Optimization of end-to-end convolutional neural networks for analysis of out-of-hospital cardiac arrest rhythms during cardiopulmonary resuscitation

I Jekova, V Krasteva - Sensors, 2021 - mdpi.com
High performance of the shock advisory analysis of the electrocardiogram (ECG) during
cardiopulmonary resuscitation (CPR) in out-of-hospital cardiac arrest (OHCA) is important …

Transfer learning based deep network for signal restoration and rhythm analysis during cardiopulmonary resuscitation using only the ECG waveform

Y Gong, L Wei, S Yan, F Zuo, H Zhang, Y Li - Information Sciences, 2023 - Elsevier
Minimizing the interruption of cardiopulmonary resuscitation (CPR) is an important
technique to improve the survival of out-of-hospital cardiac arrest (OHCA) patients. Recent …

Overview of Machine Learning and Deep Learning Approaches for Detecting Shockable Rhythms in AED in the Absence or Presence of CPR

K Dahal, MH Ali - Electronics, 2022 - mdpi.com
Sudden Cardiac Arrest (SCA) is one of the leading causes of death worldwide. Therefore,
timely and accurate detection of such arrests and immediate defibrillation support for the …

Deep Learning Strategy for Sliding ECG Analysis during Cardiopulmonary Resuscitation: Influence of the Hands-Off Time on Accuracy

V Krasteva, JP Didon, S Ménétré, I Jekova - Sensors, 2023 - mdpi.com
This study aims to present a novel deep learning algorithm for a sliding shock advisory
decision during cardiopulmonary resuscitation (CPR) and its performance evaluation as a …

Enhancing the accuracy of shock advisory algorithms in automated external defibrillators during ongoing cardiopulmonary resuscitation using a deep convolutional …

S Hajeb-M, A Cascella, M Valentine… - Expert Systems with …, 2022 - Elsevier
Survival from out-of-hospital cardiac arrests (OHCA) depends on an accurate defibrillatory
shock decision during cardiopulmonary resuscitation (CPR). Since chest compressions …

Rhythm Analysis During Cardio-Pulmonary Resuscitation with Convolutional and Recurrent Neural Networks Using ECG and Optional Impedance Input

V Krasteva, I Jekova - The International Symposium on Bioinformatics and …, 2022 - Springer
Chest compressions (CC) during cardiopulmonary resuscitation (CPR) produce strong
artifacts in the electrocardiogram (ECG) via defi-pads. Heart rhythm can hardly be …