Towards deep learning-aided wireless channel estimation and channel state information feedback for 6G
Deep learning (DL), a branch of artificial intelligence (AI) techniques, has shown great
promise in various disciplines such as image classification and segmentation, speech …
promise in various disciplines such as image classification and segmentation, speech …
Deep Learning in the Ubiquitous Human–Computer Interactive 6G Era: Applications, Principles and Prospects
C Chen, H Zhang, J Hou, Y Zhang, H Zhang, J Dai… - Biomimetics, 2023 - mdpi.com
With the rapid development of enabling technologies like VR and AR, we human beings are
on the threshold of the ubiquitous human-centric intelligence era. 6G is believed to be an …
on the threshold of the ubiquitous human-centric intelligence era. 6G is believed to be an …
Energy-efficient user association in mmWave/THz ultra-dense network via multi-agent deep reinforcement learning
As a key enabler for 5G and 6G wireless communications, millimeter-wave (mmWave) and
terahertz (THz) ultra-dense network (UDN) has received a great deal of attention recently …
terahertz (THz) ultra-dense network (UDN) has received a great deal of attention recently …
Applications of Deep Reinforcement Learning in Wireless Networks-A Recent Review
Deep Reinforcement Learning (DRL) techniques have gained substantial attention in recent
years for future wireless networks. They can overcome the ever-increasing challenges of …
years for future wireless networks. They can overcome the ever-increasing challenges of …
Sensing and Computer Vision-Aided Mobility Management for 6G Millimeter and Terahertz Communication Systems
Millimeter wave (mmWave) and terahertz (THz) communications have been considered as
the key techniques to support extremely high data rates in the 6G system. One main …
the key techniques to support extremely high data rates in the 6G system. One main …
Intelligent near-field channel estimation for terahertz ultra-massive MIMO systems
The terahertz (THz) communication systems as-sisted by ultra-massive (UM) number of
antennas have been considered as a promising solution for future 6G wireless …
antennas have been considered as a promising solution for future 6G wireless …
Optimizing Resource Allocation in UAV-assisted Ultra-Dense Networks for Enhanced Performance and Security
PG Ye, J Zheng, X Ren, J Huang, Z Zhang, Y Pang… - Information …, 2024 - Elsevier
The deployment of unmanned aerial vehicles (UAVs) in ultra-dense networks (UNDs) has
significantly advanced network capabilities in 5G/6G environments, addressing coverage …
significantly advanced network capabilities in 5G/6G environments, addressing coverage …
Multi-armed bandit learning on a graph
The multi-armed bandit (MAB) problem is a simple yet powerful framework that has been
extensively studied in the context of decision-making under uncertainty. In many real-world …
extensively studied in the context of decision-making under uncertainty. In many real-world …
Joint Uplink and Downlink Robust Transmission for Cell-Free Networks
This paper investigates the joint uplink (UL) and downlink (DL) robust transmission design
for cell-free networks. The total data amount of the UL and DL transmissions is maximized in …
for cell-free networks. The total data amount of the UL and DL transmissions is maximized in …
Cooperative Beamforming for Double-RIS Assisted CoMP Systems
J Chen, Y Sun, J Jia, B Yin… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Energy efficiency (EE) has become a key performance indicator in designing future wireless
networks. In this regard, we propose a novel two reconfigurable intelligent surfaces (RISs) …
networks. In this regard, we propose a novel two reconfigurable intelligent surfaces (RISs) …