0% Complete
صفحه اصلی
/
بیست و نهمین کنفرانس مهندسی برق ایران
Energy-aware Multiple Access Using Deep Reinforcement Learning
نویسندگان :
Hamid Reza Mazandarani
1
Siavash Khorsandi
2
1- دانشگاه صنعتی امیرکبیر
2- دانشگاه صنعتی امیرکبیر
کلمات کلیدی :
Wireless Networks, Energy-awareness, Multiple Access, Deep Reinforcement Learning
چکیده :
Deep Reinforcement Learning (DRL), as an emerging trend in the reinforcement learning paradigm, has recently been used for multiple access of wireless nodes to frequency spectrum. Although existing research works are promising in terms of frequency spectrum utilization, the concept of energy-awareness is missing. Nevertheless, the high energy-consumption of DRL algorithms is a serious concern, especially in battery-constrained Internet of Things (IoT) nodes. In this paper, a simple yet effective mechanism is introduced to reduce state size of the DRL algorithm, which results in reduction of energy consumption for IoT nodes. Our simulations indicate that state size can be reduced, without significant change in the system performance.
لیست مقالات
لیست مقالات بایگانی شده
Classification of Schizophrenia Patients by Nonlinear Analysis of EEG
Amirhossein Tajik - Hoda Jalalkamali - Hossein Nezamabadipour
Ultrahigh Step-Up Non-Isolated DC-DC Converter Based on Quadratic Converter without Coupled Inductor
Sajad Rostami - Vahid Abbasi - Masoumeh Parastesh
A Low Power Wideband 0.6-5.4 GHz CG-CS LNA with pMOS-nMOS Configuration and Resistive Feedback
Sajjad Shojaei Baghini - Seyed Ali Samareh TaheriNasab - Samad Sheikhaei
Bilabial Consonants Recognition in CV Persian Syllable Based on Computer Vision
Melika Khajeh - Azam Bastanfard - Dariush Amirkhani
Design of a Plant Row Detection Algorithm for Agricultural Images Using Dynamic Stripping and Adaptive Parameters
Ali Pahlavan - Saeed Khankalantary
تحلیل ارتباطات موثر و عملکردی سیگنالهای فیزیولوژیکی راننده جهت بهبود تشخیص حواس پرتی
نیلوفر وثوق - زهرا بهمنی دهکردی - امین محمدیان
اولویتبندی کلیدهای قدرت جهت پیادهسازی سیستم پایش وضعیت
محمدرضا قطبالدینی - احمد میرزائی - محمدمهدی منصوری مجومرد
A brief review of methods for improving the performance of virtual synchronous generators under unbalnced conditions
Mohammad Hossein Mousavi - Hassan Moradi CheshmehBeigi
Stabilizing Control System for Synchronizing a Biological Neuron Network Considering Electrical Autapse Effect
Fatemeh Jahangiri - AliAkbar Afzalian - Mashkour Mansouri
Scene Understanding in Pick-and-Place Tasks: Analyzing Transformations Between Initial and Final Scenes
Seraj Ghasemi - Hamed Hosseini - MohammadHossein Koosheshi - Mehdi Tale Masouleh - Ahmad Kalhor
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
