کنفرانس مهندسی برق ایران

صفحه اصلی / سی و یکمین کنفرانس بین المللی مهندسی برق

Atrial Fibrillation (AF) Detection Using Deep Learning with GAN-based Data Augmentation

نویسندگان :

Amirhossein Akhoondkazemi¹ Arash Vashagh² Sayed Jalal Zahabi³ Davood Shafie⁴

1- دانشگاه صنعتی امیرکبیر 2- دانشگاه صنعتی اصفهان 3- دانشگاه صنعتی اصفهان 4- دانشگاه علوم پزشکی اصفهان

کلمات کلیدی :

ECG،Atrial Fibrillation،Deep Learning،Poincare recurrence plot،Generative Adversarial Network

چکیده :

Atrial Fibrillation (AF) is the most common cardiac arrhythmia that may lead to stroke and heart failure and because of this, a lot of research has gone into detecting AF from the electrocardiogram (ECG) signal. In this paper, we propose an AF detection pipeline, which first transforms the ECG data into an informative 2-D image by the aid Poincare recurrence plot, ´ and then addresses the imbalance of the data by augmenting AF samples using a form of generative adversarial network (GAN). The augmented dataset is then used within the training set to train a 5-layer convolutional neural network (CNN) as a classifier. The performance of the proposed classifier is finally evaluated based on a 4-fold cross-validation scheme. The performance metrics suggest that the proposed method provides acceptable sensitivity and specificity

لیست مقالات

لیست مقالات بایگانی شده

Deep Convolutional Neural Network for ADHD Classification using resting-state fMRI

MohammadHadi Firouzi - Maliheh Ahmadi - Kamran Kazemi - Mohammad Sadegh Helfroush - Ardalan Aarabi

Flexible Microgrid Scheduling with the Presence of Renewable Energy Resources

Mahdi Rahimi - Fatemeh Jahanbani Ardakani - Ali Reza Rahimi

An Optimal Investigation into A Preventive Maintenance Scheduling Scheme for Electric Power Transmission Networks

Seyed Sina Taheri Otaghsara - Masoud Asghari Gharakheili

Optimal Path Planning of Mobile Robots using IsoCost-Based Dynamic Programming

Fatemeh Alvankarian - Ahmad Kalhor - Mehdi Tale Masouleh

Second-Order Mode Analysis of Spoof Surface Plasmon Waveguide

Mohammad Ali Khosrovani_Moghaddam - Amir Ahmad Shishegar

Improved Model Predictive Control for the Three-Phase Grid-Connected Split-Source Inverter

Seyed Hamid Montazeri - Jafar Milimonfared - MohammadReza Zolghadri

Robust Neuro-Adaptive Fuzzy Sliding Mode Control for a Remotely Operated Underwater Vehicle Manipulator

Mahdi Armoon - Marzie Lafouti - Babak Tavassoli - Hamid D. Taghirad

Designing of Multilayer Planar Spiral Air-Core Inductor for Power Electronic Applications

Mohammad Khakroei - Mohsen Mostafaei - Mansour Arefian - Afshin Rezaei-Zare - Majid Najafi Zarmehri

Robust Control System Design for an Industrial Heavy Duty Gas Turbine under Network-Induced Imperfections

Nasim Ensanseft - Ali Chaibakhsh

تخمین کانال متغیربازمان در سیستم‌های MIMO – موج‌میلی‌متری چندکاربره

زهرا معروفی - امیرحسین مولازاده - مهرداد اردبیلی‌پور

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0