Projekt

Deep Neural Networks for Automatic Detection of Atrial Fibrillation (AFIB)

Udbyder

Vejleder

Sted

København og omegn

Atrial fibrillation (AFIB) is the most common cardiac arrhythmia, and its detection could substantially help in the early diagnosis, management and thus the prevention of complications associated with AFIB.

Several methods with varying success have been developed for the automatic detection of AFIB, which rely on the R-R irregularities (RRI), or the absence of P-waves, or combinations of both. Success of these methods rely on the accuracy of P-wave or RRI detection and most of these methods were shown to perform poorly with short (< 1 minute) ECG data segments.

In this project, a method based on the discrete wavelet transform (DWT) and support vector machine (SVM) is proposed for real-time automatic detection of AFIB. The proposed method does not require either the P-wave or RRI estimations and guaranteed to perform well for shorter data segments.

There are four major steps in the proposed method: (1) ECG pre-processing, (2) feature extraction/selection, (3) classification and validation, and (4) system testing on real-time ECG data. 

Allowed no of students: 1-2

I samarbejde med

Erik S. Poulsen, Tel. +45 25825835, e-mail: eriksp@cortrium.com

Forudsætninger

Knowledge in signal processing, programming skills and experience with MATLAB

Søg i opslag
Kontakt

Virksomhed/organisation

DTU Sundhedsteknologi

Navn

Sadasivan Puthusserypady

Stilling

Gruppeleder, Lektor

Mail

sapu@dtu.dk

Vejleder-info

Bachelor i Elektroteknologi

Vejleder

Sadasivan Puthusserypady

Type

Bachelorprojekt, Kandidatspeciale

Bachelor i Medicin og Teknologi

Vejleder

Sadasivan Puthusserypady

Type

Bachelorprojekt, Kandidatspeciale

Kandidatuddannelsen i Elektroteknologi

Vejleder

Sadasivan Puthusserypady

Type

Bachelorprojekt, Kandidatspeciale

Kandidatuddannelsen i Medicin og Teknologi

Vejleder

Sadasivan Puthusserypady

Type

Bachelorprojekt, Kandidatspeciale

OM DTU

DTU er et teknisk eliteuniversitet med international rækkevidde og standard. Vores mission er at udvikle og nyttiggøre naturvidenskab og teknisk videnskab til gavn for samfundet. 10.000 studerende uddanner sig her til fremtiden, og 5.700 medarbejdere har hver dag fokus på uddannelse, forskning, myndighedsrådgivning og innovation, som bidrager til øget vækst og velfærd.

Find os her

Anker Engelunds Vej 1
Bygning 101A
2800 Kgs. Lyngby


45 25 25 25

dtu@dtu.dk

CVR-nr. 30 06 09 46

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