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A new algorithm to reduce T-wave over-sensing based on phase space reconstruction in S-ICD system
Hanjie Chen1, Benedict M Wiles2, Paul R Roberts2
1School of Electronics and Computer Science, University of Southampton, Southampton, UK.
A new algorithm effectively reduces T wave oversensing (TWOS) in subcutaneous implantable cardioverter defibrillators (S-ICDs), improving R-peak detection accuracy. This innovation aims to decrease inappropriate shocks, thereby reducing patient mortality and morbidity.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Cardiology
Background:
- Subcutaneous implantable cardioverter defibrillators (S-ICDs) prevent sudden arrhythmic death but risk inappropriate shocks.
- T wave oversensing (TWOS) is a primary cause of S-ICD inappropriate shocks, leading to adverse patient outcomes.
- Accurate R-peak detection is crucial for S-ICD system reliability.
Purpose of the Study:
- To introduce a novel algorithm for reducing T wave oversensing (TWOS).
- To enhance the accuracy of R-peak detection in S-ICD systems.
- To mitigate inappropriate shock therapies in S-ICD recipients.
Main Methods:
- Development of a new algorithm utilizing phase space reconstruction (PSR).
- PSR is a technique for analyzing non-linear and chaotic signal characteristics.
- Algorithm evaluated on University Hospital Southampton (UHS) and MIT-BIH arrhythmia databases.
Main Results:
- High accuracy in R-wave detection (UHS: 99.88%, MIT-BIH: 99.91%).
- Significant reduction in TWOS episodes (from 166 to 0 in UHS data).
- Low computational complexity with an average processing time of 2.9 seconds per minute of ECG data.
Conclusions:
- The algorithm effectively detects R-waves and reduces TWOS with minimal computational cost.
- Potential to significantly decrease inappropriate S-ICD shocks, reducing patient morbidity and mortality.
- Improved S-ICD performance can enhance the quality of life for recipients.
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