کنفرانس مهندسی برق ایران

صفحه اصلی / سی و دومین کنفرانس بین المللی مهندسی برق

Diagnosis of Heart Diseases based on Processing Heart Sound using Machine Learning

نویسندگان :

Maryam Moulaverdi¹ Akbar Ranjbar²

1- دانشگاه شاهد تهران 2- دانشگاه شاهد تهران

کلمات کلیدی :

Deep learning،Feature extraction،Heart disease diagnosis،Signal processing

چکیده :

In this research, the data related to heart sounds are classified into five general categories. These five categories include normal sound (N), mitral stenosis (MS), mitral regurgitation (MR), aortic stenosis (AS), and mitral valve prolapse (MVP). The important goals of this research were to use an effective method to select better and more efficient features and advanced machine learning techniques to design a pattern and implement a classifier to separate all five categories of heart sounds. For this purpose, features have been extracted using MFCCs, DWT, and Mel Spectrogram methods. Then, by using SVM and RF methods, the results are checked, and a hybrid DNN network is presented using Co-Shuffle-LSTM. Finally, to check the generalization power of the best model, the multi-category cross-validation method has been used. In this method, FCSL and FCSLWM patterns were used, which reached 98.70% and 98.82% correctness in identifying and distinguishing cardiac signals.

لیست مقالات

لیست مقالات بایگانی شده

حفاظت تطبیقی ریزشبکه‌ی DC با به کارگیری تبدیل فوریه‌ی سریع و ماشین بردار پشتیبان

امیر داداشی - سید حسین (حسام‌الدین) صادقی

LPV Controller Design for Trajectory Tracking of Nonholonomic Wheeled Mobile Robots in the Presence of Slip

Mohammad Sabouri - Mohammad Hassan Asemani

Deep Learning-Based Imitation of Human Actions for Autonomous Pick-and-Place Tasks

Anoosheh Saadati - Mehdi Tale Masouleh - Ahmad Kalhor

Analysis the Effect of Partial Transmission Element on the Performance of Fano Laser

Mohammad Heydari - Mohammadhasan Yavari - Aref Rasoulzadeh Zali

Mapping Human Grasping to 3-Finger Grippers: A Deep Learning Perspective

Fatemeh Naeinian - Elnaz Balazadeh - Mehdi Tale Masouleh

A Hybrid Computer-aided Diagnosis System For Central Obesity Screening In A Large Sample Of Iranian Children and Adolescents

Amirhossein Koochekian - Morteza Farahi - Hamid Reza Sadr manouchehri Naeini - Mohammad Reza Mohebian - Hamid Reza Marateb - Marjan Mansourian - Roya Kelishadi

Design of a Three-Stage OTA with Wide Capacitive Load Range Using Dual-Path and Q-Factor Compensation

Mohammadreza Abedi Orang

Optimal Placement of Unified Power Flow Controller in Power System Considering Transient Stability and Voltage Stability Criteria

Esmail Zahmatkeshan - Mohsen Bandekhoda

Exploring the Impact of Machine Translation on Fake News Detection: A Case Study on Persian Tweets about COVID-19

Masood Hamed Saghayan - Seyedeh Fatemeh Ebrahimi - Mohammad Bahrani

Secrecy Sum Rate Analysis and Power Allocation with OSTBC and Artificial Noise for MIMO Systems

Abdolrasoul Sakhaei Gharagezlou - Mahdi Nangir - Nima Imani - Amir Poorfaraj Liqvan

بیشتر