20; Vol. 15 (9). Date of Electronic Publication: 2022 Apr 20.