0% Complete
صفحه اصلی
/
سی و سومین کنفرانس بین المللی مهندسی برق
Emotion Recognition from EEG Signals During REM Sleep
نویسندگان :
Asghar Zarei
1
Ali Mahmoudi
2
1- دانشگاه صنعتی سهند تبریز
2- دانشگاه صنعتی سهند
کلمات کلیدی :
Emotion recognition،Dream،EEG signal،Machine learning،Entropy-based features
چکیده :
This paper utilizes EEG signals for automatic emotion recognition that occurs while dreaming in Rapid Eye Movement (REM) sleep. As dream contents could be affected by one’s mental health, emotion recognition during REM sleep would give an insight into a person’s mental well-being. With data from the Dream Emotion Evaluation Dataset (DEED), EEG signals were analyzed to assess brain activity patterns representative of different emotional states (such as positive, negative, and neutral) experienced while dreaming. In this study, the proposed method involves EEG signal preprocessing, feature extraction using Empirical Mode Decomposition (EMD) and Sample Entropy, and classification of emotional content using machine learning models like Random Forest, Support Vector Machine, and K-Nearest Neighbors. The results show that the proposed classification algorithm is capable of classifying different emotions in dream reports with an average accuracy of 93.83%. It is therefore believed that these findings expand the understanding of neural mechanisms behind dream emotions and how they can introduce further development into EEG-based approaches for clinical environments dealing with emotional assessment and intervention.
لیست مقالات
لیست مقالات بایگانی شده
Developing a superlens with High Resolution using Quantum Dot Nano-Particles
Amin Monemian Esfahani - Leila Yousefi
An Investigation of Hardware Implementation of Multi-Valued Logic Using Different Nanodevices
Abdolah Amirany - Kian Jafari - Mohammad Hossein Moaiyeri
Low Cost Implementation of Neural Networks Based on Stochastic Computing
Hadi Jahanirad - Ahmad Menbari
An Improved U-Type Inter-Modular Biased-Flux Permanent Magnet Motor
Ehsan Farmahini Farahani - Mohammad Afrank - Mojtaba Mirsalim - Javad Shokrollahi Moghani
امکان سنجی نظری آشکارسازی گاز سولفید هیدروژن توسط سیلی گرافن (g-SiC2)
حامد مهدوی نژاد - رزا صفایی - محمدحسین شیخی
A Graphene Terahertz Detector based on the Photo-Thermoelectric Effect with Frequency Selectivity
Faramarz Alihosseini - Zahra Heshmatpanah - Hesam Zandi
طراحی مدولاتور الکتروجذبی پلاسمونیک مبتنی بر Vo2 باساختار اسلت برای بهبود عملکرد در طول موج 1550 نانومتر مخابراتی
حبیبه صمدی - حمید واحد - هادی صوفی
Robot-Assisted Rehabilitation with Optimal Impedance: Using an $\mathcal{EKF}$-Based $\mathcal{L}asso-\mathcal{MPC}$
Hossein Ahmadian - Iman Sharifi - Heidar Ali Talebi
Switchable Chain Configurable RO PUF for Enhancing Hardware Security of IoT Devices
Niloufar Sayadi - Mohammad Eshghi
RCS Calculation of a Symmetrical Microstrip Array Using Discrete Bodies of Revolution Method
Hossein Mohammadzadeh - Abolghasem Zeidaabadi Nezhad - Zaker Hossein Firouzeh
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2