Evaluation of cardiac signals using discrete wavelet transform with MATLAB graphical user interface.
Agnes Aruna John1, Aruna Priyadharshni Subramanian1, Saravana Kumar Jaganathan1
1IJN-UTM Cardiovascular Engineering Centre, Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Johor Bahru 81310, Malaysia.
Indian Heart Journal
|December 26, 2015
Summary
This study developed a MATLAB graphical user interface (GUI) to analyze electrocardiogram (ECG) signals for heart rate classification. The system successfully identified normal and abnormal heart rates, aiding in diagnostics.
Area of Science:
- Biomedical Engineering
- Signal Processing
Background:
- Electrocardiogram (ECG) signal analysis is crucial for diagnosing cardiac conditions.
- Automated processing and classification of ECG signals can improve diagnostic efficiency.
Purpose of the Study:
- To develop a MATLAB-based graphical user interface (GUI) for processing and classifying ECG signals based on heart rate.
- To provide a user-friendly tool for analyzing digitized ECG data.
Main Methods:
- ECG signals were processed using R-peak detection with discrete wavelet transform.
- A Bayes classifier was employed for ECG signal classification.
- A MATLAB GUI was designed to visualize ECG signal plots.
Main Results:
- The system analyzed ECG data from the MIT database.
- 18 patients exhibited normal heart rates, while 9 had abnormal rates.
- Tachycardia was detected in 14.81% and bradycardia in 18.52% of patients.
Conclusions:
- The developed GUI is beneficial for non-technical users in analyzing ECG signals for diagnostics.
- The system shows potential for aiding in the early detection of heart rate abnormalities.
- Future work could involve real-time processing using field-programmable gate arrays (FPGAs).
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Introduction
An electrocardiogram (ECG) is a diagnostic tool for identifying cardiac conditions such as arrhythmias, conduction abnormalities, and myocardial ischemia.
Definition
An electrocardiogram (ECG) visualizes the heart's electrical activity by tracing the electrical movement associated with each heartbeat on a graph or monitor. As the heart beats, an electrical wave passes through it, correlating with the cardiac cycle events.
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