Eliminating motion artifacts in PPG

Hsien Wei Tseng; Le Pong Chin; Chien Da Huang; Yang Han Lee; Fang Di

doi:10.1109/ICCE-TW.2015.7216801

Eliminating motion artifacts in PPG

Hsien Wei Tseng
, Le Pong Chin
, Chien Da Huang
, Yang Han Lee^*
, Fang Di

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

In this study, independent component analysis was employed to separate the independent components (i.e., PPG signals and noise) from the raw signals with motion artifacts. Subsequently, independent components containing PPG signals were selected and the locations of the PPG signal components on the frequency spectrum were analyzed. Next, the raw signals passed through a multi-bandpass filter specifically designed for this study to eliminate motion artifacts. For the experiment, motion artifacts were created using four types of finger movements: vertical finger movement, horizontal finger movement, rapid finger shaking, and random finger shaking. The study results included an independent component analysis of the independent components, the waveforms of the filtered PPG signals in the time and frequency domains, and the heart rate measurements.

Original language	English
Title of host publication	2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	104-105
Number of pages	2
ISBN (Electronic)	9781479987443
DOIs	https://doi.org/10.1109/ICCE-TW.2015.7216801
State	Published - 20 08 2015
Externally published	Yes
Event	2nd IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015 - Taipei, Taiwan Duration: 06 06 2015 → 08 06 2015

Publication series

Name	2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015

Conference

Conference	2nd IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015
Country/Territory	Taiwan
City	Taipei
Period	06/06/15 → 08/06/15

Bibliographical note

Publisher Copyright:
© 2015 IEEE.

Keywords

Adaptive filters
Electrocardiography
Fingers
Heart rate
Independent component analysis
Mathematical model
Motion measurement

Access to Document

10.1109/ICCE-TW.2015.7216801

Cite this

Tseng, H. W., Chin, L. P., Huang, C. D., Lee, Y. H., & Di, F. (2015). Eliminating motion artifacts in PPG. In 2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015 (pp. 104-105). Article 7216801 (2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE-TW.2015.7216801

@inproceedings{c8872c5ee99b488696296e8288169cb0,

title = "Eliminating motion artifacts in PPG",

abstract = "In this study, independent component analysis was employed to separate the independent components (i.e., PPG signals and noise) from the raw signals with motion artifacts. Subsequently, independent components containing PPG signals were selected and the locations of the PPG signal components on the frequency spectrum were analyzed. Next, the raw signals passed through a multi-bandpass filter specifically designed for this study to eliminate motion artifacts. For the experiment, motion artifacts were created using four types of finger movements: vertical finger movement, horizontal finger movement, rapid finger shaking, and random finger shaking. The study results included an independent component analysis of the independent components, the waveforms of the filtered PPG signals in the time and frequency domains, and the heart rate measurements.",

keywords = "Adaptive filters, Electrocardiography, Fingers, Heart rate, Independent component analysis, Mathematical model, Motion measurement",

author = "Tseng, \{Hsien Wei\} and Chin, \{Le Pong\} and Huang, \{Chien Da\} and Lee, \{Yang Han\} and Fang Di",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 2nd IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015 ; Conference date: 06-06-2015 Through 08-06-2015",

year = "2015",

month = aug,

day = "20",

doi = "10.1109/ICCE-TW.2015.7216801",

language = "英语",

series = "2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "104--105",

booktitle = "2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015",

address = "美国",

}

Tseng, HW, Chin, LP, Huang, CD, Lee, YH & Di, F 2015, Eliminating motion artifacts in PPG. in 2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015., 7216801, 2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015, Institute of Electrical and Electronics Engineers Inc., pp. 104-105, 2nd IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015, Taipei, Taiwan, 06/06/15. https://doi.org/10.1109/ICCE-TW.2015.7216801

Eliminating motion artifacts in PPG. / Tseng, Hsien Wei; Chin, Le Pong; Huang, Chien Da et al.
2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015. Institute of Electrical and Electronics Engineers Inc., 2015. p. 104-105 7216801 (2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Eliminating motion artifacts in PPG

AU - Tseng, Hsien Wei

AU - Chin, Le Pong

AU - Huang, Chien Da

AU - Lee, Yang Han

AU - Di, Fang

PY - 2015/8/20

Y1 - 2015/8/20

N2 - In this study, independent component analysis was employed to separate the independent components (i.e., PPG signals and noise) from the raw signals with motion artifacts. Subsequently, independent components containing PPG signals were selected and the locations of the PPG signal components on the frequency spectrum were analyzed. Next, the raw signals passed through a multi-bandpass filter specifically designed for this study to eliminate motion artifacts. For the experiment, motion artifacts were created using four types of finger movements: vertical finger movement, horizontal finger movement, rapid finger shaking, and random finger shaking. The study results included an independent component analysis of the independent components, the waveforms of the filtered PPG signals in the time and frequency domains, and the heart rate measurements.

AB - In this study, independent component analysis was employed to separate the independent components (i.e., PPG signals and noise) from the raw signals with motion artifacts. Subsequently, independent components containing PPG signals were selected and the locations of the PPG signal components on the frequency spectrum were analyzed. Next, the raw signals passed through a multi-bandpass filter specifically designed for this study to eliminate motion artifacts. For the experiment, motion artifacts were created using four types of finger movements: vertical finger movement, horizontal finger movement, rapid finger shaking, and random finger shaking. The study results included an independent component analysis of the independent components, the waveforms of the filtered PPG signals in the time and frequency domains, and the heart rate measurements.

KW - Adaptive filters

KW - Electrocardiography

KW - Fingers

KW - Heart rate

KW - Independent component analysis

KW - Mathematical model

KW - Motion measurement

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DO - 10.1109/ICCE-TW.2015.7216801

M3 - 会议稿件

AN - SCOPUS:84959576336

T3 - 2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015

SP - 104

EP - 105

BT - 2015 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2nd IEEE International Conference on Consumer Electronics - Taiwan, ICCE-TW 2015

Y2 - 6 June 2015 through 8 June 2015

ER -

Eliminating motion artifacts in PPG

Abstract

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Keywords

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