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Modified thresholding technique of MMSPCA for extracting respiratory activity from short length PPG signal

conference contribution
posted on 2017-07-01, 00:00 authored by Mohammod Motin, Chandan KarmakarChandan Karmakar, Marimuthu Palaniswami
In this paper, we propose an automatic threshold selection of modified multi scale principal component analysis (MMSPCA) for reliable extraction of respiratory activity (RA) from short length photoplethysmographic (PPG) signals. MMSPCA was applied to the PPG signal with a varying data length, from 30 seconds to 60 seconds, to extract the respiratory activity. To examine the performance, we used 100 epochs of simultaneously recorded PPG and respiratory signals extracted from the MIMIC database (Physionet ATM data bank). The respiratory signal used as the ground truth and several performance measurement metrics such as magnitude squared coherence (MSC), correlation coefficients (CC), and normalized root mean square error (NRMSE) were used to compare the performance of MMSPCA based PPG derived RA. At the data length of 30 seconds, MSC, CC and NRMSE for proposed thresholding were 0.65, 0.62 and -0.82 dB respectively where as they were 0.68, 0.47 and 0.25 dB respectively for existing thresholding. These results illustrated that the proposed threshold selection performs better than existing threshold selection for short length data.

History

Event

IEEE Engineering in Medicine and Biology Society. Annual International Conference (39th : 2017 : Cheju Island, Korea)

Volume

2017

Pagination

1804 - 1807

Publisher

IEEE

Location

Cheju Island, Korea

Place of publication

Piscataway, N.J.

Start date

2017-07-11

End date

2017-07-15

ISSN

1557-170X

ISBN-13

9781509028108

Language

eng

Publication classification

E Conference publication; E1 Full written paper - refereed

Copyright notice

2017, IEEE

Title of proceedings

EMBC '17 Jeju, Korea : 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society : Smarter Technology for a Healthier World : July 11-15, 2017, International Convention Center (ICC), Jeju Island, Korea