ROBUST REAL-TIME PPG-BASED HEART RATE MONITORING

被引:0
|
作者
Nowak, Ewelina [1 ]
Krainski, Mateusz
Rubinski, Maciej
Pazderska, Marta
Raczynski, Stanislaw A.
机构
[1] Gdansk Univ Technol, Fac Elect Telecommun & Informat, Dept Automat Control, Ul G Narutowicza 11-12, PL-80233 Gdansk, Poland
关键词
heart rate; PPG; photoplethysmography; particle filter; Viterbi algorithm; spectral subtraction; NMF;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Many existing methods for tracking heart rate (HR) from photoplethysmographic (PPG) signals can be found in the literature, but they are tested only in static scenarios and fail when motion artifacts are strong. Recently, an algorithm called TROIKA was proposed for robust HR tracking, but the computational complexity of that algorithm is very high which makes it difficult to implement in small embedded devices, such as wrist-wearable HR monitors. In this article we present a new, fast family of methods robust against very strong motion artifacts using spectral subtraction or nonnegative matrix factorization (NMI) for signal enhancement and MA removal and online Viterbi decoding or particle filtering for FIR tracking. On our test data set we obtain an average error of 1.3%.
引用
收藏
页码:2561 / 2565
页数:5
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