کنفرانس مهندسی برق ایران

صفحه اصلی / سی و دومین کنفرانس بین المللی مهندسی برق

Optimal D2D Resource Allocation in Heterogeneous Cellular Networks by Decentralized Multi-Agent Deep Q-Learning

نویسندگان :

Pouya Akhoundzadeh¹ Ghasem Mirjalily² Mohammad taghi Sadeghi³

1- Yazd university 2- Yazd university 3- Yazd university

کلمات کلیدی :

communication،resource allocation،interference management،multi agent،Deep Q-learning

چکیده :

This paper explores efficient resource allocation method in the Heterogenous cellular networks powered by device-to-device (D2D) communication, which allows mobile users to connect directly, thus enhancing spectrum utilization and system capacity. However, this direct communication can lead to increased interference and potentially degrade system performance. Addressing the challenge of allocating resources effectively in the presence of D2D communication, we propose a decentralized multi-agent deep Q-Learning approach named Autonomous Multi-Agent Deep Q-Learning (AMADQL). This algorithm empowers D2D users to act as individual agents that autonomously adjust their spectrum and power levels, aiming to minimize interference without depending on the network infrastructure. The proposed method is tested through simulations, where it showcases promising convergence and superior performance metrics compared to traditional resource allocation strategies.

لیست مقالات

لیست مقالات بایگانی شده

Battery Sizing for energy management of islanded Microgrid considering the impact of discharge duration on Lead-Acid Battery effective capacity

Mehrdad Bagheri Sanjareh - Mohammad Hassan Nazari - Narges Sadat Ghiasi - Seyyed Mohammad Sadegh Ghiasi - Seyed Hoseein Hosseinian

User Identification Based on Hand Geometrical Biometrics Using Media-Pipe

Sara Ghanbari - Zahra Parvin Ashtyani - Mehdi Tale Masouleh

Investigation the Effects of Partial discharge Pulse Characteristics on its Propagation in Stator Windings

Arash Abyaz - Mohammad Hamed Samimi - Amir Abbas Shayegani Akmal

Revolutionizing Energy Efficiency: A Case Study on Self-supply of Electrical Energy in the Mobarake Steel Industry

Mahdi Shadi - Seyed Mohammad Shobeiry - Mohammad Sadegh Ghazizadeh - Hassan Mardani

An SINR Maximization Approach for STAR-RIS-assisted Integrated Sensing and Communication Networks

Samira Arab Ameri - Kamal Mohamedpour - Mohammad Javad Azizipour

طراحی سیستم هوشمند تشخیص سطح مذاب قالب در ماشین ریخته‌گری مداوم

محمد رضا رشیدی - سید محمد تقی المدرسی - سعیده ذبحی

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

Low-cost dielectrophoresis-based microfluidic chip for label-free particle separation with 3D electrodes

Fatemeh Esmaeili - Zeynab Alipour - Mehdi Fardmanesh

Low-Leakage 6T SRAM Cell for In-Memory Computing with High Stability

Deniz Najafi - Behzad Ebrahimi

Study of Plasmonic Perfect Absorber Using Three Dimensional Silver Double Triangle-Shaped Nanoparticles

Mohammad Reza Rakhshani

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0