[HTML][HTML] Deep learning for joint channel estimation and feedback in massive MIMO systems

J Guo, T Chen, S Jin, GY Li, X Wang, X Hou - Digital Communications and …, 2024 - Elsevier
The great potentials of massive Multiple-Input Multiple-Output (MIMO) in Frequency Division
Duplex (FDD) mode can be fully exploited when the downlink Channel State Information …

AI enlightens wireless communication: A transformer backbone for CSI feedback

X Han, W Zhiqin, L Dexin, T Wenqiang… - China …, 2024 - ieeexplore.ieee.org
This paper is based on the background of the 2nd Wireless Communication Artificial
Intelligence (AI) Competition (WAIC) which is hosted by IMT-2020 (5G) Promotion Group …

Deep Learning Empowered CSI Acquisition and Feedback for B5G Wireless Systems

K Ma, Y Sang, Y Ming, J Lian, C Tian… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Deep learning based channel state information (CSI) acquisition and feedback in frequency
division duplex systems have drawn much attention in the beyond fifth-generation (B5G) …

Deep Learning for Efficient CSI Feedback in Massive MIMO: Adapting to New Environments and Small Datasets

Z Liu, L Wang, L Xu, Z Ding - IEEE Transactions on Wireless …, 2024 - ieeexplore.ieee.org
Channel State Information (CSI) feedback, powered by Deep Learning (DL) methodologies,
exhibits significant promise in enhancing spectrum efficiency within massive MIMO systems …

CIRNet: An Improved Lightweight Convolution Neural Network Architecture with Inverted Residuals for Universal Steganalysis

A Gupta, R Chhikara, P Sharma - Arabian Journal for Science and …, 2024 - Springer
Steganalysis techniques play a crucial role in forensic investigation, aiding professionals in
identifying digital images with unsafe content. This work proposes a novel and improved …

Deep Reinforcement Learning Driven Joint Dynamic TDD and RRC Connection Management Scheme in Massive IoT Networks

J Park, J Lee, D Kim, JK Choi - IEEE Access, 2024 - ieeexplore.ieee.org
To support dramatically increasing services from internet of thing (IoT) devices with the
sporadic and fluctuated generation of short packet traffic, this paper investigates joint …

MIMO Channel as a Neural Function: Implicit Neural Representations for Extreme CSI Compression in Massive MIMO Systems

H Wu, M Zhang, Y Shao, K Mikolajczyk… - arXiv preprint arXiv …, 2024 - arxiv.org
Acquiring and utilizing accurate channel state information (CSI) can significantly improve
transmission performance, thereby holding a crucial role in realizing the potential …

Intelligent image recognition using lightweight convolutional neural networks model in edge computing environment

L Qiu - Journal of Computational Methods in Sciences and …, 2024 - content.iospress.com
In order to enhance the performance of intelligent image recognition, this study optimizes the
image recognition model through lightweight convolutional neural networks (CNNs) and …