کنفرانس مهندسی برق ایران

صفحه اصلی / بیست و نهمین کنفرانس مهندسی برق ایران

Energy-aware Multiple Access Using Deep Reinforcement Learning

نویسندگان :

Hamid Reza Mazandarani¹ Siavash Khorsandi²

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

A boosting based approach to handle imbalanced data

Sahar Hassanzadeh Mostafaei - Jafar Tanha - Negin Samadi - Soodabeh Imanzadeh - Nazila Razzaghi-Asl

A Simulation of Bayesian Surprise

Alireza Maleki - Ali Taherinassaj - Hoda Mohammadzade

Design Of Observer-Based Nonlinear Controller For Tracking Maximum Power Point In The Solar Cell

Kobra Siahi - Mohammad Reza Arvan - Vahid Behnamgol - Mahdi Mosayebi

A Time-Distributed Convolutional Long Short-Term Memory for Hand Gesture Recognition

Mehdi Fatan Serj - Mersad Asgari - Bahram Lavi - Domenec Puig Valls - Miguel Angel Garcia

A Multi-domain Fuzzy Ensemble Approach for Epileptic Seizure Detection

Samin Shahraki - Alireza Hajabdollah javaheri - Mahdi Pourgholi - Pedram Safarpour

خلاصه سازی ویدیوهای کپسول آندوسکوپی با رویکرد یادگیری انتقالی

محدثه امیریان چایجان - رضا آقائی زاده ظروفی - مسعود رضا سهرابی

Joint User Association and UAV Location Optimization for Two-Tired Visible Light Communication Networks

Alireza Qazavi - Foroogh Sadat Tabataba - Mehdi Naderi Soorki

A straightforward approach for measuring blood pressure in an upper arm digital blood pressure monitor

Mohammad Soroush Rezaei - Mahdi Khalilzadeh Shabestari - Seyed Yousef Jazaery Farsany - Danial Katoozian - Hossein Hosseini-Nejad

یک روش تشخیص و تصحیح خطا برای بلوک های داده

سعیده صادقی - محسن راجی

Joint Space Control of a Deployable Cable Driven Parallel Robot with Redundant Actuators

S. Ahmad Khalilpour - Ali Hassani - Rohollah Khorambakht - A.R. Zahedi - Abbas Bataleblu - Hamid D. Taghirad

بیشتر