0% Complete
صفحه اصلی
/
سی و دومین کنفرانس بین المللی مهندسی برق
Learning-Based Routing Policy For Wireless Sensor Networks
نویسندگان :
Najim Halloum
1
Yousef Darmani
2
Ali Ahmadi
3
1- دانشگاه صنعتی خواجه نصیرالدین طوسی
2- دانشگاه صنعتی خواجه نصیرالدین طوسی
3- دانشگاه صنعتی خواجه نصیرالدین طوسی
کلمات کلیدی :
IoT،Reinforcement Learning،WSN،Q-Learning،Routing،Reliability،RPL،Load-balancing،Objective Function
چکیده :
The pervasive Internet of Things (IoT) technology applications take the quality of the service provided to another level. Wireless Sensor Network (WSN) is the sensing layer in IoT-based systems that collects data and sends it to a central component. On the other hand, IoT-WNSs have special characteristics in terms of lossy environment and resource-constrained devices. However, the next generation of the Internet of Things networks is expected to be large-scale networks with large amounts of data being transferred. In such IoT networks, the main issues come from the need for an efficient routing protocol that can provide an efficient forwarding mechanism in congestion-based scenarios. Here, the routing protocol for low-power and Lossy networks (RPL) is a standardized routing protocol for IoT-WSNs. With such conditions, RPL could suffer from reliability decreasing, control overhead and latency increasing. Reinforcement learning provides a methodology by which a system can improve its behavior to select upcoming actions efficiently by learning from previous interactions with the environment. In this study, a Reinforcement Learning-based load balancing-aware routing scheme will be proposed to build a reliable path for IoT-WSNs. To do so, a multi-metric reward function based on the Received Signal Strength Indicator and Buffer utilization metrics is designed to form the essential part of the next forwarder selection process using the Q-Learning algorithm. According to an evaluation using the Contiki OS / Cooja simulator in terms of control overhead, network latency, and packet delivery ratio, the proposed approach has demonstrated its efficiency against the counterparts.
لیست مقالات
لیست مقالات بایگانی شده
مشاهدهپذیری در فرآیندهای گراف محدود باند بدونجهت و جهتدار با استفاده از تعداد محدودی از مشاهدات
حمیدرضا خسرویان - محمود کریمی
Evaluation Study of Different Integration Methods of LCC Compensation Network for Various Types of Magnetic Structures of Wireless Power Transfer
Nima Rasekh - Navid Rasekh - Mojtaba Mirsalim
Application of Transfer Learning in Optimized Filter- Bank Regularized CSP to Classification of EEG Signals with Small Dataset
M. Moein Esfahani - Hossein Sadati
Design and Implementation of a Compact 4×4 Microstrip Patch Antenna Array with Circular Polarization for Nano Satellite Applications
Mohammad Ghasemi - Majid Afsahi - Shoresh Namdari
Improved Light-Load Efficiency of Resonant Switched-Capacitor Converter
Sajad AfsharZarandi - Reza Beiranvand
Enhancing Precision in Dermoscopic Imaging using TransUNet and CASCADE
Mahdi Niknejad - Mahdi Firouzbakht - Maryam Amirmazlaghani
بهبود نمونه برداری از سیگنال روی گراف مبتنی بر نظریه دوایر گرشگورین
مهدیه صادقیان - حمید سعیدی سورک
Joint Fairness, Fragmentation, and Physical Layer Impairments Aware Routing, Spectrum and Modulation Level Allocation in Elastic Optical Networks
Hassan Khanahmadzadeh - Arash Rezaee - Lotfollah Beygi
بررسی روابط توان دوم برای اعداد باینری با تمرکز بر طراحی و پیاده سازی مدار برای ورودی 4 بیت مثبت و منفی در پروسه استاندارد 0.18 µm CMOS
احمد احمدزاده - امیر فتحی - بهبود مشعوفی
نحوه کنترل سطوح هوشمند با قابلیت تنظیم مجدد در راستای مقابله با استراق سمع کننده ها
محمد کاظم ناطقی - زلفا زینل پور یزدی
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4