DocumentCode :
2631653
Title :
A robust knowledge-based technique for ischemia detection in noisy ECGs
Author :
Papaloukas, C. ; Fotiadis, D.I. ; Likas, A. ; Liavas, A.P. ; Michalis, L.K.
Author_Institution :
Dept. of Med. Phys., Ioannina Univ., Greece
Volume :
2
fYear :
2000
fDate :
2000
Firstpage :
768
Abstract :
In cases where the signal-to-noise ratio (SNR) in ECGs is very poor, the correct definition of characteristics such as the isoelectric line and the J-point (beginning of the ST segment) is difficult. Inaccurate definition of those ECG characteristics can lead an automated ischemia detector to an incorrect diagnosis. We propose a method capable of extracting from noisy long duration ECG recordings those ECG characteristics that can be used for myocardial ischemia detection and analysis. We tested the performance of the method using noisy ECGs from the European Society of Cardiology ST-T database (ESC ST-T database). The results were more than satisfactory and the performance of our ischemia detector was improved in all cases. The proposed technique has low computational effort and can be executed in real time
Keywords :
electrocardiography; medical expert systems; medical signal processing; real-time systems; signal detection; ECG characteristics; ECGs; ESC ST-T database; European Society of Cardiology ST-T database; J-point; SNR; ST segment; automated ischemia detector; computational effort; incorrect diagnosis; ischemia detection; isoelectric line; myocardial ischemia detection; noisy ECGs; noisy long duration ECG recordings; real time detection; robust knowledge based technique; signal-to-noise ratio; Cardiology; Detectors; Electrocardiography; Electromyography; Interference; Ischemic pain; Low-frequency noise; Medical diagnostic imaging; Myocardium; Robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Knowledge-Based Intelligent Engineering Systems and Allied Technologies, 2000. Proceedings. Fourth International Conference on
Conference_Location :
Brighton
Print_ISBN :
0-7803-6400-7
Type :
conf
DOI :
10.1109/KES.2000.884159
Filename :
884159
Link To Document :
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