0% Complete
فارسی
Home
/
شانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Energy-Saving for User-Centric Dynamic 5G HetNets Using DRL Method
Authors :
Erfan Rasti
1
Mohammad Ali Arami
2
Abbas Mohammadi
3
1- دانشگاه صنعتی امیرکبیر (پلیتکنیک تهران)
2- دانشگاه صنعتی امیرکبیر (پلیتکنیک تهران)
3- دانشگاه صنعتی امیرکبیر (پلیتکنیک تهران)
Keywords :
Energy-Saving،Power Consumption،Energy Efficiency،Reinforcement Learning
Abstract :
In modern communication networks, due to the high density of users and network facilities, reducing energy consumption (EC) has become a vital problem to address. In the past few years, there has been some valuable research on energy-saving methods as a solution for this criterion. This paper demonstrates a user-centric method to maximize energy-saving in conjunction with a deep Q-network (DQN) model aligned with the green cellular network. This approach involves a user-centric connection establishment to activate small base stations (SBSs) using a DQN-controlled switching mechanism, which smooths the transitions. Through the request-step hyperparameter, we developed an anti-abrupt mode transition, minimizing network oscillations. Finally, our achievements have been accurately compared with previous works like genetic algorithm (GA) and particle swarm optimization (PSO), convincingly demonstrating that the DQN method presents a significant improvement regarding EC, power consumption (PC), and time complexity.
Papers List
List of archived papers
Using Deconvolutional Variational Autoencoder for Answer Selection in Community Question Answering
Golshan Afzali Boroujeni - Heshaam Faili
Mode Selection and Resource Allocation in D2D-Enabled MC-NOMA using Matching Theory
Alireza Gholamrezaee - Hamid Farrokhi - Javad Zeraatkar Moghaddam
Generalized Self-Attentive Spatiotemporal GCN with OPTICS Clustering for Recommendation Systems
Saba Zolfaghari - Seyed Mohammad Hossein Hasheminejad
Distributed Learning Automata-based Algorithm for Finding K-Clique in Complex Social Networks
Mohammad Mehdi Daliri Khomami - Alireza Rezvanian - Ali Mohammad Saghiri - Mohammad Reza Meybodi
بررسی روش یادگیری انتقالی جهت پیشبینی پیوند
علی روحانی فر - کمال میرزایی بدرآبادی
ارائۀ چارچوب هستانشناسی برای شهر هوشمند مبتنی بر سیستمهای سایبر-فیزیکی
علی اصغر قائمی - جعفر حبیبی - سید حسن میریان
A method for image steganography based on chaotic maps and advanced compression algorithms
Mohammad Yousefi Sorkhi
AI-based Message Spam Classification Framework for Secure Autonomous Vehicles Communication
Riya Upadhyay - Mili Virani - Lakshit Pathak - Rajesh Gupta - Sudeep Tanwar - Hossein Shahinzadeh
A Graph Attention-Based Autoencoder for Critical Path Anomaly Detection in Microservices
Mahdi Naderi - Hossein Momeni - Shayan Shahini
پیاده سازی سیستم پیش بیمارستانی یافت آمبولانس مناسب در محیط رایانش ابری با استفاده از شبیه ساز کلودسیم
ریحانه حسن رحیمی - فهیمه یزدان پناه
more
Samin Hamayesh - Version 42.5.2