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

Investigation of The Thermal Process Stability Analysis By New BIBO Stability Algorithm of 2-D Discrete Models

Mehdi Mohammadi - Masoud Shafiee - Mahdi Mirshahi

Backstepping-based Adaptive Constrained Control of Passive Torque Simulator Using Function Approximation Technique

Seyyed Amirhossein Saadat - Mohammad Mehdi Fateh - Javad Keighobadi

Index and impulse in Singular Biological Continuous Systems

Behnam Babaei - Masoud Shafiee

بررسی تحلیلی به کارگیری ریزشبکه برای مصرف کننده های پر مصرف مسکونی در ایران

عنایت الله محقق - حبیب رجبی مشهدی

A Single-Switch Single-Inductor High Step-Up DC-DC Converter with Single-Input and Dual-Output Ports

Ali Nadermohammadi - Saed Mahmoud Alilou - Mohammad Maalandish - Seyed Hossein Hosseini - Mehdi Abapour - Kazrm Zare

طراحی یک اینورتر سه فاز چند سطحی ترکیبی جدید و بررسی کاربرد آن در کنترل موتور القایی

حسین جعفری - داریوش نظرپور - سجاد گلشن نواز - ابراهیم بابائی

Design and fabrication of wearable and stretchable EEG headband using textile-based electrode wire

Kourosh Motiepor - Arman Modoudi Yaghouti - Simin Bakhtiyari - Amir Jahanshahi - Roohollah Bagherzadeh

Joint User Association and UAV Location Optimization for Two-Tired Visible Light Communication Networks

Alireza Qazavi - Foroogh Sadat Tabataba - Mehdi Naderi Soorki

Conserving Power Consumption in Elastic Optical Networks using Deep Learning

Fatemeh Dehrouyeh - Sina Tavakolian - Lotfollah Beygi

Ultra-Compact and Fast All-Optical Half-Subtractor Photonic Crystal Logic Gate

Ehsan Veisi - Mahmood Seifouri - Saeed Olyaee

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4