Title :
Computerized detection & classification of ECG signals
Author :
Kumar, Manoj ; Singh, Sushil ; Mahajan, S.C.
Author_Institution :
Invertis Univ., Bareilly, India
Abstract :
An electrocardiogram (ECG) is a recorded representation of electrical activity of heart with respect to time. Being a very important diagnostic tool for determining various heart functions, computer based ECG interpretation is a computing system that records and automatically detects the variations in important parameters of a given ECG recording. These parameters are very critical for doctors while examining the condition of the heart of a patient. Identification of the specific area of the heart under problem and the extent of damage done are the basic areas which have been highlighted for proper diagnosis to save patient´s life. This paper, proposes an approach to determine the values of the amplitude of P, QRS & T together with time durations (PR, RR, QRS, and QT). From these calculations, the heart condition whether it is normal or not, is determined along with amount of variation so that the cardiologist can recommend the amount of dosing required for the medicine for the ailment of the patient. It also classifies the ECG into seven major cardiac problems. In this thesis, we have introduced a curve mapping technique based on slope method to detect & classify the ECG signals into seven major cardiac problems. The accuracy rate arrived in the slope method ranges from 92% to 100%, for seven cardiac conditions with an overall average 96.57 %.
Keywords :
electrocardiography; medical signal detection; signal classification; ECG recording; ECG signal; amplitude value; cardiac problem; computer based ECG interpretation; curve mapping technique; electrical activity representation; electrocardiogram; heart condition; heart function; signal classification; signal detection; slope method; time duration; ECG; Feature extraction; QRS Complex; Slope vector;
Conference_Titel :
Emerging Trends in Electrical Engineering and Energy Management (ICETEEEM), 2012 International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4673-4633-7
DOI :
10.1109/ICETEEEM.2012.6494465