Research Interests

 

Targets

  • Epilepsy
  • Heart failures
  • Sleep
  • Apnoea
  • Muscle synergies
  • Alzheimer Disease

Signals

  • Electroencephalogram (EEG)
  • Heart rate variability (HRV)
  • Blood gases saturation trends (pCO2, SpO2 etc.)
  • Respiration and breathing signals
  • Magnetocardiogram, heart current density maps
  • Electromyogram (EMG) and study of muscle synergies
  • Magnetic Resonance Imaging data (MRI)
  • Visible range and infrared video for vital parameters extraction

Methods

  • uni-, bi- and multivariate analysis
  • time-frequency, time-scale (wavelet), time-magnitude transforms
  • adaptive decompositions, matching pursuit techniques
  • component analysis in adapted bases (Principal and Independent components, Wavelet components)
  • entropy analysis and chaos theory
  • representation and analysis in high-dimensional spaces
  • fuzzy logic
  • coupling, synchronization and symmetry analysis

Applications

  • Brain activity monitoring and analysis, epilepsy diagnostics, epileptic patterns' localization, epileptic seizures prediction and control. Study of interactions between brain hemispheres, patterning of functional zones in brain
  • Heart rate variability analysis for evaluation of human functional state. Application of HRV analysis to epileptic seizures prediction, sleep quality analysis and for apnoea detection
  • Characterization of coupling, interaction and synchronization between brain and heart activity for sleep staging and sleep quality assessment, epileptic pattern prediction
  • Chaoticity and entropy of brain dynamics and heart rate with applications to diagnostics
  • Early stage diagnostics of Alzheimer Disease using MRI image classification
  • Analysis of respiration parameters for life-threatening alarms detection and for Mechanical Lung Ventilation control
  • Accelerometer data analysis for identification of movements
  • Myocardium current density maps analysis for diagnostics of heart diseases
  • Extraction of vital parameters from video (heart rate, respiration)

Group Members

 

PhD students

  1. Oleg Bodilovskyi
  2. Daria Bodilovska
  3. Oleg Panichev
  4. Igor Krashenyi
  5. Ievgenii Udovychenko
  6. Anton Vavreshchuk
  7. Oleksii Avilov
  8. Ivan Sahumbaiev

MSc students

  1. Dmytro Domashenko
  2. Ivan Kotiuchyi
  3. Roman Podenezhnyi
  4. Vladyslav Udod
  5. Mykola Yanenko

BSc students

  1. Artem Aharkov
  2. Yaroslav Smirnov
  3. Dmytro Garmatiuk
  4. Maksym Manko
  5. Bohdan Kolomiets
  6. Ivan Seleznov