Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity Combining
In this paper, we propose an algorithm to remove movement noise from second derivative of photoplethysmography (SDPPG) signals. SDPPG is widely used in healthcare applications because of its easy and comfortable measurement. However, an SDPPG signal is vulnerable to movement, which degrades the sign...
| Autors principals: | , , |
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| Format: | Article |
| Idioma: | English |
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MDPI AG
2018-09-01
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| Col·lecció: | Applied Sciences |
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| Accés en línia: | http://www.mdpi.com/2076-3417/8/9/1531 |
| _version_ | 1830350559966658560 |
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| author | Dahee Ban Syed Maaz Shahid Sungoh Kwon |
| author_facet | Dahee Ban Syed Maaz Shahid Sungoh Kwon |
| author_sort | Dahee Ban |
| collection | DOAJ |
| description | In this paper, we propose an algorithm to remove movement noise from second derivative of photoplethysmography (SDPPG) signals. SDPPG is widely used in healthcare applications because of its easy and comfortable measurement. However, an SDPPG signal is vulnerable to movement, which degrades the signal. Degradation of SDPPG signal shapes can result in incorrect diagnosis. The proposed algorithm detects movement noise in a measurement signal using wavelet transform, and removes movement noise by selecting the best signal from among multiple signals measured at different locations. Experiment results show that the proposed algorithm outperforms the previous filter-based algorithm, and that movement noise with 30% time duration can be reduced by up to 70.89%. |
| first_indexed | 2024-12-20T00:21:52Z |
| format | Article |
| id | doaj.art-344a6eaef1fc46b0a1569e09eb9f9ab8 |
| institution | Directory Open Access Journal |
| issn | 2076-3417 |
| language | English |
| last_indexed | 2024-12-20T00:21:52Z |
| publishDate | 2018-09-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Applied Sciences |
| spelling | doaj.art-344a6eaef1fc46b0a1569e09eb9f9ab82022-12-21T20:00:09ZengMDPI AGApplied Sciences2076-34172018-09-0189153110.3390/app8091531app8091531Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity CombiningDahee Ban0Syed Maaz Shahid1Sungoh Kwon2School of Electrical Engineering, University of Ulsan, Ulsan 44610, KoreaSchool of Electrical Engineering, University of Ulsan, Ulsan 44610, KoreaSchool of Electrical Engineering, University of Ulsan, Ulsan 44610, KoreaIn this paper, we propose an algorithm to remove movement noise from second derivative of photoplethysmography (SDPPG) signals. SDPPG is widely used in healthcare applications because of its easy and comfortable measurement. However, an SDPPG signal is vulnerable to movement, which degrades the signal. Degradation of SDPPG signal shapes can result in incorrect diagnosis. The proposed algorithm detects movement noise in a measurement signal using wavelet transform, and removes movement noise by selecting the best signal from among multiple signals measured at different locations. Experiment results show that the proposed algorithm outperforms the previous filter-based algorithm, and that movement noise with 30% time duration can be reduced by up to 70.89%.http://www.mdpi.com/2076-3417/8/9/1531SDPPGmovement noisewavelet transformdiversity combining |
| spellingShingle | Dahee Ban Syed Maaz Shahid Sungoh Kwon Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity Combining Applied Sciences SDPPG movement noise wavelet transform diversity combining |
| title | Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity Combining |
| title_full | Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity Combining |
| title_fullStr | Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity Combining |
| title_full_unstemmed | Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity Combining |
| title_short | Movement Noise Cancellation in Second Derivative of Photoplethysmography Signals with Wavelet Transform and Diversity Combining |
| title_sort | movement noise cancellation in second derivative of photoplethysmography signals with wavelet transform and diversity combining |
| topic | SDPPG movement noise wavelet transform diversity combining |
| url | http://www.mdpi.com/2076-3417/8/9/1531 |
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