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Use of zero-frequency resonator for automatically detecting systolic peaks of photoplethysmogram signal
[摘要] This work investigates the application of zero-frequency resonator (ZFR) for detecting systolic peaks of photoplethysmogram (PPG) signals. Based on the authors’ studies, they propose an automated noise-robust method, which consists of the central difference operation, the ZFR, the mean subtraction and averaging, the peak determination, and the peak rejection/acceptance rule. The method is evaluated using different kinds of PPG signals taken from the standard MIT-BIH polysomnographic database and Complex Systems Laboratory database and the recorded PPG signals at their Biomedical System Lab. The method achieves an average sensitivity (Se) of 99.95%, positive predictivity (Pp) of 99.89%, and overall accuracy (OA) of 99.84% on a total number of 116,673 true peaks. Evaluation results further demonstrate the robustness of the ZFR-based method for noisy PPG signals with a signal-to-noise ratio (SNR) ranging from 30 to 5 dB. The method achieves an average Se = 99.76%, Pp = 99.84%, and OA = 99.60% for noisy PPG signals with a SNR of 5 dB. Various results show that the method yields better detection rates for both noise-free and noisy PPG signals. The method is simple and reliable as compared with the complexity of signal processing techniques and detection performance of the existing detection methods.
[发布日期]  [发布机构] 
[效力级别]  [学科分类] 肠胃与肝脏病学
[关键词] medical signal processing;medical signal detection;photoplethysmography;zero-frequency resonator;photoplethysmogram signal;automated noise-robust method;central difference operation;mean subtraction;averaging;peak determination;recorded PPG signals;ZFR-based method;noisy PPG signals;signal-to-noise ratio;detection rates;automatically detecting systolic peaks;peak rejection-acceptance rule;standard MIT-BIH polysomnographic database;complex system laboratory database;average sensitivity;positive predictivity;SNR [时效性] 
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