0% Complete
صفحه اصلی
/
سی و دومین کنفرانس بین المللی مهندسی برق
Diagnosis of Heart Diseases based on Processing Heart Sound using Machine Learning
نویسندگان :
Maryam Moulaverdi
1
Akbar Ranjbar
2
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
Shielding factor enhancement method for Bi-stage active shield in SQUID-based Magnetocardiography system
Zeynab Alipour - Fatemeh Esmaili - Faezeh Shanehsazzadeh - Mehdi Fardmanesh
Novel continuous phase DDS model for linear Chirp Signal Simulation in Pulse Compression Radar
Shahin Khakisedigh - Artin Khosravian - Mobin Jamali
Wake-Sleep Learning in R-STDP-Based Spiking Neural Networks to Avoid Catastrophic Forgetting
Mehrdad Baradaran - Katayoon Kobraei - Saeed Reza Kheradpisheh
Multi-Octave Continuous Mode Power Amplifier with More Than 46 dBm Peak Output Power
Marzieh Chegini - Mahmoud Kamarei
A Barrier Function Based Feedback Linearization Method for On-line Output Tracking Control of Non-minimum Phase Systems
Fatemeh Jahangiri - Ali Talebi - Mohammad Bagher Menhaj
تحلیل حرارتی لیزر تابنده از سطح کاواک-عمودی با ساختار بازتابگر ترکیبی توری کنتراست بالا یکپارچه و بازتابشگر براگ
حسن هوشدار رستمی - وحید احمدی - سعید پهلوان
بازسازی تصویر با معکوس کردن شبکه GAN
علی مجلسی کوپائی - سعید باقری شورکی - احمد شعبانی
Multiphysics Simulation of the Modified Flux Coupling Type SFCL in VSC-HVDC Network
Mohammad Khakroei - Ashkan Mirzaei Rajeooni - Mahdi Rahimi Pirbasti - Hossein Heydari
Introduce a novel approach to orbital maintenance in CRTBP
Amirreza Kosari - Ehsan Abbasali - Jamileh Hamzei - Majid Bakhtiari
A Novel Image Denoising Algorithm Based on Wavelet and Akamatsu Transforms Using Particle Swarm Optimization
Zeinab Pakdaman - Majid Amini-Valashani - Sattar Mirzakuchaki
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
