Joint Optimization of Bandwidth and Power Allocation in Uplink Systems with Deep Reinforcement Learning

C Zhang, T Lv, P Huang, Z Lin, J Zeng, Y Ren - Sensors, 2023 - mdpi.com
Wireless resource utilizations are the focus of future communication, which are used
constantly to alleviate the communication quality problem caused by the explosive …

Resource allocation in heterogeneous network with node and edge enhanced graph attention network

Q Sun, Y He, O Petrosian - Applied Intelligence, 2024 - Springer
In wireless networks, the effectiveness of beamforming and power allocation strategies is
crucial in meeting the increasing data demands of users and ensuring rapid data …

Resource Allocation in Heterogeneous Network with Supervised GNNs

Q Sun, Y Zhang, H Wu, O Petrosian - International Conference on Swarm …, 2023 - Springer
Abstract Device-to-device (D2D) transmission has become an essential form of wireless
communication due to the rise of 5G and Internet of Things (IoT). Unfortunately, most …

Graph attention network enhanced power allocation for wireless cellular system

S Qiushi, H Yang, OL Petrosyan - Информатика и автоматизация, 2024 - mathnet.ru
The importance of an efficient network resource allocation strategy has grown significantly
with the rapid advancement of cellular network technology and the widespread use of …

Multi-agent Reinforcement Learning-based Adaptive Heterogeneous DAG Scheduling

A Zhadan, A Allahverdyan, I Kondratov… - ACM Transactions on …, 2023 - dl.acm.org
Static scheduling of computational workflow represented by a directed acyclic graph (DAG)
is an important problem in many areas of computer science. The main idea and novelty of …

A Novel Performance Bound for Massive MIMO Enabled HetNets

H Li, J Cao, G Luo, Z Wang, H Wang - Mathematics, 2023 - mdpi.com
Massive multiple-input and multiple-output (MIMO) networks with higher throughput rates,
where a base station (BS) with a large-scale antenna array serves multiple users, have been …

[PDF][PDF] Deep neural network based resource allocation in D2D wireless networks

Q Sun, Y Zhang, H Wu, OL Petrosian - 2023 - dspace.spbu.ru
The increased complexity of future 5G wireless communication networks presents a
fundamental issue for optimal resource allocation. This continuous, constrained optimal …

[PDF][PDF] MACHINE LEARNING FOR OPTIMIZATION OF RESOURCE ALLOCATION IN WIRELESS NETWORKS

S Qiushi - 2024 - disser.spbu.ru
MACHINE LEARNING FOR OPTIMIZATION OF RESOURCE ALLOCATION IN WIRELESS
NETWORKS Page 1 SAINT-PETERSBURG UNIVERSITY Published in manuscript form Sun …

[PDF][PDF] Training for optimal resource allocation in wireless communication systems

S Cusi - 2024 - dspace.spbu.ru
Wireless communication involves the transfer of data between at least two devices without
the use of physical cables; instead, it relies on establishing connections using radio waves …

[PDF][PDF] Otimização de eficiência energética em redes RSMA 6G utilizando meta-heurística

RC Teixeira, M Pantoja, A dos Santos, EAR da Paixão… - researchgate.net
Diante da evolução para o 6G, a eficiência energética das redes móveis torna-se um
elemento essencial devido ao crescente aumento da demanda por dados. Este estudo …