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Area efficient folded undecimator based ECG detector
Scientific Reports
|February 13, 2021
Summary
This study introduces an area-efficient Electrocardiogram (ECG) detector for pacemakers using a folded wavelet filter. The novel design significantly reduces hardware, achieving high accuracy in detecting cardiac events.
Area of Science:
- Biomedical Engineering
- Digital Signal Processing
- Integrated Circuit Design
Background:
- Cardiac pacemakers require efficient Electrocardiogram (ECG) detection systems.
- Existing ECG detectors often face challenges with hardware area and power consumption.
Purpose of the Study:
- To develop an area-efficient, folded wavelet filter-based ECG detector for cardiac pacemakers.
- To reduce silicon area and improve performance of the Generalized Likelihood Ratio Test (GLRT) block.
Main Methods:
- Implemented a modified folded undecimator ECG detector incorporating a Wavelet Filter Bank, QRS complex detector with a Generalized Likelihood Ratio Test (GLRT) block, and noise detector.
- Applied high-level transformation techniques, including folding transformation and Cutset retiming, to the GLRT block for hardware optimization.
- Synthesized the folded GLRT block architecture using an FPGA Zed board (XC7Z010CLG484-1).
Main Results:
- The modified folded ECG detector achieved high performance metrics: 99.95% sensitivity, 99.97% positive prediction, and a Detection Error Rate (DER) of 0.061.
- Demonstrated significant hardware savings compared to conventional structures.
- The synthesized design showed reduced device utilization and power consumption on the FPGA.
Conclusions:
- The proposed folded wavelet filter-based ECG detector offers a compelling solution for area-efficient pacemaker design.
- The applied folding transformation and Cutset retiming effectively minimize hardware requirements.
- The detector meets the stringent performance demands for reliable cardiac monitoring in pacemakers.
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