DocumentCode
141331
Title
ETD: An extended time delay algorithm for ventricular fibrillation detection
Author
Jungyoon Kim ; Chao-Hsien Chu
Author_Institution
iCity Lab. of Singapore Manage. Univ., Singapore, Singapore
fYear
2014
fDate
26-30 Aug. 2014
Firstpage
6479
Lastpage
6482
Abstract
Ventricular fibrillation (VF) is the most serious type of heart attack which requires quick detection and first aid to improve patients´ survival rates. To be most effective in using wearable devices for VF detection, it is vital that the detection algorithms be accurate, robust, reliable and computationally efficient. Previous studies and our experiments both indicate that the time-delay (TD) algorithm has a high reliability for separating sinus rhythm (SR) from VF and is resistant to variable factors, such as window size and filtering method. However, it fails to detect some VF cases. In this paper, we propose an extended time-delay (ETD) algorithm for VF detection and conduct experiments comparing the performance of ETD against five good VF detection algorithms, including TD, using the popular Creighton University (CU) database. Our study shows that (1) TD and ETD outperform the other four algorithms considered and (2) with the same sensitivity setting, ETD improves upon TD in three other quality measures for up to 7.64% and in terms of aggregate accuracy, the ETD algorithm shows an improvement of 2.6% of the area under curve (AUC) compared to TD.
Keywords
cardiology; delays; medical disorders; patient monitoring; Creighton University database; ETD algorithm; extended time delay algorithm; heart attack; patient survival rates; sinus rhythm; ventricular fibrillation detection; wearable devices; Algorithm design and analysis; Classification algorithms; Detection algorithms; Electrocardiography; Fibrillation; Heart rate; Reliability;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location
Chicago, IL
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2014.6945112
Filename
6945112
Link To Document