CLASSIFICATION OF MULTIDIMENSIONAL POLARIZATION MICROSCOPY RESULTS IN THE TECHNOLOGY OF FORENSIC INTELLECTUAL MONITORING OF HEART DISEASES

Main Article Content

DOI

Oleg Vanchulyak

sudmed@bsmu.edu.ua

http://orcid.org/0000-0003-0243-1894
Serhii Golub

fpkpk@ukr.net

http://orcid.org/0000-0002-5067-6848
Mariia Talakh

flaredreem@gmail.com

http://orcid.org/0000-0002-5523-6120
Vyacheslav Gantyuk

Vgantyuk2@gmail.com

http://orcid.org/0000-0003-0792-5113

Abstract

The work combines methods of multidimensional polarization microscopy, statistical processing of data and inductive modeling with the purpose of constructing a methodology for creation of intelligent systems for multi-level forensic medical monitoring based on the example of the post-mortem diagnosis of coronary heart disease and acute coronary insufficiency. The task of classifying the results of the study of biological materials for obtaining a diagnosis was solved. To obtain informative features, a model of biological tissue of the myocardium was developed and the main diagnostic parameters were determined (statistical moments of 1–4 orders of coordinate distributions of the values of azimuths and the ellipticity of polarization and their autocorrelation functions, as well as wavelet coefficients of the corresponding distributions), which are dynamic due to its necrotic changes. The classification of these data was provided by constructing a deciding rule in the multi – raw algorithm of the GMDH. The effectiveness of the described methodology has been experimentally proved.

Keywords:

forensic medical monitoring, polarization microscopy, informative signs, classification

References

Article Details

Vanchulyak, O., Golub, S., Talakh, M., & Gantyuk, V. (2020). CLASSIFICATION OF MULTIDIMENSIONAL POLARIZATION MICROSCOPY RESULTS IN THE TECHNOLOGY OF FORENSIC INTELLECTUAL MONITORING OF HEART DISEASES . Informatyka, Automatyka, Pomiary W Gospodarce I Ochronie Środowiska, 10(1), 82–86. https://doi.org/10.35784/iapgos.909