Literature DB >> 22986287

Photoplethysmogram signal quality estimation using repeated Gaussian filters and cross-correlation.

W Karlen1, K Kobayashi, J M Ansermino, G A Dumont.   

Abstract

Pulse oximeters are monitors that noninvasively measure heart rate and blood oxygen saturation (SpO2). Unfortunately, pulse oximetry is prone to artifacts which negatively impact the accuracy of the measurement and can cause a significant number of false alarms. We have developed an algorithm to segment pulse oximetry signals into pulses and estimate the signal quality in real time. The algorithm iteratively calculates a signal quality index (SQI) ranging from 0 to 100. In the presence of artifacts and irregular signal morphology, the algorithm outputs a low SQI number. The pulse segmentation algorithm uses the derivative of the signal to find pulse slopes and an adaptive set of repeated Gaussian filters to select the correct slopes. Cross-correlation of consecutive pulse segments is used to estimate signal quality. Experimental results using two different benchmark data sets showed a good pulse detection rate with a sensitivity of 96.21% and a positive predictive value of 99.22%, which was equivalent to the available reference algorithm. The novel SQI algorithm was effective and produced significantly lower SQI values in the presence of artifacts compared to SQI values during clean signals. The SQI algorithm may help to guide untrained pulse oximeter users and also help in the design of advanced algorithms for generating smart alarms.

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Year:  2012        PMID: 22986287     DOI: 10.1088/0967-3334/33/10/1617

Source DB:  PubMed          Journal:  Physiol Meas        ISSN: 0967-3334            Impact factor:   2.833


  17 in total

1.  Deep learning approaches for plethysmography signal quality assessment in the presence of atrial fibrillation.

Authors:  Tania Pereira; Cheng Ding; Kais Gadhoumi; Nate Tran; Rene A Colorado; Karl Meisel; Xiao Hu
Journal:  Physiol Meas       Date:  2019-12-27       Impact factor: 2.833

2.  Wearable Photoplethysmography for Cardiovascular Monitoring.

Authors:  Peter H Charlton; Panicos A Kyriaco; Jonathan Mant; Vaidotas Marozas; Phil Chowienczyk; Jordi Alastruey
Journal:  Proc IEEE Inst Electr Electron Eng       Date:  2022-03-11       Impact factor: 10.961

3.  Differential effects of the blood pressure state on pulse rate variability and heart rate variability in critically ill patients.

Authors:  Elisa Mejía-Mejía; James M May; Mohamed Elgendi; Panayiotis A Kyriacou
Journal:  NPJ Digit Med       Date:  2021-05-14

4.  A Supervised Approach to Robust Photoplethysmography Quality Assessment.

Authors:  Tania Pereira; Kais Gadhoumi; Mitchell Ma; Xiuyun Liu; Ran Xiao; Rene A Colorado; Kevin J Keenan; Karl Meisel; Xiao Hu
Journal:  IEEE J Biomed Health Inform       Date:  2019-04-03       Impact factor: 7.021

5.  Optimized Signal Quality Assessment for Photoplethysmogram Signals Using Feature Selection.

Authors:  Fahimeh Mohagheghian; Dong Han; Andrew Peitzsch; Nishat Nishita; Eric Ding; Emily L Dickson; Danielle DiMezza; Edith M Otabil; Kamran Noorishirazi; Jessica Scott; Darleen Lessard; Ziyue Wang; Cody Whitcomb; Khanh-Van Tran; Timothy P Fitzgibbons; David D McManus; Ki H Chon
Journal:  IEEE Trans Biomed Eng       Date:  2022-08-19       Impact factor: 4.756

6.  A cohort study of morbidity, mortality and health seeking behavior following rural health center visits by children under 12 in southwestern Uganda.

Authors:  Matthew O Wiens; Heng Gan; Celestine Barigye; Guohai Zhou; Elias Kumbakumba; Jerome Kabakyenga; Niranjan Kissoon; J Mark Ansermino; Walter Karlen; Charles P Larson; Stuart M MacLeod
Journal:  PLoS One       Date:  2015-01-30       Impact factor: 3.240

7.  Development of a screening tool for sleep disordered breathing in children using the phone Oximeter™.

Authors:  Ainara Garde; Parastoo Dehkordi; Walter Karlen; David Wensley; J Mark Ansermino; Guy A Dumont
Journal:  PLoS One       Date:  2014-11-17       Impact factor: 3.240

8.  Respiratory rate and pulse oximetry derived information as predictors of hospital admission in young children in Bangladesh: a prospective observational study.

Authors:  Ainara Garde; Guohai Zhou; Shahreen Raihana; Dustin Dunsmuir; Walter Karlen; Parastoo Dekhordi; Tanvir Huda; Shams El Arifeen; Charles Larson; Niranjan Kissoon; Guy A Dumont; J Mark Ansermino
Journal:  BMJ Open       Date:  2016-08-17       Impact factor: 2.692

9.  Assessing mental stress from the photoplethysmogram: a numerical study.

Authors:  Peter H Charlton; Patrick Celka; Bushra Farukh; Phil Chowienczyk; Jordi Alastruey
Journal:  Physiol Meas       Date:  2018-05-15       Impact factor: 2.833

10.  A novel diversity method for smartphone camera-based heart rhythm signals in the presence of motion and noise artifacts.

Authors:  Fatemehsadat Tabei; Rifat Zaman; Kamrul H Foysal; Rajnish Kumar; Yeesock Kim; Jo Woon Chong
Journal:  PLoS One       Date:  2019-06-19       Impact factor: 3.240

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