O. A. Nebritova
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View article: Применение машинного обучения для диагностики некоторых социально значимых заболеваний по выдыхаемому человеком воздуху методом инфракрасной лазерной спектроскопии
Применение машинного обучения для диагностики некоторых социально значимых заболеваний по выдыхаемому человеком воздуху методом инфракрасной лазерной спектроскопии Open
The infrared spectra of the air exhaled by several groups of volunteers were studied: those suffering from type 1 diabetes, bronchial asthma, and pneumonia. To record infrared spectra, a tunable quantum-cascade laser (QCL) was used. QCL em…
View article: Numerical methods of spectral analysis of multicomponent gas mixtures and human exhaled breath
Numerical methods of spectral analysis of multicomponent gas mixtures and human exhaled breath Open
In this paper, the application of machine learning and deep learning in the spectral analysis of multicomponent gas mixtures is considered. The experimental setup consists of a quantum cascade laser with a tuning range of 5.3–12.8 µm, a pe…
View article: Deep Learning for Type 1 Diabetes Mellitus Diagnosis Using Infrared Quantum Cascade Laser Spectroscopy
Deep Learning for Type 1 Diabetes Mellitus Diagnosis Using Infrared Quantum Cascade Laser Spectroscopy Open
An estimated 10.5% of the world’s population aged 20–79 years are currently living with diabetes in 2021. An urgent task is to develop a non-invasive express-diagnostics of diabetes with high accuracy. Type 1 diabetes mellitus (T1DM) diagn…
View article: A study of hemodynamics and the structure of capillary blood flow using the method of laser speckle contrast analysis LASCA
A study of hemodynamics and the structure of capillary blood flow using the method of laser speckle contrast analysis LASCA Open
The LASCA method can be applied to the study of microcirculation of superficial microvessels. A chicken embryo of the 5th - 7th day of incubation was used as a model of the vascular system. The effect of laser occlusion of a vessel on bloo…