Machine-learning-based 3-D channel modeling for U2V mmWave communications

K Mao, Q Zhu, M Song, H Li, B Ning… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Unmanned aerial vehicle (UAV) millimeter wave (mmWave) technologies can provide
flexible link and high data rate for future communication networks. By considering the new …

Space-based electromagnetic spectrum sensing and situation awareness

Y Huang, H Cui, Y Hou, C Hao, W Wang… - Space: Science & …, 2024 - spj.science.org
With a booming number of wireless Internet-of-Things devices, satellite communications
have been recognized as a key pillar to support massive communication and ubiquitous …

Generative AI for physical layer communications: A survey

N Van Huynh, J Wang, H Du, DT Hoang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The recent evolution of generative artificial intelligence (GAI) leads to the emergence of
groundbreaking applications such as ChatGPT, which not only enhances the efficiency of …

Data Augmentation for Predictive Digital Twin Channel: Learning Multi-Domain Correlations by Convolutional TimeGAN

G Liang, J Hu, K Yang, S Song, T Liu… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
In order to realize advanced system design for the sophisticated mobile networks, predictive
digital twin (DT) channel is constructed via data-driven approaches to provide high-accuracy …

Temporally correlated compressed sensing using generative models for channel estimation in unmanned aerial vehicles

NK Jha, VKN Lau - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Bayesian modelling of the channel distribution is a crucial step before channel recovery
specially in the underdetermined scenario in multiple input multiple output (MIMO) antenna …

Accurate spectrum map construction for spectrum management through intelligent frequency-spatial reasoning

F Zhou, C Wang, G Wu, Y Wu, Q Wu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Spectrum maps are of crucial importance for realizing efficient spectrum management in the
sixth-generation (6G) wireless communication networks. However, existing spectrum map …

3D radio map reconstruction based on generative adversarial networks under constrained aircraft trajectories

T Hu, Y Huang, J Chen, Q Wu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Three-dimensional (3D) radio map, which characterizes the spatial distribution of the
received signal strength (RSS) across a 3D space, can be a significant tool for wireless …

Deep learning-driven MIMO: Data encoding and processing mechanism

Z Song, J Ma - Physical Communication, 2023 - Elsevier
Abstract Large-scale Multiple-Input Multiple Output (MIMO) is the key technology of 5G
communication. However, dealing with physical channels is a complex process. Machine …

GAN-based Channel Estimation for IRS-aided Communication Systems

M Haider, I Ahmed, A Rubaai, C Pu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper proposes a generative adversarial network (GAN) based channel estimation
scheme for intelligent reflecting surface (IRS)-aided single-input multiple-output (SIMO) …

A multi-resolution channel structure learning estimation method of geometry-based stochastic model with multi-scene

Y Wei, Z Sheng, Y Fang - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
Vehicle-to-vehicle (V2V) communication is the most typical application of the Internet of
Vehicles, and it has many envisaged applications, such as driverless driving, collision …