0% Complete
فارسی
Home
/
چهاردهمین کنفرانس بین المللی فناوری اطلاعات و دانش
BMPA- DSL: Binary Marine Predators Algorithm to Identify Driver's Different Levels of Stress
Authors :
Mahtab Vaezi
1
Mehdi Nasri
2
Farhad Azimifar
3
Mahdi Mosleh
4
1- Isfahan (Khorasgan) Branch, Islamic Azad University
2- Khomeinishahr branch, Islamic Azad University
3- Isfahan (Khorasgan) Branch, Islamic Azad University
4- Isfahan (Khorasgan) Branch, Islamic Azad University
Keywords :
driver's stress recognition،binary optimization،ECG،drivedb،heuristics feature selection،smart car
Abstract :
In smart cars, checking driver's conditions is necessary for safe driving. Stress is a destructive emotional state that causes drivers not to make timely decisions and brings irreparable risks. Therefore, detecting drivers' stress and giving timely warnings can prevent possible accidents. The best way to identify stress is to use bio-signals and intelligent processing algorithms. In the proposed method to identify drivers' stress, the drivedb database is used. Then, various statistical, frequency, entropy, and morphological characteristics have extracted from the ECG data of this database. In order to optimize the features, Binary Marine Predators Algorithm is used, which is a meta-heuristics method inspired by hunting prey by a marine in nature. Using two transfer functions, this algorithm can optimize features more than other heuristics optimizers. Using the proposed method, three states of low, medium, and high stress in drivers have been identified with 94.6% accuracy, which has increased the accuracy by 3-4% compared to the latest research in the field.
Papers List
List of archived papers
A Joint Trajectory and Energy Harvesting Method for an UAV Enabled Disaster Response Network
Hosein Mohammadi Firozjae - Javad Zeraatkar Moghaddam - Mehrdad Ardebilipour
تشخیص مراحل خواب با کمک جنگل تصادفی و ویژگی های فرکانسی استخراج شده از سیگنال های EEG و EOG
سیدعلی حسینی
Mode Selection and Resource Allocation in D2D-Enabled MC-NOMA using Matching Theory
Alireza Gholamrezaee - Hamid Farrokhi - Javad Zeraatkar Moghaddam
Securing the Internet of Things via Blockchain-Aided Smart Contracts
S. Mohammadali Zanjani - Hossein Shahinzadeh - Jalal Moradi - Zohreh Rezaei - Bahareh Kaviani-Baghbaderani - Sudeep Tanwar
تشخیص حمله تزریق داده کاذب با روش OCD در شبکه هوشمند برق
محدثه جلیلی سنجرانی - سعید جلیلی - محمدکاظم شیخ الاسلامی
An Eco-Friendly Cosmopolitan (EFC) by Recycling Scientific/Industrial Towns (RSITs)
Engineer Reza Khalilian - Dr. Abdalhossein Rezai - Dr. Mohammadreza Talakesh
Modified Gate Diffusion Input-based QCA RAMs Design
Hamidreza Sadrarhami - S. Mohammadali Zanjani - Mostafa Sadeghi
تحویل بهینه جریان پخش زنده HTTP: یک رویکرد ترکیبی سرور- شبکه
فائزه امینی تهرانی - احمدرضا منتظرالقائم
Video Steganography in HEVC Using Intra-Prediction Modes
Vahidreza Seirafian - Masoud Omomi
تحلیل سازههای موثر بر پذیرش فناوری بلاکچین و استفاده از آن در صنعت بیمه ایران با استفاده از تکنیک معادلات ساختاری (مطالعه موردی: شرکت کارگزاری رسمی بیمه زندگی خوب)
احسان هنری - آفرین اخوان
more
Samin Hamayesh - Version 42.5.2