کنفرانس مهندسی برق ایران

صفحه اصلی / سی و سومین کنفرانس بین المللی مهندسی برق

DWT-Based Epileptic Seizure Detection Using Fuzzy Logic Model with Entropy and Table Lookup Scheme

نویسندگان :

Alireza Mohammadi¹ Arvin Esfandyari² Ali Doustmohammadi³ Amir Abolfazl Suratgar⁴ Masoud Shafiee⁵

1- دانشگاه صنعتی امیرکبیر 2- دانشگاه صنعتی امیرکبیر 3- دانشگاه صنعتی امیرکبیر 4- دانشگاه صنعتی امیرکبیر 5- دانشگاه صنعتی امیرکبیر

کلمات کلیدی :

Epilepsy detection،EEG signals،DWT،Fuzzy Entropy،Look-up Table

چکیده :

Epilepsy is a complex neurological condition affecting over 65 million people worldwide. Effective detection of epileptic seizures is critical for appropriate management and treatment. This study introduces a novel approach for epilepsy detection by employing a fuzzy entropy-based method combined with a Discrete Wavelet Transform (DWT) and a Look-up Table framework. Utilizing the well-known Bonn EEG dataset, we restructured the data into two primary classes, representing signals from healthy individuals and patients experiencing different stages of epilepsy. Our model demonstrates significant enhancements in detecting epileptic seizures, achieving remarkable accuracy and robustness across two classification scenarios. We employed standard evaluation metrics such as accuracy, precision, recall, F1 score, and specificity to assess model performance. The results were compared with existing machine learning and deep learning methods, showcasing our approach's superior computational efficiency and interpretability.

لیست مقالات

لیست مقالات بایگانی شده

A Modified Suspended Carrier Transmitter for Medical Implants

Khashayar Dehghan - Omid Shoaei - Shahin Jafarabadi Ashtiani

Zero control effort approach to perturbed coupled orbit-attitude periodic solution at three-body problem: Earth-Mars system

Amirreza Kosari - Ehsan Abbasali - Majid Bakhtiari

Fatigue Detection in SSVEP-Based BCIs Using Biomarkers: A Comparative Study

Maedeh Azadi Moghadam - Ali Maleki

Improving Artificial Neural Network Performance Using Hybrid Activation Function

Morteza Taheri - Sajad Haghzad Klidbary

Multi-Objective Particle Swarm Optimization Of Spiral Antenna for Microwave Imaging Applications

Mehdi Yousefnia - Jaber Allahgholipor - Ataollah Ebrahimzadeh

بهبود تاب‌آوری شبکه‌های توزیع سنتی در مرحله پیش از حادثه به کمک بازآرایی با الگوریتم ارگانیسم همزیستی

حسین بایسته - رضا شیردره - محمد احمدوند

Automated Optic Disc Segmentation in Low-Quality Retinopathy of Prematurity Retinal Images

Abolfazl Karimiyan Abdar - Reza AghaeiZadeh Zoroofi - Naser Shoeibi - Sare Safi - Alireza Ramezani - Homayoun Nikkhah - Hamid Safi - Mohammad Reza Ansari Astaneh

ساخت و مشخصه یابی حسگر گاز QCM با پوشش نیترات لانتانیوم برای آشکارسازی بخار اسید هیدروفلوئوریک

زهرا خوش بین - وحید غفاری نیا

A Transformerless Single-Switch DC-DC Boost Converter Suitable for Renewable Energy Applications

Saed Mahmoud Alilou - Sasan Ahmadi - Mohammad Maalandish - Seyed Hossein Hosseini

Efficiency Estimation Methods of In-Service Induction Motors-A Review

Moslem Geravandi - Hassan Moradi CheshmehBeigi

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2