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Published on: April 11, 2025
On the use of 2-D coding techniques for ECG signals
Enrique Alexandre1, Antonio Pena, Manuel Sobreira
1Department of Signal Theory and Communications, University of Alcalá, Madrid, Spain. enrique.alexandre@uah.es
This study explores two-dimensional (2-D) coding for electrocardiogram (ECG) signal compression. The 2-D time/frequency transform effectively decorrelates periodic ECG signals, improving compression efficiency compared to 1-D methods.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Medical Informatics
Background:
- Electrocardiogram (ECG) signals possess inherent periodicity.
- Efficient compression of ECG data is crucial for storage and transmission.
- Traditional one-dimensional (1-D) methods may not fully exploit signal characteristics.
Purpose of the Study:
- To evaluate the convenience of two-dimensional (2-D) coding for ECG signal compression.
- To investigate the application of 2-D time/frequency transforms for ECG signal decorrelation.
- To compare 2-D coding with 1-D methods in terms of compression performance.
Main Methods:
- Theoretical analysis of 2-D time/frequency transform for signal decorrelation.
- Implementation of 2-D coding techniques for ECG compression.
- Comparative analysis with 1-D uniform quantization scenarios.
- Study of error and frame size influence on fundamental period estimation.
Main Results:
- 2-D coding techniques offer convenience for ECG signal compression.
- 2-D time/frequency transform effectively decorrelates periodic ECG signals.
- Performance comparison highlights advantages of 2-D over 1-D methods.
Conclusions:
- 2-D coding, particularly using time/frequency transforms, is a viable and effective method for ECG compression.
- The periodicity of ECG signals can be optimally exploited using 2-D approaches.
- Further analysis confirms the impact of error and frame size on signal analysis.
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