Estimation of Heart Rate and Respiratory Rate from PPG Signal Using Complementary Ensemble Empirical Mode Decomposition with both Independent Component Analysis and Non-Negative Matrix Factorization.

Sensors
Ruisheng LeiJinrong Chen

Abstract

This paper proposes a framework combining the complementary ensemble empirical mode decomposition with both the independent component analysis and the non-negative matrix factorization for estimating both the heart rate and the respiratory rate from the photoplethysmography (PPG) signal. After performing the complementary ensemble empirical mode decomposition on the PPG signal, a finite number of intrinsic mode functions are obtained. Then, these intrinsic mode functions are divided into two groups to perform the further analysis via both the independent component analysis and the non-negative matrix factorization. The surrogate cardiac signal related to the heart activity and another surrogate respiratory signal related to the respiratory activity are reconstructed to estimate the heart rate and the respiratory rate, respectively. Finally, different records of signals acquired from the Medical Information Mart for Intensive Care database downloaded from the Physionet Automated Teller Machine (ATM) data bank are employed for demonstrating the outperformance of our proposed method. The results show that our proposed method outperforms both the digital filtering approach and the conventional empirical mode decomposition based met...Continue Reading

References

Feb 13, 2003·Journal of Clinical Monitoring and Computing·L NilssonS Kalman
Nov 19, 2003·Emergency Medicine Journal : EMJ·P LeonardJ N Watson
Jun 17, 2005·Journal of Clinical Monitoring and Computing·Paul LeonardJames N Watson
Mar 15, 2006·Journal of Clinical Monitoring and Computing·Paul A LeonardJames N Watson
Feb 7, 2008·IEEE Transactions on Neural Networks·A Hyvärinen
Apr 17, 2009·IEEE Transactions on Bio-medical Engineering·Ki H ChonKihwan Ju
Jun 15, 2010·IEEE Transactions on Bio-medical Engineering·Bogdan MijovićSabine Van Huffel
Jan 11, 2012·Journal of Clinical Monitoring and Computing·Paul S AddisonRoger S Mecca
Jun 25, 2013·Journal of Cardiothoracic and Vascular Anesthesia·Nazan AtalanCem Başaran
Sep 28, 2015·Technology and Health Care : Official Journal of the European Society for Engineering and Medicine·Pengju He, Xiaomeng Chen
Apr 10, 2017·Computers in Biology and Medicine·Luca Mesin
Jul 8, 2018·Epilepsy & Behavior : E&B·Brian K GehlbachGeorge B Richerson
May 20, 2020·Nutrition, Metabolism, and Cardiovascular Diseases : NMCD·Gang LiXuefang Gu

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Methods Mentioned

BETA
feature extraction

Software Mentioned

Java
Matlab
FastICA

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