Skip to main navigation Skip to search Skip to main content

Artifact reduction based on Empirical Mode Decomposition (EMD) in photoplethysmography for pulse rate detection

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

Abstract

The pulstile components of photoplethysmography (PPG) contain valuable information about a subject's cardiovascular and metabolic systems. Pulse rate is one of the most significant vital signs that can be extracted from PPG signals. However, patient movement, especially movement at the measurement sites, such as fingers, can disturb the PPG's light path significantly, resulting in corrupted measurements. In this paper, a method is proposed for removing motion artifacts from PPG recordings. In this method, the Empirical Mode Decomposition (EMD) and Hilbert transform are used together to decompose PPG recordings into instantaneous frequency series on different scales of resolution. Motion artifacts and physiological signals are separated based on these series. The proposed method was used to recover PPG signals recorded in an experiment, where motion artifacts were intentionally introduced by finger bending.By using our method, the signal-to-noise ratio was increased from 0.078 dB of the contaminated signals to 0.318 dB, and the true detection rate of heartbeats was improved from 59.2% to 96.6%. The results demonstrated that the EMD combined with Hilbert transform has great potential in reducing motion artifacts in PPG signals and can improve the accuracy of heartbeat detection.
Original languageEnglish
Title of host publicationProceedings of the 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society "Merging Medical Humanism and Technology”
PublisherIEEE
Pages959-962
ISBN (Print)9781424441235
DOIs
Publication statusPublished - Aug 2010
Externally publishedYes
Event2010 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'10) - Buenos Aires Sheraton Hotel, Buenos Aires, Argentina
Duration: 31 Aug 20104 Sept 2010
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5626543

Conference

Conference2010 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'10)
PlaceArgentina
CityBuenos Aires
Period31/08/104/09/10
Internet address

Fingerprint

Dive into the research topics of 'Artifact reduction based on Empirical Mode Decomposition (EMD) in photoplethysmography for pulse rate detection'. Together they form a unique fingerprint.

Cite this