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Content Provider | IEEE Xplore Digital Library |
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Author | Alamdari, Nasim Tavakolian, Kouhyar Zakeri, Vahid Fazel-Rezai, Reza Paukkunen, Mikko Sepponen, Raimo Akhbardeh, Alireza |
Copyright Year | 2015 |
Description | Author affiliation: Heart Force Medical Inc., Vancouver, British Colombia, Canada (Zakeri, Vahid) || Aalto University, Espoo, Finland (Sepponen, Raimo) || Johns Hopkins University, Baltimore, Maryland, USA (Akhbardeh, Alireza) || University of North Dakota, Grand Forks, USA (Alamdari, Nasim; Tavakolian, Kouhyar; Fazel-Rezai, Reza) || HeartLight Systems Ltd, Derby, United Kingdom (Paukkunen, Mikko) |
Abstract | Electrocardiogram derived respiratory (EDR) is a non-invasive technique to estimate respiratory signal. As an alternative, recent studies suggest using Seismocardiogram to estimate respiratory signal, so called accelerometer derived respiration (ADR). In this study we compared the performance of ADR and EDR in precise detection of respiration phases (inhale and exhale timing). We also compared time lag between breath cycles extracted by use of ADR and EDR, and ground truth (respiratory signal recorded using chest band strain gauge). For this comparative analysis, Seismocardiogram, Single lead electrocardiogram (Lead II), and respiratory signal (using a chest band strain gauge) were recorded from 19 healthy subjects. Principal component analysis (PCA) and envelope detection methods are used to compute EDR and ADR. Initial results show that ADR in z-direction (back to front) seems promising approach in addition to the EDR with accuracy of above 85% in identifying respiration phases (inhale and exhale). 87% of breath cycles extracted from ADR had acceptable time lag compared to ground truth (respiratory signal recorded using a chest band strain gauge). ADR was able to correctly classify heartbeats to inhale and exhale classes with classification accuracy of around 76%. |
Starting Page | 65 |
Ending Page | 68 |
File Size | 623572 |
Page Count | 4 |
File Format | |
ISBN | 9781509006854 |
ISSN | 2325887X |
e-ISBN | 9781509006847 |
DOI | 10.1109/CIC.2015.7408587 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2015-09-06 |
Publisher Place | France |
Access Restriction | Subscribed |
Rights Holder | Creative Commons Attribution License 2.5 (CCAL) |
Subject Keyword | Heart Accelerometers Lead Resists Standards Manuals MATLAB |
Content Type | Text |
Resource Type | Article |
Subject | Computer Science Cardiology and Cardiovascular Medicine |
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