Classification of Asphyxia & Ventricular Fibrillation Induced Cardiac Arrest For Cardiopulmonary Resuscitation

被引：0

作者：

Bender, Dieter ^{[1
]}

Morgan, Ryan W. ^{[2
]}

Nadkarni, Vinay M. ^{[2
]}

Nataraj, C. ^{[1
]}

机构：

[1] Villanova Univ, Villanova, PA 19085 USA

[2] Childrens Hosp Philadelphia, Crit Care Med, Philadelphia, PA USA

来源：

2017 IEEE-NIH HEALTHCARE INNOVATIONS AND POINT OF CARE TECHNOLOGIES (HI-POCT) | 2017年

关键词：

D O I：

暂无

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

In this study we address an important pediatric cardiopulmonary resuscitation problem to identify the cause of a cardiac arrest during the beginning of cardiopulmonary resuscitation. A support vector algorithm was trained and tested using a feature set constructed through wavelet transform analysis of experimental electrocardiography and heart rate data provided by Children's Hospital of Philadelphia. The approach developed in this study yielded an average classification accuracy above 93%.

引用

页码：225 / 228

页数：4

共 15 条

[1]

Addison PS., 2017, The Illustrated Wavelet Transform Handbook: Introductory Theory and Applications in Science, Engineering, Medicine and Finance

[2]

[Anonymous], 2010, Articial intelligence: A modern approach

[3]

[Anonymous], 2012, Model ensembles,'' inMachine Learning: The Art and Scienceof Algorithms That Make Sense of Data

[4]

[Anonymous], 1997, WAV MATH SIGN AN

[5]

Berg R. A., 2007, SCI PRACTICE RESUSCI

[6] Adverse hemodynamic effects of interrupting chest compressions for rescue breathing during cardiopulmonary resuscitation for ventricular fibrillation cardiac arrest [J].

Berg, RA ;

Sanders, AB ;

Kern, KB ;

Hilwig, RW ;

Heidenreich, JW ;

Porter, ME ;

Ewy, GA .

CIRCULATION, 2001, 104 (20) :2465-2470

[7]

Eisenberg M. S., 2007, HIST CARDIOPULMONARY

[8]

Gao RX, 2011, WAVELETS: THEORY AND APPLICATIONS FOR MANUFACTURING, P1, DOI 10.1007/978-1-4419-1545-0_1

[9]

Huang Y., 2012, COCHRANE LIB

[10] Incidence of treated cardiac arrest in hospitalized patients in the United States [J].

Merchant, Raina M. ;

Yang, Lin ;

Becker, Lance B. ;

Berg, Robert A. ;

Nadkarni, Vinay ;

Nichol, Graham ;

Carr, Brendan G. ;

Mitra, Nandita ;

Bradley, Steven M. ;

Abella, Benjamin S. ;

Groeneveld, Peter W. .

CRITICAL CARE MEDICINE, 2011, 39 (11) :2401-2406

← 1 2 →