Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium

To circumvent some inherent problems in the conventional ECG, this research reinvestigates an ‘unassisted’ approach which enables ECG measurement without the placement of leads on the body. Employed in this research is a widely accepted assumption that the electrical activity of the heart may be rep...

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Main Author: Michael, Pratheek
Format: Others
Published: Scholar Commons 2017
Subjects:
Online Access:http://scholarcommons.usf.edu/etd/6625
http://scholarcommons.usf.edu/cgi/viewcontent.cgi?article=7822&context=etd
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spelling ndltd-USF-oai-scholarcommons.usf.edu-etd-78222017-07-26T05:15:37Z Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium Michael, Pratheek To circumvent some inherent problems in the conventional ECG, this research reinvestigates an ‘unassisted’ approach which enables ECG measurement without the placement of leads on the body. Employed in this research is a widely accepted assumption that the electrical activity of the heart may be represented, largely, by a 3-D time-varying current dipole (3D-CD). From the PhysioBank database, mECG and fECG data were obtained, and Singular Value Decomposition (SVD) was performed to estimate the time-varying Vector ECG dipole. To determine the sensing matrix responsible for transforming the activity of the 3D-CD into the potential distribution on the surface of the medium, the ECG vector dipole signals are used to excite a 3D-CD in water medium of a specific shape-containing-ellipsoid model(s) in COMSOL tool. The sensing matrix thereby estimated is then utilized to reconstruct the 3D-CD signals from the signals measured by the probes on the surface of the medium. Fairly low NRMSEs (Normalized Root-Mean-Squared Errors) are attained. The approach is also successfully extended to the case of two ellipsoids, one inside the other, representing a pregnant female subject. Low NRMSEs (Normalized Root-Mean-Squared Errors) are again observed. 2017-03-23T07:00:00Z text application/pdf http://scholarcommons.usf.edu/etd/6625 http://scholarcommons.usf.edu/cgi/viewcontent.cgi?article=7822&context=etd default Graduate Theses and Dissertations Scholar Commons Immersion Electrocardiogram Ellipsoidal Phantoms Sensing System COMSOL- 3D-simulation Biomedical Engineering and Bioengineering Electrical and Computer Engineering
collection NDLTD
format Others
sources NDLTD
topic Immersion Electrocardiogram
Ellipsoidal Phantoms
Sensing System
COMSOL- 3D-simulation
Biomedical Engineering and Bioengineering
Electrical and Computer Engineering
spellingShingle Immersion Electrocardiogram
Ellipsoidal Phantoms
Sensing System
COMSOL- 3D-simulation
Biomedical Engineering and Bioengineering
Electrical and Computer Engineering
Michael, Pratheek
Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium
description To circumvent some inherent problems in the conventional ECG, this research reinvestigates an ‘unassisted’ approach which enables ECG measurement without the placement of leads on the body. Employed in this research is a widely accepted assumption that the electrical activity of the heart may be represented, largely, by a 3-D time-varying current dipole (3D-CD). From the PhysioBank database, mECG and fECG data were obtained, and Singular Value Decomposition (SVD) was performed to estimate the time-varying Vector ECG dipole. To determine the sensing matrix responsible for transforming the activity of the 3D-CD into the potential distribution on the surface of the medium, the ECG vector dipole signals are used to excite a 3D-CD in water medium of a specific shape-containing-ellipsoid model(s) in COMSOL tool. The sensing matrix thereby estimated is then utilized to reconstruct the 3D-CD signals from the signals measured by the probes on the surface of the medium. Fairly low NRMSEs (Normalized Root-Mean-Squared Errors) are attained. The approach is also successfully extended to the case of two ellipsoids, one inside the other, representing a pregnant female subject. Low NRMSEs (Normalized Root-Mean-Squared Errors) are again observed.
author Michael, Pratheek
author_facet Michael, Pratheek
author_sort Michael, Pratheek
title Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium
title_short Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium
title_full Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium
title_fullStr Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium
title_full_unstemmed Simulation Studies on ECG Vector Dipole Extraction in Liquid Medium
title_sort simulation studies on ecg vector dipole extraction in liquid medium
publisher Scholar Commons
publishDate 2017
url http://scholarcommons.usf.edu/etd/6625
http://scholarcommons.usf.edu/cgi/viewcontent.cgi?article=7822&context=etd
work_keys_str_mv AT michaelpratheek simulationstudiesonecgvectordipoleextractioninliquidmedium
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