Literature DB >> 31946821

Smartwatch PPG Peak Detection Method for Sinus Rhythm and Cardiac Arrhythmia.

Dong Han, Syed Khairul Bashar, Jesus Lazaro, Eric Ding, Cody Whitcomb, David D McManus, Ki H Chon.   

Abstract

The aim of our work herein was to design a photoplethysmographic (PPG) peak detection algorithm which automatically detect and discriminate various cardiac rhythms-normal sinus rhythms (NSR), premature atrial contraction (PAC), premature ventricle contraction (PVC), and atrial fibrillation (AF)-for PPG signals collected on smartwatch. Compared with peak detection algorithm designed for NSR, the novelty is that our proposed peak detection algorithm can accurately estimate heart rates (HR) among various arrhythmias, which enhances the accuracy of AF screening. Our peak detection method is composed of a sequential series of algorithms that are combined to discriminate various arrhythmias, as described above. Moreover, a novel Poincaré plot scheme is used to discriminate AF with Rapid Ventricular Response (RVR) from normal basal heart rate AF. Moreover, the method is also able to differentiate PAC/PVC from NSR and AF. Our results show that the proposed peak detection algorithm provides significantly lower average beat-to-beat estimation error (> 40% lower) and mean heart rate estimation error (> 50% lower) when compared to a traditional peak detection algorithm that is known to be accurate for NSR. Our new approach allows more accurate HR estimation as it can account for various arrhythmias which previous PPG peak detection algorithms were designed solely for NSR.

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Year:  2019        PMID: 31946821     DOI: 10.1109/EMBC.2019.8857325

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  8 in total

1.  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

2.  Feasibility of atrial fibrillation detection from a novel wearable armband device.

Authors:  Syed Khairul Bashar; Md-Billal Hossain; Jesús Lázaro; Eric Y Ding; Yeonsik Noh; Chae Ho Cho; David D McManus; Timothy P Fitzgibbons; Ki H Chon
Journal:  Cardiovasc Digit Health J       Date:  2021-05-21

3.  A Real-Time PPG Peak Detection Method for Accurate Determination of Heart Rate during Sinus Rhythm and Cardiac Arrhythmia.

Authors:  Dong Han; Syed Khairul Bashar; Jesús Lázaro; Fahimeh Mohagheghian; Andrew Peitzsch; Nishat Nishita; Eric Ding; Emily L Dickson; Danielle DiMezza; Jessica Scott; Cody Whitcomb; Timothy P Fitzgibbons; David D McManus; Ki H Chon
Journal:  Biosensors (Basel)       Date:  2022-01-29

4.  HRS White Paper on Clinical Utilization of Digital Health Technology.

Authors:  Elaine Y Wan; Hamid Ghanbari; Nazem Akoum; Zachi Itzhak Attia; Samuel J Asirvatham; Eugene H Chung; Lilas Dagher; Sana M Al-Khatib; G Stuart Mendenhall; David D McManus; Rajeev K Pathak; Rod S Passman; Nicholas S Peters; David S Schwartzman; Emma Svennberg; Khaldoun G Tarakji; Mintu P Turakhia; Anthony Trela; Hirad Yarmohammadi; Nassir F Marrouche
Journal:  Cardiovasc Digit Health J       Date:  2021-07-10

5.  Robust PPG Peak Detection Using Dilated Convolutional Neural Networks.

Authors:  Kianoosh Kazemi; Juho Laitala; Iman Azimi; Pasi Liljeberg; Amir M Rahmani
Journal:  Sensors (Basel)       Date:  2022-08-13       Impact factor: 3.847

6.  Novel Density Poincaré Plot Based Machine Learning Method to Detect Atrial Fibrillation From Premature Atrial/Ventricular Contractions.

Authors:  Syed Khairul Bashar; Dong Han; Fearass Zieneddin; Eric Ding; Timothy P Fitzgibbons; Allan J Walkey; David D McManus; Bahram Javidi; Ki H Chon
Journal:  IEEE Trans Biomed Eng       Date:  2021-01-20       Impact factor: 4.538

7.  Digital Image Processing Features of Smartwatch Photoplethysmography for Cardiac Arrhythmia Detection.

Authors:  Dong Han; Syed K Bashar; Fearass Zieneddin; Eric Ding; Cody Whitcomb; David D McManus; Ki H Chon
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2020-07

8.  Premature Atrial and Ventricular Contraction Detection using Photoplethysmographic Data from a Smartwatch.

Authors:  Dong Han; Syed Khairul Bashar; Fahimeh Mohagheghian; Eric Ding; Cody Whitcomb; David D McManus; Ki H Chon
Journal:  Sensors (Basel)       Date:  2020-10-05       Impact factor: 3.847

  8 in total

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